DEV Community: Ekomjah Denis

I brought Google Reader and Yahoo Pipes Back From the Dead with AI at its core!

Ekomjah Denis — Sun, 01 Nov 2026 02:39:45 +0000

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine

Google Reader closed in 2013. Yahoo Pipes closed in 2015. Nothing has replaced either of them, and I have been quietly annoyed about it ever since.

Reader was the calm inbox: unread counts, stars, j and k, no algorithm deciding what I saw. Pipes was the clever one: drag a few boxes onto a canvas, wire them together, and get a brand-new feed out the other end. Both were killed because someone else owned the server.

What I Built

So for the "Ghost in the Machine" challenge, I revived the Ghost!
Tributary is a feed reader with a drag-and-wire pipe builder, so you can shape your own feeds, with a Gemma model for intelligent custom feed creation.

A reader (Google Reader's quiet inbox) plus a canvas (Yahoo Pipes' wiring) in one app. The pipe is the main object. The reader is where its output lands.
11 boxes. Three of them use Gemma through Ollama: Summarize, Filter by meaning, Why you'd care. The self-hosted default is gemma3:1b; the hosted profile can use gemma4:31b-cloud.
Two ways to run it: self-hosted, with one SQLite file and no accounts, or hosted, with PostgreSQL, Auth0 accounts and a private library per user.
Private article sharing. On the hosted build, send one article as a single-use link. The recipient claims their own snapshot in a Shared with me inbox without subscribing to the sender's feed, and their read, star and label state stays theirs.

Two dead products, one app. Here is what I kept from each:

Ghost	What it was	What Tributary keeps
Google Reader (gone 2013)	A quiet inbox for the sites you chose	Views for All, Unread and Starred, labels, per-feed unread counts, and keyboard shortcuts (`j`/`k`, `o`, `s`, `m`, `r`, `/`). No ranking, ever.
Yahoo Pipes (gone 2015)	Wire boxes together to reshape a stream	A React Flow canvas at `/pipes`. Drag boxes, connect them, run, inspect every step, and publish the result back into the reader as a feed.

A pipe is an ordered list of boxes, and every box takes a list of items and returns a list of items. That one rule is the whole engine.

Group	Boxes
Sources	`fetch` (your stored feeds), `search` (SerpApi, for the web beyond your subscriptions)
Combine	`merge`, `dedupe`
Transform	`filter`, `sort`, `limit`
Enrich	`fulltext` (fetch and extract the article body)
Local AI	`summarize`, `meaning`, `whycare`

A pipe I actually use looks like this on the canvas:

fetch (Hacker News + 3 blogs) -> dedupe -> fulltext -> meaning ("practical engineering, no hype") -> summarize -> sort -> limit

Run it, and it comes back as a feed in the reader, in order, with one-sentence summaries. That is the Pipes idea finally sitting inside the Reader idea.

The same engine got a hosted front door. The hosted build keeps the same service layer but adds the things a public reader needs: PostgreSQL instead of a local file, an owner on every feed, label and pipe, and Auth0 in front.

The accounts use an Auth0 Regular Web Application, not a single-page app. The Next.js server holds an encrypted, rolling session; the browser asks a small /auth/access-token route for a short-lived token only when it calls the FastAPI API. The API validates that token against the tenant's JWKS, checks issuer, audience and expiry, and scopes every query to the authenticated user. Ask for someone else's feed by id and you get a 404, not a peek. The landing page offers Create account and Sign in, with screen_hint=signup for registration, and the reader and pipes routes sit behind the same account gate. The self-hosted build mounts none of it, so the original account-free page is unchanged.

Sharing is a link, not an email address. A share starts from one article; Tributary snapshots that item and returns a /shared/<token> URL. The raw token is shown once and stored only as a SHA-256 hash, links expire after 30 days and can be claimed once. No recipient lookup and no email delivery.

The recipient gets a copy, not a window into the sender's reader. Claiming puts an independent snapshot in a virtual Shared with me feed. It appears in All, Unread and Starred like any other item, but the inbox is its own feed kind, so it never shows up under RSS or pipe feeds. The copy keeps the article content and provenance; read, star, label and keep/drop decisions stay local to each person. Deleting the sender's feed does not break the share: the snapshot lives in the Share row, so a later claim still works. The claim is a conditional database update, so two people holding the same link cannot both receive a copy. The recipient must sign in to the same deployment, and sharing is hidden in local mode because a single-user SQLite install has no second account to claim the link.

The hosted profile is highly rate-limited, because an open signup with an AI model and a search API behind it is a bill waiting to happen. A usage_events table counts feed refreshes, pipe runs and searches in a rolling one-hour window. The defaults are 5 saved pipes, 3 pipe runs per hour, 3 searches per hour and 10 feed refreshes per hour. Cached searches do not consume a search slot, a pipe-feed refresh counts as a pipe run, and the API answers with 429 and Retry-After when a window is full. Local mode ignores every quota.

Demo

Tributary is live at tributaries.tech. You authenticate with Auth0, add a feed, and build a pipe in the browser. Signup is open. Each account gets its own library and the fixed rolling quotas above;

If you would rather keep everything on your own machine, the self-hosted build still takes about ten minutes. You need Python 3.10+, uv, Node with pnpm, and Ollama.

git clone https://github.com/Ekomjah/tributary
cd tributary
ollama pull gemma3:1b
cp .env.example .env

cd backend
uv sync
uv run tributary init-db
uv run tributary serve

In a second terminal:

cd frontend
pnpm install
pnpm dev

Or run make setup, then make dev, to spin it all up quickly.

Open http://localhost:3000, click Add feed, and paste https://news.ycombinator.com/rss. Paste a blog's homepage instead, and Tributary will look for its feed. Then run uv run tributary doctor to see what is wired up.

Three things are optional, and all are off until you configure them:

SERPAPI_API_KEY turns on the search box feature in the pipes.
SENTRY_DSN turns on tracing, so you can watch each pipe run as a trace.
OLLAMA_CLOUD=true with OLLAMA_API_KEY swaps the local model for gemma4:31b-cloud on Ollama Cloud. That sends article text and prompts off the machine, so it is a deliberate opt-in.

A free-tier key for SerpApi or Sentry is enough to try those features.

To make things easy for those testing the app, I created a GitHub gist with some popular, active RSS feeds you can try on Tributary. Check them out here

Code

The entire code for Tributary can be viewed on GitHub

How I Built It

Layer	Choice	Job
Reader and editor	Next.js 16, React 19, TanStack Query, Tailwind 4, React Flow	Feed list, article view, drag-and-wire canvas
API and engine	Python, FastAPI, Pydantic, SQLAlchemy	Validate and run pipes, serve the reader
Ingestion	feedparser, httpx, trafilatura	Read feeds, extract readable article text
Storage	SQLite self-hosted; PostgreSQL hosted	Feeds, items, labels, pipes, runs, users, usage
Identity	Auth0 Regular Web Application	Hosted sessions, access tokens, per-user libraries
Quotas	`usage_events`, rolling one-hour window	Keep an open hosted signup bounded
Local model	Ollama running `gemma3:1b`	Summaries, meaning filter, relevance notes
Web search	SerpApi, opt-in	Results beyond your subscribed feeds
Monitoring	Sentry, opt-in	Traces per run, metrics, GenAI spans

A box is a small list transform. This is the shape of every one of them:

class WhyCareBox:
    box = "whycare"

    def run(self, items: list[ItemOut], context: RunContext) -> list[ItemOut]:
        ...

Because every box has the same signature, boxes compose in any order, and each one is easy to test. The backend validates a pipe's JSON with strict Pydantic models before a run starts, so unknown keys and bad values are rejected up front.

The model's job is small and the failure mode is boring. I did not want a 1B model making decisions it cannot be trusted with, so the boxes lean toward keeping things:

Summarize reads the extracted full text and stores one sentence. An item with no full text is skipped without a model call, so it never summarizes a stub.
Filter by meaning judges the best available text against a criterion you write in plain English. An item with no text is kept, not silently dropped.
Why you'd care is handed your latest starred titles as context and writes one sentence on why the story matters to you.

Answers are cached by (item, box, params hash, model). The hash includes a prompt version and a SHA-256 of the text, so an edited article or a changed criterion misses the cache, and repeating a run is free. That matters on a CPU-only laptop. Model errors report the host and failure type, never the prompt or the article. On the hosted profile, the same boxes can use Ollama Cloud when configured; self-hosted defaults to the local model.

Search in human language and not in keywords. The app also allows human-language search through SerpAPI, not just bullet points. Gemma then breaks this human-like search query into keywords for better parsing and context during search. For example, you write "AI regulation this week", and Gemma rewrites it into a structured query like "'ai_regulation', 'google_news' 'week'" which you can preview before SerpAPI sees anything:

"AI regulation this week"
        |
        v
Ollama refinement (local, or configured cloud model) -> q, engine, gl, hl, freshness, max_results
        |
        v
SerpApi (cloud, opt-in)
        |
        v
normalize -> items -> six-hour cache -> pipe / reader

The refinement uses a Pydantic schema at temperature 0, an allowlisted set of engines, clamped result counts, and a fallback to your raw query if Ollama is down or returns bad JSON. The CLI prints the query it sent, so you can see what the model did to your words.

Also, Sentry Agent Tracing helped me catch many hidden bugs in my application. For example, when I was trying to wire OLLAMA_CLOUD as an alternative to running the model locally on-device, I erroneously set the model to gemma4:3b instead of gemma4:31b, and the app didn't throw any error till i ran the model; With Sentry, I was able to catch this error faster and understand it better. Here's a sneak peek into my Sentry Agent Tracing:

Privacy is spelled out, not implied.

What	Where it goes
Feeds, items, stars, labels, extracted text	A local SQLite file when self-hosted; PostgreSQL in your hosted account
Article text for AI boxes	Your local Ollama by default; Ollama Cloud only if you opt in
Auth0	Email and profile for hosted sign-in; the API receives a short-lived access token
SerpApi	The refined query and options. Never article text or reading history
Sentry	Nothing unless you set a DSN. With a DSN it captures request data and, by default, GenAI prompts and responses; every category has a switch. API keys and URL query strings are redacted

What Broke

Feeds don't agree on what a feed contains. Some publish the whole article inside the XML. Others publish a title and a link and nothing else, and there is no way to guess which you will get. I did not want a reader that sends you to another site for every second story, so Tributary stores what the feed gives it, and when that is only an excerpt, it fetches the page, extracts the body with trafilatura, cleans it with BeautifulSoup, and stores sanitized HTML for the reader to display.

My first summaries summarized nothing. The Hacker News feed does not contain the articles. Each entry is a title and a line that says Article URL: https://.... So my first Summarize box was faithfully summarizing a link. The fix was the fulltext box, which fetches the page and extracts the body with trafilatura, and a rule that Summarize only reads real text.

A blog URL "worked" and gave me nothing. I pasted a blog's homepage, got a 200 response, zero items, and a healthy-looking feed. I asked a coding agent to audit my fetcher and it returned 34 findings. The worst one was exactly this: an HTML page was being counted as a successful fetch. The fetcher now checks that the response really is a feed, rejects empty bodies and HTML pages, follows redirects one hop at a time and re-checks every hop so a public feed cannot bounce into a private address, caps responses at 2 MB, and has a discovery step that finds a feed from a blog URL.

Apostrophes arrived as ’. Feed text carries HTML entities, and my cleanup skipped short snippets. Titles and summaries are now normalised, and feed HTML is sanitised before storage.

The hosted front door still said "private beta." The reader had a working sign-in gate, but the copy told visitors to use the account they were invited with while signup was already open, and the landing page only offered Open the reader. The fix was to make the gate and the landing page say Create account and Sign in, keep the local page untouched, and let Auth0 open the signup screen with screen_hint=signup.

Why Does Open Innovation Matter?

Google Reader and Yahoo Pipes are not gone because they were bad. They are gone because they lived on someone else's server and that someone changed their mind. That is the whole argument for open, and it shaped Tributary:

A pipe is a JSON file. You can save it, diff it, share it, and run it from the CLI with no browser. Self-hosted means your pipes and your data survive the project.
Your library is yours. Self-hosted, it is one SQLite file. Hosted, every feed, label and pipe carries your owner id, so the library is scoped to your account in PostgreSQL.
It works with the lights off. With Ollama local, the summaries, the meaning filter, and the query rewriting need no internet. Only fetching the feeds themselves does.
Your reading stays yours. In the default local setup, article text goes to a model on your own machine. Nothing reconstructs your reading history on someone else's disk.
The model is a setting. OLLAMA_MODEL swaps it in the local build; OLLAMA_CLOUD_MODEL does the same for the cloud model. A bigger model on a better machine is one environment variable away.
It costs nothing per summary. Self-hosted, the only meter running is my laptop fan. Hosted, the meter is a fixed quota rather than a surprise bill.

Where a closed model would be better. A frontier model would almost certainly judge "is this practical engineering without hype?" better than a 1B model, and would write sharper summaries. I have not measured the gap, so I will not put a number on it. The honest trade is quality against ownership, and for a tool I want to still have in ten years, I chose ownership. There is also an opt-in cloud model (gemma4:31b-cloud through Ollama Cloud) for people who want a stronger model.

The Spirit of It

Google Reader was shut down in 2013. I built the laptop I used this on that same year. It has outlived the tool I was trying to bring back, and it runs a feed reader and gemma3:1b just fine. All that matters is that the machine is old enough to remember these OG tools.

I wanted Tributary to feel like a reader from that era: white page, blue headlines, a sidebar of unread counts, one red button. I also wanted a model in it that stays out of your way. Reader and Pipes both made the open web feel like something you could arrange yourself. Then the servers were turned off, and the habit went with them. The self-hosted build runs on your machine, so no one else can turn off the server. The hosted build is for people who don't want to run a server, and it keeps the same quiet reader.

Prize Categories

Best Use of Gemma. In the self-hosted default, every AI box runs on gemma3:1b locally through Ollama: Summarize, Filter by meaning, Why you'd care, and the search query refinement. That default works fully offline. The hosted profile can opt into gemma4:31b-cloud through Ollama Cloud for a larger model.
Best Use of Sentry Agent Tracing. One trace per pipe run with a span per box (item counts, duration), plus gen_ai.chat spans with model and token counts for every AI and refinement call, and feed-refresh and search metrics. Keys and URL query strings are redacted. Without a DSN nothing is sent; with a DSN, SENTRY_COLLECT_GEN_AI defaults to true, so prompts and responses are captured unless you turn that category off.
Best Use of SerpApi. search is a real source box, not a bolt-on. The configured model refines the query, SerpApi fetches results, they are cached for six hours, and a fallback keeps it working if the refinement fails. Search is off unless a key is set. On the hosted profile, it is capped at 3 searches per hour by default, and cached searches do not use a slot.
Best Use of .tech domain. The hosted version of Tributary is live at tributaries.tech. It’s a multi-user app: sign in with Auth0 and get your own private PostgreSQL library, with rolling hourly quotas to keep an open signup bounded.
Best Use of Render. The FastAPI backend runs on Render with all its secrets stored therein

I hope you get to try Tributary and tell me what you think in the comments below!

A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.

Ekomjah Denis — Mon, 26 Oct 2026 03:07:53 +0000

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady

The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.

I had built the thing. I had not explained it.

Every project ends the same way for me. The last commit lands, my brain shuts off, and the README stays empty. That page is the first thing an interviewer, a contributor, another developer, or a future-me sees. If it is empty, they leave.

Two years later, the other bill comes due. The dependencies have moved, the build is deprecated, and the release notes are a wall. I do not need a generic summary. I need to know which lines in my repo are affected.

The obvious fix is "ask an AI to write it." That gives you fluent sentences like built a scalable platform used by thousands of users or reduced latency by 40%, which you then have to fact-check from memory, or defend in an interview. Fluent is not the same as true.

So I built Doxify, a local-first CLI where the model writes and the code checks. It scans a git repository, turns it into numbered evidence cards, asks a local Gemma to write only from those cards, and then a deterministic verifier decides which sentences survive. Whatever it can't prove becomes a question instead of a claim.

I almost skipped this challenge. My laptop has a weak CPU, and most AI demos I saw assumed a GPU. gemma3:1b, a model of about 806 MB, changed that. The constraint shaped the whole design: a small model, short prompts, and a verifier that carries the trust work.

It gives open-source developers, reviewers, bots, and fellow sloths their time back.

The model writes. The code checks.

TL;DR

What: a CLI that compiles a git repo into a cited case study, an evidence-marked README, a list of upgrade breakages that touch your code, and a CI gate. One evidence engine, four outputs.

The result that matters: on one real repo, Gemma wrote 47 claims. 13 were verified, 34 were flagged "needs evidence", 0 were rejected. Those 34 are the review queue, not a failure.

Where it runs: an 8 GB, CPU-only laptop with gemma3:1b through Ollama. No API key, no upload. Cloud mode exists but is opt-in and warns you first.

How it is checked: 74 tests, Ruff, a build check, and a CI job that runs Doxify's verifier on Doxify's own README and fails if a section is unsupported.

What I Built

Doxify turns a finished repository into the things a tired developer actually needs:

Surface	Question it answers	What it writes
Case study compiler	What did I build, and can I defend it?	`case-study.md`, `claims.json`, `defense.md`
README compiler	What does this repo do, and how do I run it?	An evidence-marked `README.md`
Scout	Which upgrade actually touches my code?	`scout.md`, `scout.json`, release notes, code matches
CI gate	Can I trust the docs in this PR?	A pass or fail from the same verifier

The case study came first. It was the core of this build and it is still the deepest part: six sections, a claim ledger, and an interview defense pack. The README and Scout reuse the same evidence engine, so they are not side projects. The case study is the story. The README is what visitors read. Scout is what future-you runs.

Doxify is for the developer who just pushed the last commit and cannot face a blank page. It is for the developer whose best work is private or under NDA. It is for the maintainer who comes back to a project after two years of dependency drift. It is also for the open-source maintainer whose README is the first thing contributors and bots read.

It is not a portfolio site generator. It is a review tool. The useful output is not just a draft. It is the list of claims that did not survive verification.

The sloth test is simple: start it, walk away, and come back to a review queue.

README

doxify readme runs the same compile, then renders a README from verified and attested material.

Readers get clean Markdown. CI gets provenance:

<!-- doxify-evidence: E2 E4 E5 E6 E7 -->
<!-- doxify-attested: project description and positioning -->

Unresolved claims are left out of the visible page. The README builder also refuses to overwrite an existing README without --force, and it keeps a backup when it does.

if target.exists() and not force:
    raise SessionError(
        f"README target already exists: {target}. "
        "Pass --force to overwrite it, or use --output to write elsewhere."
    )

The tool does not eat your existing README while you are looking away.

Scout

doxify scout react 18 19 --repo /path/to/app fetches release notes in the upgrade range, extracts breaking changes with exact quotes, and searches the tracked code for the affected APIs.

The point is not "here is everything that changed in React 19." The point is "here is the short list of changes that touch this repository, with file and line matches."

Scout drops any breaking change whose quote is not actually in the release notes. If the model fails, a deterministic fallback extracts breaking-change lines instead. The report only shows changes that have a code match, because a breaking change that does not touch this repository is not this repository's problem.

The repository includes a replay fixture for the React 18 to 19 upgrade, so extraction recall can be checked against a known list instead of judged by how convincing the output looks.

Case study

doxify compile produces six sections: Snapshot, The problem, The approach, The hard part, What shipped, and What I would change.

For each narrative section, Doxify retrieves up to three evidence cards and gives them to Gemma. The model writes with [E#] citations. The verifier checks the citations, numbers, identifiers, and a list of claims that code cannot prove.

Unsupported sentences are not deleted silently. They are marked [needs evidence], paired with a gap question, and included in the claim ledger. Author context can be added with doxify attest and is labeled as an attestation, not repository proof.

The checked-in nextjs-dashboard run left 34 of its 47 claims needing evidence. That is the product working. The 34 are the review queue.

That artifact is the raw run, not a cleaned-up sample. The [needs evidence] tags and the model's awkward openings are the point: the verifier flags them instead of hiding them.

Demo

There is no hosted demo. Doxify is a CLI, and the repository under analysis does not have to leave the machine. The walkthrough is the command block below; the checked-in artifacts are its output.

The motivating demo is scholarship-mcp: 20 commits, nine MCP tools, three models, 26 seeded records, and no README. The reproducibility artifact is a run against nextjs-dashboard, because it is a useful stress test.

That run produced:

13 verified claims
34 claims that need evidence
0 rejected claims

Install Doxify on Linux, macOS, or WSL:

curl -fsSL --retry 3 --retry-delay 2 https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh
doxify --version

The installer sets up an isolated uv environment and runs doxify self-check. It does not use sudo, install Ollama, or download a model.

Reproduce the run locally:

ollama pull gemma3:1b
doxify self-check --json
doxify compile /path/to/nextjs-dashboard --out /tmp/doxify-demo
doxify readme /path/to/nextjs-dashboard --output /tmp/README.md
SERPAPI_API_KEY=... doxify scout react 18 19 --repo /path/to/app

Working from a source checkout instead? Run uv sync, then prefix each command with uv run.

Sentry is opt-in. Leave SENTRY_DSN unset to keep tracing off, or set it to see command, stage, model, and HTTP spans.

Precomputed artifacts:

Code

The full project is at github.com/Ekomjah/doxify.

Start with:

install.sh — one-command install for Linux, macOS, and WSL.
src/doxify/pipeline.py — compile, README, verify, and export.
src/doxify/evidence.py — deterministic scanning and evidence cards.
src/doxify/verifier.py — citation, number, identifier, and forbidden-claim checks.
src/doxify/scout.py — release notes, quote validation, SerpApi fallback, and code matching.
src/doxify/monitoring.py — opt-in Sentry tracing.
src/doxify/redaction.py — the redaction policy.
src/doxify/selfcheck.py — health checks for the Sentry cron monitor.
docs/observability.md — Sentry setup, data policy, and dashboards.
action.yml — the composite GitHub Action.
.github/workflows/ci.yml — tests, build, and the self-audit.
.github/workflows/sentry-nightly.yml — nightly self-check and cron check-in.

The repository includes 74 tests, a Ruff check, a build check, and a self-audit that runs Doxify's verifier against Doxify's README.

How I Built It

Doxify is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, Ollama, and the Sentry SDK. The default model is gemma3:1b running locally. Users who cannot or do not want to install Ollama can opt into Ollama Cloud with --provider cloud and OLLAMA_API_KEY; cloud mode defaults to gemma4:31b and warns that evidence cards will leave the machine.

The core pipeline is deliberately boring:

repo -> evidence cards -> 3 cards per section -> Gemma with [E#]
     -> deterministic verifier -> README / case study / defense / CI

A 1B model cannot hold a whole repository. Doxify does not ask it to. It gives the model a small set of precise evidence cards and a citation grammar. The model turns those cards into prose. The compiler decides whether the prose is allowed to survive.

The compile loop

for spec in SECTION_SPECS:
    cards = retrieve_evidence(scan.evidence, spec, limit=3)

    if spec.id in {"snapshot", "problem", "reflection"}:
        generated = GeneratedSection(
            body=template_section(spec, cards),
            fallback_used=False,
        )
    else:
        generated = generate_section(
            client,
            spec,
            cards,
            repo_name=scan.repo.name,
            role=role,
            draft=draft,
        )

    section_claims = extract_claims(
        spec.id,
        generated.body,
        start_index=len(claims) + 1,
    )
    claims.extend(section_claims)

claims = verify_claims(claims, scan.evidence)

Snapshot, problem framing, and reflection are deterministic templates because those sections are mostly structure. The narrative sections use the model. If the model fails, the section falls back to a template and the failure is recorded in the manifest.

The verifier

Every substantive sentence becomes a claim. A generated claim without a citation cannot pass. A citation to an evidence ID that does not exist is rejected.

if not claim.evidence_ids:
    claim.status = ClaimStatus.NEEDS_EVIDENCE
    claim.reason = "No citation token was found."
    return claim

cited = [evidence_by_id.get(evidence_id) for evidence_id in claim.evidence_ids]
unknown = [e for e, card in zip(claim.evidence_ids, cited, strict=False) if card is None]
if unknown:
    claim.status = ClaimStatus.REJECTED
    claim.reason = f"Unknown evidence citation(s): {', '.join(unknown)}."
    return claim

The verifier also checks numbers against the cited evidence, checks code identifiers, checks token overlap, and flags claims that code cannot prove: deployment, "tests pass," OAuth, user counts, performance improvements, awards, team size, and "first/only" claims.

A sentence that says the repository has 30 records when the evidence says 26 is rejected. A sentence that says "reduced latency by 40%" without a measurement needs evidence. A sentence that says "deployed to production" needs human evidence; a deployment keyword in a config file is not enough.

README provenance

The visible README only gets supported material. The omitted claims stay in the compile session.

omitted = [
    claim for claim in claims
    if claim.status not in {ClaimStatus.VERIFIED, ClaimStatus.ATTESTED}
]

The hidden markers tell CI which evidence supports each section:

ids = " ".join(dict.fromkeys(card.id for card in cards))
if ids:
    lines.extend(["", f"<!-- doxify-evidence: {ids} -->"])

That is how Doxify audits its own README. The repository has a committed evidence file, hidden markers, and a CI job that fails if a section is unmarked or unsupported. The self-audit currently reports five verified claims and eight author-attested claims.

Scout's exact-quote rule

def quote_in_notes(quote: str, body: str) -> bool:
    normalized = _normalize_quote(quote)
    return len(normalized) >= 12 and normalized in _normalize_quote(body)

A breaking change whose quote is not found is dropped:

if note is None:
    warnings.append("Dropped a change because its quote was not found in the release notes.")
    continue

Then the deterministic code search looks for the affected APIs in tracked files, with word-boundary matching so render does not match renderToString:

pattern = re.compile(rf"(?<![A-Za-z0-9_$]){re.escape(alias)}(?![A-Za-z0-9_$])")

Scout is a candidate finder, not a type checker. It tells you where to look. It does not promise the migration is complete.

SerpApi

Scout prefers an explicit --notes file, then GitHub releases, then SerpApi. The fallback searches for release-note pages and pulls their text. The exact-quote rule still applies, so a search result cannot become a confident breaking-change claim unless the quote is actually on the page.

key = serpapi_key or os.environ.get("SERPAPI_API_KEY")
if key:
    notes = fetch_serpapi_notes(package, from_version, to_version, api_key=key)
    warnings.append("Used SerpApi because GitHub release notes were unavailable.")

No key means the user can still pass --notes FILE and stay offline. When the key is used, the HTTP span records only the scheme, host, and path, so the query string and API key do not leak into Sentry:

return f"{parsed.scheme}://{parsed.netloc}{parsed.path}"

Sentry Agent Tracing

A local CLI has a visibility problem: the user sees a spinner, not the pipeline. Sentry gives Doxify an opt-in view of what happened without turning the tool into a data collector.

init_monitoring()
command = _command_name()
with command_transaction(command):
    app()

Inside the Ollama client, a model call becomes a span with provider, model, temperature, max tokens, latency, and token usage. The prompt and the output are not recorded.

with model_span(
    provider=self.provider,
    model=self.model,
    temperature=temperature,
    max_tokens=num_predict,
) as span:
    response = self._client.chat(**payload)
    record_model_usage(
        span,
        prompt_tokens=prompt_tokens,
        completion_tokens=completion_tokens,
    )

The trace looks like this:

doxify.compile
├── validate
├── scan
├── generate × 6
│   └── model.chat  (provider, model, tokens, latency)
├── verify
├── defense
└── export

When a compile is slow, the trace says whether the time went into scanning, the model, or verification. When Scout fails, the HTTP span shows which fetch failed without exposing the URL query string.

Monitoring only initializes when SENTRY_DSN is set, and DOXIFY_SENTRY=0 turns it off. The SDK uses a restricted data collection policy:

SAFE_DATA_COLLECTION = {
    "user_info": False,
    "cookies": {"mode": "off"},
    "http_headers": {"request": {"mode": "off"}},
    "http_bodies": [],
    "url_query_params": {"mode": "off"},
    "graphql": {"document": False, "variables": False},
    "gen_ai": {"inputs": False, "outputs": False},
    "database_query_data": False,
    "queues": False,
    "stack_frame_variables": False,
    "frame_context_lines": 0,
}

Tokens, API keys, and absolute home paths are redacted before events leave the process. before_send, before_breadcrumb, before_send_transaction, and before_send_log all pass through the same policy.

self-check can also use a Sentry cron monitor:

with cron_monitor(monitor_slug):
    result = run_self_check(client=client)

The monitor config describes a nightly 3 a.m. UTC check-in with a 10-minute margin and a 15-minute maximum runtime. .github/workflows/sentry-nightly.yml runs doxify self-check on that schedule, so a broken install shows up as a missed check-in.

GitHub Actions

The test job installs uv, syncs the lockfile, runs Ruff, runs the 74 tests, builds the package, and uploads the distributions. A separate installer job runs install.sh from a source checkout, then checks doxify --version and doxify self-check.

The verify job runs the self-audit through the local composite action:

- name: Verify self-audit README
  uses: ./
  with:
    artifact: README.md
    evidence: docs/self-audit/evidence.json
    fail-on: needs_evidence,rejected

It also runs the unresolved nextjs-dashboard case study through the same verifier and asserts that the step fails. That negative test matters. A verification system that has never failed is just a green checkmark. The job sets SENTRY_DSN="" so CI does not initialize monitoring.

The composite action installs uv, syncs with --no-dev, and runs doxify verify --check with either a session or an artifact/evidence pair. External users can call it from their own workflow:

- uses: Ekomjah/doxify@main
  with:
    session: path/to/session
    fail-on: needs_evidence,rejected

It is the same CLI with a smaller interface.

What broke along the way

The first case study was too confident. The run against the local demo repo left 34 of its 47 claims needing evidence. That is exactly the kind of fluent, vague writing I was trying to avoid. The fix was not a longer prompt. It was smaller evidence sets, deterministic templates for structural sections, and a review queue that shows every unresolved claim.

The README writer could overwrite an existing file. It now refuses without --force and backs up the old file when it does.

Sentry's defaults are built for web apps, not private repositories. They collect more than a local CLI should. Request bodies, headers, query strings, user info, and model inputs are now explicitly off. Tokens and paths are redacted. A monitoring feature that leaks the repository is worse than no monitoring.

A passing CI check proves very little if it cannot fail. The verify job includes an unresolved case study that is expected to fail. If it ever passes, the job fails.

What I would do next

The obvious next step is a hosted review UI for editing claims and attesting gaps. I have kept it out of this build on purpose: the CLI and the verifier are the parts that have to be right first.

After that: semantic verification instead of lexical overlap, more language support in Scout, and a better story for non-semver dependencies.

Why Does Open Innovation Matter?

Four things were possible because the pieces are open:

The repo can stay private. A developer with an NDA or sensitive customer data cannot upload the code to a hosted writing tool. Local Gemma means the evidence does not go to a model API.
It runs on a normal laptop. The same weak CPU that almost kept me out is enough for gemma3:1b, which is about 806 MB. After the model download, the default workflow is offline. No API key, no per-token bill.
The model is a flag. --model or DOXIFY_MODEL can swap Gemma for another Ollama model without changing the verifier.
The verifier is inspectable. You do not have to trust the model or trust me. The checks are in the repo, and the evidence is in the output.

The optional services do not change that. Sentry is off without a DSN. SerpApi is a fallback; --notes FILE keeps Scout offline. The GitHub Action runs the same local verifier.

Cloud mode exists for people who cannot install Ollama, but it is opt-in and warns that evidence cards leave the machine. The default stays local because privacy is the feature.

A sloth should not have to choose between a useful tool and a private repository.

My Agent Session

I built Doxify in a VERY VERY VERY LONGG opencode session.

Building Doxify with OpenCode

You

plan how to allow users of doxify without local install of ollama or a model be able to still use the product using the model from teh cloud instead?

Agent

▸ bash ls -la

Input

$ ls -la

Output

total 244
drwxrwxr-x 12 [user] [user]  4096 Oct 24 00:29 .
drwxrwxr-x 16 [user] [user]  4096 Oct 23 23:32 ..
drwxrwxr-x  7 [user] [user]  4096 Oct 23 23:53 .git
drwxrwxr-x  3 [user] [user]  4096 Oct 23 23:15 .github
-rw-rw-r--  1 [user] [user]   158 Oct 23 23:21 .gitignore
drwxrwxr-x  2 [user] [user]  4096 Oct 22 17:40 .obsidian
drwxrwxr-x  3 [user] [user]  4096 Oct 23 21:08 .pytest_cache
-rw-rw-r--  1 [user] [user]     5 Oct 22 22:27 .python-version
drwxrwxr-x  3 [user] [user]  4096 Oct 23 21:01 .ruff_cache
drwxrwxr-x  4 [user] [user]  4096 Oct 22 22:27 .venv
-rw-rw-r--  1 [user] [user] 92089 Oct 23 23:31 PLAN.md
-rw-rw-r--  1 [user] [user]     0 Oct 22 22:27 README.md
drwxrwxr-x  2 [user] [user]  4096 Oct 24 00:29 benchmarks
drwxrwxr-x  4 [user] [user]  4096 O
… [truncated 248 chars]

▸ bash git log --oneline -10 && git status

Input

$ git log --oneline -10 && git status

Output

f4b1d79 chore(demo): add precomputed nextjs-dashboard compile artifacts
95a5e02 build(ci): add Python 3.10 TOML fallback and package CI
11a198d docs(plan): align roadmap with CLI MVP and README mode
663805d test(readme): cover evidence rendering and temp-session safety
a668d97 feat(core): implement evidence-backed compiler and README output
e845094 Refactor code structure for improved readability and maintainability
On branch main
Changes not staged for commit:
  (use "git add <file>..." to update what will be committed)
  (use "git restore <file>..." to discard changes in working directory)
    modified:   src/doxify/cli.py
    modified:   src/doxify/console.py
    modified:   src/doxify/errors.py
    modified:   src/doxify/git_repo.py
    modified:   src/doxify/models.py
    modified:   src/doxify/prompts
… [truncated 209 chars]

Agent

▸ bash find src tests benchmarks -type f | sort

Input

$ find src tests benchmarks -type f | sort

Output

benchmarks/scout-react-18-19.json
src/doxify/claims.py
src/doxify/cli.py
src/doxify/console.py
src/doxify/defense.py
src/doxify/errors.py
src/doxify/evidence.py
src/doxify/exporter.py
src/doxify/generator.py
src/doxify/git_repo.py
src/doxify/__init__.py
src/doxify/interview.py
src/doxify/__main__.py
src/doxify/models.py
src/doxify/ollama_client.py
src/doxify/paths.py
src/doxify/pipeline.py
src/doxify/prompts.py
src/doxify/__pycache__/claims.cpython-310.pyc
src/doxify/__pycache__/cli.cpython-310.pyc
src/doxify/__pycache__/console.cpython-310.pyc
src/doxify/__pycache__/defense.cpython-310.pyc
src/doxify/__pycache__/errors.cpython-310.pyc
src/doxify/__pycache__/evidence.cpython-310.pyc
src/doxify/__pycache__/exporter.cpython-310.pyc
src/doxify/__pycache__/generator.cpython-310.pyc
src/doxify/
… [truncated 1161 chars]

▸ bash cat pyproject.toml

Input

$ cat pyproject.toml

Output

[project]
name = "doxify"
version = "0.1.0"
description = "Compile evidence-backed READMEs and portfolio case studies from local git repositories"
readme = "README.md"
authors = [
    { name = "Ekomjah Edet", email = "[redacted-email]" }
]
requires-python = ">=3.10"
dependencies = [
    "gitpython>=3.2.1",
    "ollama>=0.6.3",
    "pydantic>=2.14.1",
    "rich>=15.0.0",
    "tomli>=2.5.0",
    "typer>=0.27.3",
]

[project.scripts]
doxify = "doxify:main"

[build-system]
requires = ["uv_build>=0.13.1,<0.14.0"]
build-backend = "uv_build"

[dependency-groups]
dev = [
    "pytest>=9.1.1",
    "ruff>=0.17.2",
]

[tool.ruff]
target-version = "py310"
line-length = 100

[tool.ruff.lint]
select = ["E4", "E7", "E9", "F", "I", "UP", "B", "SIM", "RUF"]
ignore = ["B008"]

▸ grep pattern: ollama|Ollama|OLLAMA path:

Input

pattern: ollama|Ollama|OLLAMA
path:

Output

Found 75 matches
~/Desktop/repos/doxify/pyproject.toml:
  Line 12:     "ollama>=0.6.3",


~/Desktop/repos/doxify/src/doxify/errors.py:
  Line 14:     """Ollama is unavailable or the requested model is missing."""


~/Desktop/repos/doxify/src/doxify/pipeline.py:
  Line 36: from .ollama_client import OllamaClient

  Line 100:     client: OllamaClient,

  Line 223:     client: OllamaClient,


~/Desktop/repos/doxify/PLAN.md:
  Line 13: > Python 3.10, Typer, Rich, Pydantic, GitPython, and Ollama. The FastAPI and

  Line 40: - run fully locally with Ge
… [truncated 5731 chars]

Agent

▸ read file: ~/Desktop/repos/doxify/src/doxify/ollama_client.py

Input

file: ~/Desktop/repos/doxify/src/doxify/ollama_client.py

Output

<path>~/Desktop/repos/doxify/src/doxify/ollama_client.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: import os
4: from typing import Any
5: 
6: from ollama import Client, RequestError, ResponseError
7: 
8: from .errors import ModelError
9: 
10: DEFAULT_HOST = "http://127.0.0.1:11434"
11: DEFAULT_MODEL = "gemma3:1b"
12: 
13: 
14: class OllamaClient:
15:     def __init__(self, model: str = DEFAULT_MODEL, host: str | None = None) -> None:
16:         configured_host = host or os.environ.get("DOXIFY_OLLAMA_HOST") or DEFAULT_HOST
17:         if "://" 
… [truncated 2794 chars]

▸ read file: ~/Desktop/repos/doxify/src/doxify/generator.py

Input

file: ~/Desktop/repos/doxify/src/doxify/generator.py

Output

<path>~/Desktop/repos/doxify/src/doxify/generator.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: import re
4: from dataclasses import dataclass
5: 
6: from .claims import CITATION_RE, GAP_RE
7: from .errors import GenerationError, ModelError
8: from .models import EvidenceCard, SectionSpec
9: from .ollama_client import OllamaClient
10: from .prompts import repair_messages, section_messages
11: 
12: 
13: @dataclass
14: class GeneratedSection:
15:     body: str
16:     fallback_used: bool
17:     error: str | None = None
18: 
19: 
20: def generate_
… [truncated 4425 chars]

▸ read file: ~/Desktop/repos/doxify/src/doxify/cli.py

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py

Output

<path>~/Desktop/repos/doxify/src/doxify/cli.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: import re
4: import shutil
5: from datetime import datetime
6: from pathlib import Path
7: 
8: import typer
9: from rich.table import Table
10: 
11: from .console import (
12:     console,
13:     error,
14:     print_compile_summary,
15:     print_readme_summary,
16:     print_scan_summary,
17:     print_scout_summary,
18:     stage_progress,
19: )
20: from .errors import DoxifyError
21: from .models import CompileSummary, ScanResult
22: from .ollama_clien
… [truncated 12671 chars]

Agent

▸ read file: ~/Desktop/repos/doxify/src/doxify/pipeline.py

Input

file: ~/Desktop/repos/doxify/src/doxify/pipeline.py

Output

<path>~/Desktop/repos/doxify/src/doxify/pipeline.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: import re
4: import shutil
5: import tempfile
6: from collections.abc import Callable
7: from pathlib import Path
8: 
9: from .claims import extract_claims
10: from .defense import build_defense
11: from .errors import SessionError
12: from .exporter import (
13:     write_case_study,
14:     write_claims_json,
15:     write_defense,
16:     write_defense_json,
17:     write_evidence_json,
18:     write_sections_json,
19:     write_verification_json,
2
… [truncated 12739 chars]

▸ read file: ~/Desktop/repos/doxify/src/doxify/defense.py

Input

file: ~/Desktop/repos/doxify/src/doxify/defense.py

Output

<path>~/Desktop/repos/doxify/src/doxify/defense.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: import re
4: 
5: from .errors import ModelError
6: from .models import CaseStudySection, Claim, ClaimStatus, DefenseQuestion, EvidenceCard
7: from .ollama_client import OllamaClient
8: from .prompts import defense_messages
9: 
10: QUESTION_RE = re.compile(r"^Q:\s*(.+)$", re.MULTILINE)
11: EVIDENCE_RE = re.compile(r"^EVIDENCE:\s*(.+)$", re.MULTILINE)
12: WHY_RE = re.compile(r"^WHY:\s*(.+)$", re.MULTILINE)
13: GAP_RE = re.compile(r"^GAP:\s*(.+)$", re.MULT
… [truncated 6337 chars]

▸ read file: ~/Desktop/repos/doxify/src/doxify/errors.py

Input

file: ~/Desktop/repos/doxify/src/doxify/errors.py

Output

<path>~/Desktop/repos/doxify/src/doxify/errors.py</path>
<type>file</type>
<content>
1: class DoxifyError(Exception):
2:     """Base class for expected Doxify failures."""
3: 
4: 
5: class RepoError(DoxifyError):
6:     """The selected path is not a usable local git repository."""
7: 
8: 
9: class SessionError(DoxifyError):
10:     """A session directory is missing or invalid."""
11: 
12: 
13: class ModelError(DoxifyError):
14:     """Ollama is unavailable or the requested model is missing."""
15: 
16: 
17: class GenerationError(DoxifyError):
18:     """A section could not be gener
… [truncated 179 chars]

▸ read file: ~/Desktop/repos/doxify/src/doxify/models.py

Input

file: ~/Desktop/repos/doxify/src/doxify/models.py

Output

<path>~/Desktop/repos/doxify/src/doxify/models.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: from enum import Enum
4: from typing import Any
5: 
6: from pydantic import BaseModel, ConfigDict, Field
7: 
8: SCHEMA_VERSION = "1.0"
9: TOOL_NAME = "doxify"
10: 
11: 
12: class EvidenceKind(str, Enum):
13:     METRIC = "metric"
14:     STACK = "stack"
15:     FILE = "file"
16:     CODE = "code"
17:     COMMIT = "commit"
18:     TEST = "test"
19:     DEPLOY = "deploy"
20:     README = "readme"
21:     ATTESTED = "attested"
22: 
23: 
24: class EvidenceSt
… [truncated 8152 chars]

Agent

Input

$ rg -n "client\.|OllamaClient|ensure_ready|DEFAULT_MODEL|DEFAULT_HOST|DOXIFY_" src tests PLAN.md | head -120

Output

tests/test_scout.py:56:    def ensure_ready(self) -> None:
src/doxify/scout.py:29:from .ollama_client import OllamaClient
src/doxify/scout.py:707:    client: OllamaClient,
src/doxify/scout.py:732:                response = client.chat(
src/doxify/scout.py:1088:    client: OllamaClient,
src/doxify/scout.py:1121:    client.ensure_ready()
src/doxify/cli.py:22:from .ollama_client import DEFAULT_MODEL, OllamaClient
src/doxify/cli.py:70:    model: str = typer.Option(DEFAULT_MODEL, help="Ollama model to check."),
src/doxify/cli.py:83:    client = OllamaClient(model=model, host=host)
src/doxify/cli.py:84:    healthy, detail = client.health()
src/doxify/cli.py:96:    model: str = typer.Option(DEFAULT_MODEL, help="Model recorded in the manifest."),
src/doxify/cli.py:120:    model: str = typer.Option
… [truncated 1866 chars]

▸ read file: ~/Desktop/repos/doxify/src/doxify/prompts.py

Input

file: ~/Desktop/repos/doxify/src/doxify/prompts.py

Output

<path>~/Desktop/repos/doxify/src/doxify/prompts.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: from .models import EvidenceCard, ReleaseNote, SectionSpec
4: 
5: SYSTEM_PROMPT = """You are a technical portfolio editor working inside a compiler.
6: 
7: You will receive evidence cards and a section goal. You may only use the
8: evidence cards provided. You must cite evidence for every sentence using
9: tokens like [E1] or [E2][E5].
10: 
11: Rules:
12: - Never invent a number, user count, performance result, team size, award,
13:   deployment status,
… [truncated 7276 chars]

▸ read file: ~/Desktop/repos/doxify/src/doxify/interview.py

Input

file: ~/Desktop/repos/doxify/src/doxify/interview.py

Output

<path>~/Desktop/repos/doxify/src/doxify/interview.py</path>
<type>file</type>
<content>


(End of file - total 0 lines)
</content>

Agent

Input

$ rg -n "hosted|cloud|provider|API key|OpenRouter|OpenAI|Gemini|Groq|Ollama cloud|remote" PLAN.md | head -100

Output

5:> Status: CLI MVP implemented; hosted mode and optional integrations planned.
14:> Next.js sections below describe the deferred hosted UI, not the current build.
69:The current implementation is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, and a local `gemma3:1b` model through Ollama. A future hosted mode may add FastAPI and Next.js, but the shipped MVP is local-first: it reads a local repository, writes compile artifacts to a local session directory, and calls only the local Ollama server. It has no database, no cloud API, no telemetry, and no account system.
230:Using a cloud API would undermine the core story. `gemma3:1b` via Ollama is small enough to run on the target laptop and open enough to be inspectable and portable.
237:- no API keys,
328:- hosted tools have a
… [truncated 1182 chars]

▸ bash sed -n '1,120p' PLAN.md

Input

$ sed -n '1,120p' PLAN.md

Output

# Doxify — Hacktoberfest Week 3 Project Plan

> Working title: **Doxify**  
> Tagline: **Portfolio case studies you can defend.**  
> Status: CLI MVP implemented; hosted mode and optional integrations planned.
> Plan date: 2026-10-22.
> Last implementation update: 2026-10-23.
> Hackathon deadline: 2026-10-25, 11:59 PM PDT = 2026-10-26, 7:59 AM WAT.  
> Target category: **Best Use of Gemma**.  
> Demo input repo: `~/Desktop/repos/scholarship-mcp`.

> **Implementation status:** The working MVP is a local CLI in `src/doxify` using
> Python 3.10, Typer, Rich, Pydantic, GitPython, and Ollama. The FastAPI and
> Next.js sections below describe the deferred hosted UI, not the current build.
> Current commands: `doctor`, `scan`, `compile`, `readme`, `verify`, `attest`,
> and `export`.


… [truncated 3721 chars]

Agent

▸ bash sed -n '680,770p' src/doxify/scout.py; sed -n '1070,1140p' src/doxify/scout.py

Input

$ sed -n '680,770p' src/doxify/scout.py; sed -n '1070,1140p' src/doxify/scout.py

Output

    for start in starts:
        try:
            payload, _ = json.JSONDecoder().raw_decode(cleaned[start:])
            break
        except json.JSONDecodeError as exc:
            last_error = exc
    if payload is None:
        raise ScoutError("Gemma returned invalid JSON.") from last_error

    if isinstance(payload, dict):
        raw_changes = payload.get("changes") or payload.get("breaking_changes") or []
    elif isinstance(payload, list):
        raw_changes = payload
    else:
        raw_changes = []
    if not isinstance(raw_changes, list):
        raise ScoutError("Gemma returned an unexpected JSON shape.")

    changes: list[_RawChange] = []
    for item in raw_changes:
        change = _coerce_raw_change(item)
        if change is not None:
            changes.append(chan
… [truncated 4769 chars]

▸ read file: ~/Desktop/repos/doxify/tests/test_scout.py

Input

file: ~/Desktop/repos/doxify/tests/test_scout.py

Output

<path>~/Desktop/repos/doxify/tests/test_scout.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: import json
4: from pathlib import Path
5: 
6: import pytest
7: from git import Repo
8: from typer.testing import CliRunner
9: 
10: import doxify.cli as cli
11: import doxify.scout as scout
12: from doxify.models import (
13:     BreakingChange,
14:     CodeMatch,
15:     ReleaseNote,
16:     RepoSummary,
17:     ScoutReport,
18:     ScoutScore,
19:     ScoutSummary,
20: )
21: from doxify.scout import (
22:     ScoutResult,
23:     fetch_github_releases,

… [truncated 14028 chars]

▸ read file: ~/Desktop/repos/doxify/src/doxify/session.py

Input

file: ~/Desktop/repos/doxify/src/doxify/session.py

Output

<path>~/Desktop/repos/doxify/src/doxify/session.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: import json
4: from datetime import datetime, timezone
5: from pathlib import Path
6: from typing import Any, TypeVar
7: 
8: from pydantic import BaseModel
9: 
10: from .errors import SessionError
11: from .models import SessionManifest
12: 
13: T = TypeVar("T", bound=BaseModel)
14: 
15: 
16: def utc_now() -> str:
17:     return datetime.now(timezone.utc).replace(microsecond=0).isoformat()
18: 
19: 
20: def prepare_output_dir(path: Path, *, force: bool 
… [truncated 1800 chars]

▸ bash python - <<'PY' import inspect from ollama import Client print(inspect.signat...

Input

$ python - <<'PY'
import inspect
from ollama import Client
print(inspect.signature(Client.__init__))
print(inspect.signature(Client.chat))
PY

Output

zsh:1: command not found: python

Agent

▸ bash .venv/bin/python - <<'PY' import inspect from ollama import Client print(insp...

Input

$ .venv/bin/python - <<'PY'
import inspect
from ollama import Client
print(inspect.signature(Client.__init__))
print(inspect.signature(Client.chat))
print(inspect.signature(Client.list))
PY

Output

(self, host: Optional[str] = None, **kwargs) -> None
(self, model: str = '', messages: Optional[Sequence[Union[Mapping[str, Any], ollama._types.Message]]] = None, *, tools: Optional[Sequence[Union[Mapping[str, Any], ollama._types.Tool, Callable]]] = None, stream: bool = False, think: Union[bool, str, NoneType] = None, logprobs: Optional[bool] = None, top_logprobs: Optional[int] = None, format: Union[Literal['', 'json'], dict[str, Any], NoneType] = None, options: Union[Mapping[str, Any], ollama._types.Options, NoneType] = None, keep_alive: Union[float, str, NoneType] = None) -> Union[ollama._types.ChatResponse, collections.abc.Iterator[ollama._types.ChatResponse]]
(self) -> ollama._types.ListResponse

▸ bash rg -n "name = \"httpx\"|name = \"ollama\"" uv.lock | head; sed -n '200,230p' ...

Input

$ rg -n "name = \"httpx\"|name = \"ollama\"" uv.lock | head; sed -n '200,230p' uv.lock

Output

61:    { name = "ollama" },
77:    { name = "ollama", specifier = ">=0.6.3" },
149:name = "httpx"
203:name = "ollama"
207:    { name = "httpx" },
]

[[package]]
name = "ollama"
version = "0.6.3"
source = { registry = "https://pypi.org/simple" }
dependencies = [
    { name = "httpx" },
    { name = "pydantic" },
]
sdist = { url = "https://files.pythonhosted.org/packages/b8/97/eeafe65594e4f4b25e443e068ef7d83aa3105b023e12e1c408c38669fc07/ollama-0.6.3.tar.gz", hash = "sha256:41fc49a8095c4a75939c4c1f8582e4d0671692fb6eac2a5a7ede8c9872b67096", size = 56868, upload-time = "2026-09-29T01:26:51.906Z" }
wheels = [
    { url = "https://files.pythonhosted.org/packages/4d/64/87505d9e006461233c21c8e66dc1ecee49c996090584b216abd0dd4a8322/ollama-0.6.3-py3-none-any.whl", hash = "sha256:6a20bc42c1a5f889295d7e
… [truncated 1486 chars]

▸ bash rg -n "OLLAMA|API_KEY|ENV|environment|DOXIFY" src/doxify tests .github -g '!*...

Input

$ rg -n "OLLAMA|API_KEY|ENV|environment|DOXIFY" src/doxify tests .github -g '!*.pyc'

Output

src/doxify/scout.py:519:    key = serpapi_key or os.environ.get("SERPAPI_API_KEY")
src/doxify/scout.py:532:        "set SERPAPI_API_KEY for the SerpApi fallback, or pass --notes FILE."
src/doxify/ollama_client.py:16:        configured_host = host or os.environ.get("DOXIFY_OLLAMA_HOST") or DEFAULT_HOST
src/doxify/ollama_client.py:19:        self.model = model or os.environ.get("DOXIFY_MODEL") or DEFAULT_MODEL
src/doxify/readme.py:270:        "Add install, environment, and database setup steps where the repository requires them.",
src/doxify/readme.py:314:        "Add installation, environment, deployment, and licensing details that are not "

Agent

▸ bash .venv/bin/python - <<'PY' import inspect, ollama from ollama import Client pr...

Input

$ .venv/bin/python - <<'PY'
import inspect, ollama
from ollama import Client
print(inspect.getsource(Client.__init__))
print(inspect.getsource(ollama.Client.list)[:1000])
PY

Output

  def __init__(self, host: Optional[str] = None, **kwargs) -> None:
    super().__init__(httpx.Client, host, **kwargs)

  def list(self) -> ListResponse:
    return self._request(
      ListResponse,
      'GET',
      '/api/tags',
    )

▸ bash sed -n '840,930p' PLAN.md; sed -n '2430,2470p' PLAN.md

Input

$ sed -n '840,930p' PLAN.md; sed -n '2430,2470p' PLAN.md

Output

│   │   │   └── jobs.py
│   │   └── prompts/
│   │       ├── __init__.py
│   │       ├── system.py
│   │       ├── section.py
│   │       ├── repair.py
│   │       └── defense.py
│   └── tests/
│       ├── test_citation.py
│       ├── test_verifier.py
│       ├── test_evidence.py
│       └── fixtures/
├── web/
│   ├── package.json
│   ├── tsconfig.json
│   ├── next.config.ts
│   ├── app/
│   │   ├── layout.tsx
│   │   ├── page.tsx
│   │   └── globals.css
│   ├── components/
│   │   ├── CompileForm.tsx
│   │   ├── StageList.tsx
│   │   ├── CaseStudy.tsx
│   │   ├── EvidencePane.tsx
│   │   ├── DefensePane.tsx
│   │   ├── ClaimChip.tsx
│   │   └── SummaryBar.tsx
│   └── lib/
│       ├── api.ts
│       └── types.ts
├── shared/
│   └── openapi.json
└── demo/
    └── scholarship-mcp/
        ├─
… [truncated 2879 chars]

Agent

▸ bash .venv/bin/python - <<'PY' import inspect import ollama._client as c print(ins...

Input

$ .venv/bin/python - <<'PY'
import inspect
import ollama._client as c
print(inspect.getsource(c.BaseClient.__init__))
print(inspect.getsource(c.BaseClient._request)[:2500])
PY

Output

Traceback (most recent call last):
  File "<stdin>", line 3, in <module>
AttributeError: 'Client' object has no attribute 'BaseClient'

Agent

▸ bash .venv/bin/python - <<'PY' import inspect, ollama from ollama._client import B...

Input

$ .venv/bin/python - <<'PY'
import inspect, ollama
from ollama._client import BaseClient
print(inspect.getsource(BaseClient.__init__))
PY

Output

  def __init__(
    self,
    client,
    host: Optional[str] = None,
    *,
    follow_redirects: bool = True,
    timeout: Any = None,
    headers: Optional[Mapping[str, str]] = None,
    **kwargs,
  ) -> None:
    """
    Creates a httpx client. Default parameters are the same as those defined in httpx
    except for the following:
    - `follow_redirects`: True
    - `timeout`: None
    `kwargs` are passed to the httpx client.
    """

    headers = {
      k.lower(): v
      for k, v in {
        **(headers or {}),
        'Content-Type': 'application/json',
        'Accept': 'application/json',
        'User-Agent': f'ollama-python/{__version__} ({platform.machine()} {platform.system().lower()}) Python/{platform.python_version()}',
      }.items()
      if v is not None
    }
    api
… [truncated 347 chars]

Agent

▸ websearch Ollama Cloud API key https://ollama.com/api/chat models list API 2026

Input

Ollama Cloud API key https://ollama.com/api/chat models list API 2026

Output

Title: Authentication - Ollama
URL: https://docs.ollama.com/api/authentication
Published: N/A
Author: N/A
Highlights:
The local API at `http://localhost:11434` does not require authentication. To use cloud models, publish models, or download private models, sign in to Ollama. For direct API access to ollama.com, use an API key.

API keys

Direct cloud inference at `https://ollama.com/api` and `https://ollama.com/v1` requires an API key. No Ollama installation or local server is required. Create an API key, then set it in your terminal:

```
export OLLAMA_API_KEY="[redacted]"

```

Use the API key in the `Authorization: Bearer` header. This also applies to the hosted Anthropic-compatible `/v1/messages` endpoint; `x-api-key` alone is not supported.

```
curl https://ollama.com/api/chat \
 
… [truncated 15678 chars]

▸ bash sed -n '1,120p' tests/test_readme.py

Input

$ sed -n '1,120p' tests/test_readme.py

Output

from __future__ import annotations

from pathlib import Path

import pytest
from typer.testing import CliRunner

import doxify.cli as cli
import doxify.pipeline as pipeline
from doxify.models import (
    Claim,
    ClaimStatus,
    CompileResult,
    CompileSummary,
    EvidenceCard,
    EvidenceKind,
    EvidenceStrength,
    RepoSummary,
    SessionManifest,
)
from doxify.readme import (
    GENERATED_MARKER,
    ReadmeResult,
    build_readme,
    resolve_readme_target,
)


def _card(
    card_id: str,
    kind: EvidenceKind,
    title: str,
    text: str,
    *,
    meta: dict[str, object] | None = None,
    strength: EvidenceStrength = EvidenceStrength.DETERMINISTIC,
) -> EvidenceCard:
    return EvidenceCard(
        id=card_id,
        kind=kind,
        title=title,
        text=t
… [truncated 2399 chars]

Agent

Input

$ rg -n "local|Ollama|model|offline|private|upload|cloud" src/doxify/readme.py src/doxify/exporter.py src/doxify/console.py | head -80

Output

src/doxify/console.py:9:from .models import CompileResult, RepoSummary, ScanResult
src/doxify/exporter.py:5:from .models import (
src/doxify/exporter.py:33:        "> Compiled locally with Doxify. Citations point to the evidence appendix.",
src/doxify/exporter.py:148:            "repo": repo.model_dump(mode="json"),
src/doxify/exporter.py:149:            "evidence": [card.model_dump(mode="json") for card in evidence],
src/doxify/readme.py:9:from .models import (
src/doxify/readme.py:162:    models = _first_card(evidence, "database models")
src/doxify/readme.py:163:    if models is not None:
src/doxify/readme.py:164:        names = _meta_list(models, "model_names")
src/doxify/readme.py:165:        body.extend(["", models.text])
src/doxify/readme.py:168:        ids.append(models.id)

▸ bash .venv/bin/python - <<'PY' import json, urllib.request try: with urllib.re...

Input

$ .venv/bin/python - <<'PY'
import json, urllib.request
try:
    with urllib.request.urlopen('https://ollama.com/api/tags', timeout=10) as r:
        data=json.load(r)
    for m in data.get('models',[]):
        name=m.get('model','')
        if 'gemma' in name.lower():
            print(name)
except Exception as e:
    print(type(e).__name__, e)
PY

Output

gemma4:31b

▸ bash sed -n '1,120p' src/doxify/console.py

Input

$ sed -n '1,120p' src/doxify/console.py

Output

from __future__ import annotations

from pathlib import Path

from rich.console import Console
from rich.progress import Progress, SpinnerColumn, TextColumn, TimeElapsedColumn
from rich.table import Table

from .models import CompileResult, RepoSummary, ScanResult
from .readme import ReadmeResult
from .scout import ScoutResult

console = Console()


def stage_progress():
    return Progress(
        SpinnerColumn(),
        TextColumn("[progress.description]{task.description}"),
        TimeElapsedColumn(),
        console=console,
        transient=False,
    )


def print_scan_summary(result: ScanResult, output: Path) -> None:
    table = Table(title="Scan complete", show_header=False)
    table.add_column("Field", style="cyan")
    table.add_column("Value")
    table.add_row("Repository
… [truncated 3858 chars]

Agent

▸ bash git diff --stat && git diff -- src/doxify/cli.py src/doxify/models.py src/dox...

Input

$ git diff --stat && git diff -- src/doxify/cli.py src/doxify/models.py src/doxify/prompts.py src/doxify/errors.py | head -200

Output

 src/doxify/cli.py      | 103 ++++++++++++++++++++++++++++++++++++++++++++++++-
 src/doxify/console.py  |  42 ++++++++++++++++++++
 src/doxify/errors.py   |   4 ++
 src/doxify/git_repo.py |   4 +-
 src/doxify/models.py   |  90 ++++++++++++++++++++++++++++++++++++++++++
 src/doxify/prompts.py  |  60 +++++++++++++++++++++++++++-
 6 files changed, 299 insertions(+), 4 deletions(-)
diff --git a/src/doxify/cli.py b/src/doxify/cli.py
index fd59f97..34bebd5 100644
--- a/src/doxify/cli.py
+++ b/src/doxify/cli.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import re
 import shutil
 from datetime import datetime
 from pathlib import Path
@@ -13,6 +14,7 @@ from .console import (
     print_compile_summary,
     print_readme_summary,
     print_scan_summary,
+    print_scout_summary,
     s
… [truncated 5621 chars]

▸ bash sed -n '1,160p' src/doxify/scout.py

Input

$ sed -n '1,160p' src/doxify/scout.py

Output

from __future__ import annotations

import html
import json
import os
import re
from collections.abc import Callable
from dataclasses import dataclass
from html.parser import HTMLParser
from pathlib import Path, PurePosixPath
from typing import Any
from urllib.error import HTTPError, URLError
from urllib.parse import urlencode
from urllib.request import Request, urlopen

from .errors import ModelError, ScoutError
from .git_repo import RepoContext, collect_repo_context, open_repo
from .models import (
    BreakingChange,
    CodeMatch,
    ReleaseNote,
    RepoSummary,
    ScoutReport,
    ScoutScore,
    ScoutSource,
    ScoutSummary,
    SessionManifest,
)
from .ollama_client import OllamaClient
from .paths import is_secret, is_skippable, read_text_limited
from .prompts import scout_messa
… [truncated 2774 chars]

▸ bash sed -n '1,90p' src/doxify/exporter.py

Input

$ sed -n '1,90p' src/doxify/exporter.py

Output

from __future__ import annotations

from pathlib import Path

from .models import (
    CaseStudySection,
    Claim,
    ClaimsDocument,
    ClaimStatus,
    CompileSummary,
    DefenseDocument,
    DefenseQuestion,
    EvidenceCard,
    RepoSummary,
    SectionsDocument,
    VerificationReport,
)
from .session import write_json, write_text


def write_case_study(
    output: Path,
    repo: RepoSummary,
    sections: list[CaseStudySection],
    evidence: list[EvidenceCard],
    summary: CompileSummary,
    claims: list[Claim] | None = None,
) -> Path:
    path = output / "case-study.md"
    lines = [
        f"# {repo.name}: an evidence-backed case study",
        "",
        "> Compiled locally with Doxify. Citations point to the evidence appendix.",
        "> Unverified statements are 
… [truncated 1986 chars]

Agent

Input

$ rg -n "locally|local model|no cloud|no API|private|upload" src tests PLAN.md | head -60

Output

PLAN.md:40:- run fully locally with Gemma via Ollama.
PLAN.md:69:The current implementation is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, and a local `gemma3:1b` model through Ollama. A future hosted mode may add FastAPI and Next.js, but the shipped MVP is local-first: it reads a local repository, writes compile artifacts to a local session directory, and calls only the local Ollama server. It has no database, no cloud API, no telemetry, and no account system.
PLAN.md:129:### 2.3 The private-work problem
PLAN.md:131:    The problem gets worse for private or NDA work.
PLAN.md:133:Many developers cannot share the repository at all. Their best work lives behind a company login. Cloud portfolio tools ask them to connect GitHub or upload code, which is often not allowed.
PLA
… [truncated 2085 chars]

▸ bash rg -n "manifest|SessionManifest|ScoutReport\(" src/doxify/scout.py | head -50...

Input

$ rg -n "manifest|SessionManifest|ScoutReport\(" src/doxify/scout.py | head -50; sed -n '1140,1260p' src/doxify/scout.py

Output

27:    SessionManifest,
36:    write_manifest,
170:    manifest_path: Path
929:    return ScoutReport(
1144:    manifest = SessionManifest(
1151:    manifest_path = output / "manifest.json"
1152:    write_manifest(manifest_path, manifest, [RELEASE_NOTES_JSON])
1192:    manifest.status = "scouted"
1193:    manifest.warnings = warnings
1194:    write_manifest(
1195:        manifest_path,
1196:        manifest,
1206:        manifest_path=manifest_path,
    notes_path = output / RELEASE_NOTES_JSON
    write_json(notes_path, notes_payload)

    now = utc_now()
    manifest = SessionManifest(
        created_at=now,
        updated_at=now,
        repo=context.summary,
        model=model,
        status="notes_fetched",
    )
    manifest_path = output / "manifest.json"
    write_manifest(manif
… [truncated 1665 chars]

Agent

▸ bash .venv/bin/python - <<'PY' import json, urllib.request with urllib.request.url...

Input

$ .venv/bin/python - <<'PY'
import json, urllib.request
with urllib.request.urlopen('https://ollama.com/api/tags', timeout=15) as r:
    data=json.load(r)
models=data.get('models',[])
print('count', len(models))
for m in models:
    print(m.get('model'), '|', m.get('name'))
PY

Output

count 23
gpt-oss:20b | gpt-oss:20b
clef:27b | clef:27b
beam | beam
minimax-m3 | minimax-m3
glm-5.3 | glm-5.3
glm-5.3-flash | glm-5.3-flash
kimi-k2.6 | kimi-k2.6
deepseek-v4-pro:0813 | deepseek-v4-pro:0813
gpt-oss:120b | gpt-oss:120b
nemotron-3-nano:30b | nemotron-3-nano:30b
deepseek-v4.1-flash:1017 | deepseek-v4.1-flash:1017
gemma4:31b | gemma4:31b
kimi-k2.7-code | kimi-k2.7-code
muse-spark-open | muse-spark-open
glm-5.2 | glm-5.2
kimi-k3 | kimi-k3
minimax-m2.7 | minimax-m2.7
minimax-m3.1-flash | minimax-m3.1-flash
mistral-large-3:675b | mistral-large-3:675b
mistral-large-4 | mistral-large-4
nemotron-3-super | nemotron-3-super
nemotron-3-ultra | nemotron-3-ultra
deepseek-v4.1-flash | deepseek-v4.1-flash

Agent

▸ bash rg -n "Doxify|doxify" src/doxify/readme.py src/doxify/scout.py | head -50

Input

$ rg -n "Doxify|doxify" src/doxify/readme.py src/doxify/scout.py | head -50

Output

src/doxify/readme.py:19:GENERATED_MARKER = "<!-- doxify-generated -->"
src/doxify/readme.py:50:        lines.append(f"<!-- doxify-compile-session: {session_dir} -->")
src/doxify/readme.py:53:            f"<!-- doxify-summary: {_summary_text(result)} -->",
src/doxify/readme.py:78:                    f"<!-- doxify-unresolved: {len(omitted)} claim(s) need evidence; "
src/doxify/readme.py:85:        "<!-- doxify-note: Add a LICENSE file and license section if applicable. -->"
src/doxify/readme.py:307:            "Doxify did not detect deployment configuration in the tracked files."
src/doxify/readme.py:331:    lines.extend(["", f"<!-- doxify-attested: {' '.join(claim.id for claim in attested)} -->", ""])
src/doxify/readme.py:344:        lines.extend(["", f"<!-- doxify-evidence: {ids} -->"])
sr
… [truncated 253 chars]

▸ bash sed -n '220,340p' src/doxify/readme.py

Input

$ sed -n '220,340p' src/doxify/readme.py

Output


def _project_layout(lines: list[str], evidence: list[EvidenceCard]) -> None:
    layout = _first_card(evidence, "Top-level structure")
    if layout is None:
        return
    top_level = layout.meta.get("top_level")
    if not isinstance(top_level, dict) or not top_level:
        return

    entries = sorted(
        ((str(name), int(count)) for name, count in top_level.items()),
        key=lambda item: (-item[1], item[0]),
    )
    body = [
        "Top-level paths detected in the repository:",
        "",
        "```text",
        *[f"{name}/ ({count} files)" if count > 1 else f"{name} ({count} file)" for name, count in entries],
        "```",
    ]
    _section(lines, "Project layout", body, [layout])


def _getting_started(
    lines: list[str],
    repo: RepoSummary,
    eviden
… [truncated 3115 chars]

▸ bash rg -n "render_scout_markdown|Compiled|Generated|model" src/doxify/scout.py | ...

Input

$ rg -n "render_scout_markdown|Compiled|Generated|model" src/doxify/scout.py | head -40

Output

18:from .models import (
713:    max_model_calls: int = MAX_MODEL_CALLS,
724:            if calls >= max_model_calls:
726:                    f"Stopped after {max_model_calls} model calls; later release chunks were skipped."
784:            "Review the release notes or try a larger model."
920:    model: str,
935:        model=model,
968:def render_scout_markdown(report: ScoutReport) -> str:
976:        f"Repository: `{report.repo.name}` · Model: `{report.model}` · "
977:        f"Generated: {report.created_at}",
989:                "changes, and the model can miss APIs.",
1089:    model: str,
1138:        "notes": [note.model_dump() for note in notes],
1148:        model=model,
1179:        model=model,
1190:    write_text(markdown_path, render_scout_markdown(report))

Agent

▸ bash find .github -type f -maxdepth 3 -print -exec sed -n '1,160p' {} \;

Input

$ find .github -type f -maxdepth 3 -print -exec sed -n '1,160p' {} \;

Output

.github/workflows/ci.yml
name: CI

on:
  push:
    branches: ["**"]
  pull_request:

permissions:
  contents: read

jobs:
  test:
    name: Lint, test, and build
    runs-on: ubuntu-latest
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name: Install uv
        uses: astral-sh/setup-uv@v6
        with:
          python-version: "3.10"
          enable-cache: true
          cache-dependency-glob: uv.lock

      - name: Install dependencies
        run: uv sync --frozen

      - name: Lint
        run: uv run ruff check .

      - name: Test
        run: uv run pytest -q

      - name: Build package
        run: uv build

      - name: Upload distributions
        uses: actions/upload-artifact@v4
        with:
          name: dist
          path: dist
… [truncated 37 chars]

▸ bash sed -n '1,40p' src/doxify/__init__.py; cat .python-version; rg -n "pytest|ruf...

Input

$ sed -n '1,40p' src/doxify/__init__.py; cat .python-version; rg -n "pytest|ruff" .github PLAN.md | head -20

Output

from .cli import main

__all__ = ["main"]
3.10
PLAN.md:724:- Pytest + `pytest-asyncio` for tests.
PLAN.md:883:- `server/` — FastAPI app, scanning, generation, verification, export, pytest tests.
PLAN.md:898:make test       # cd server && uv run pytest
PLAN.md:1193:- `.pytest_cache/`
PLAN.md:1967:- `uv run pytest -q` passes.
PLAN.md:1968:- `uv run ruff check .` passes.
PLAN.md:2020:Use `pytest` for the CLI and deterministic pipeline. The current suite lives in
PLAN.md:2121:uv run pytest -q
PLAN.md:2122:uv run ruff check .
PLAN.md:2141:3. `uv run ruff check .`,
PLAN.md:2142:4. `uv run pytest -q`,
PLAN.md:2347:- [ ] `.gitignore` excludes `.doxify/`, `.venv/`, `__pycache__/`, `.pytest_cache/`, `.mypy_cache/`, `node_modules/`, `.next/`, and secrets.
PLAN.md:2350:- [ ] `uv run ruff check .` pass
… [truncated 373 chars]

Agent

▸ question {"questions": [{"question": "Which cloud backend should this plan target?", "...

Input

{"questions": [{"question": "Which cloud backend should this plan target?", "header": "Cloud backend", "options": [{"label": "Ollama Cloud (Recommended)", "description": "Set host to https://ollama.com and use OLLAMA_API_KEY. No Ollama install needed, minimal code change, keeps Gemma (gemma4:31b) and the existing SDK."}, {"label": "Any OpenAI-compatible API", "description": "Add a new adapter for OpenRouter/Groq/OpenAI/etc. Broader model choice, but more code and another SDK/dependency."}, {"label": "Both via provider abstraction", "description": "Introduce a provider interface with Ollama Cloud first and OpenAI-compatible adapters later. Cleanest long-term, more work before the deadline."}]}, {"question": "How should cloud mode be activated?", "header": "Activation", "options": [{"label": "Explicit opt-in (Recommended)", "description": "Require --provider cloud or DOXIFY_PROVIDER=cloud. Never uploads evidence implicitly, preserving the local-first privacy promise."}, {"label": "Auto-fallback", "description": "Try local Ollama; if unavailable and OLLAMA_API_KEY is set, use the cloud with a clear warning. More convenient but riskier for private repos."}, {"label": "Cloud whenever ke
… [truncated 653 chars]

Output

User has answered your questions: "Which cloud backend should this plan target?"="Ollama Cloud (Recommended)", "How should cloud mode be activated?"="Explicit opt-in (Recommended)", "Should the cloud default model be Gemma?"="gemma4:31b (Recommended)". You can now continue with the user's answers in mind.

Agent

▸ bash .venv/bin/python - <<'PY' import json, urllib.request, urllib.error for path,...

Input

$ .venv/bin/python - <<'PY'
import json, urllib.request, urllib.error
for path, payload in [('/api/show', {'model':'gemma4:31b'}), ('/api/me', None)]:
    url='https://ollama.com'+path
    try:
        data=json.dumps(payload).encode() if payload else None
        req=urllib.request.Request(url, data=data, headers={'Content-Type':'application/json'})
        with urllib.request.urlopen(req, timeout=15) as r:
            body=r.read(200)
        print(path, r.status, body[:160])
    except urllib.error.HTTPError as e:
        print(path, 'HTTPError', e.code, e.read(200))
    except Exception as e:
        print(path, type(e).__name__, e)
PY

Output

/api/show 200 b'{"capabilities":["completion","thinking","tools","vision"],"details":{"parent_model":"gemma4:31b","format":"","family":"gemma4","families":null,"parameter_size"'
/api/me HTTPError 405 b'Method Not Allowed\n'

Agent

▸ bash .venv/bin/python - <<'PY' import json, urllib.request, urllib.error url='http...

Input

$ .venv/bin/python - <<'PY'
import json, urllib.request, urllib.error
url='https://ollama.com/api/chat'
data=json.dumps({'model':'gemma4:31b','messages':[{'role':'user','content':'hi'}],'stream':False}).encode()
req=urllib.request.Request(url, data=data, headers={'Content-Type':'application/json','Authorization':'Bearer [redacted]'})
try:
    with urllib.request.urlopen(req, timeout=15) as r:
        print(r.status, r.read(200))
except urllib.error.HTTPError as e:
    print('HTTPError', e.code, e.read(300))
except Exception as e:
    print(type(e).__name__, e)
PY

Output

HTTPError 401 b'{"error":"Unauthorized"}\n'

Agent

▸ bash .venv/bin/python - <<'PY' import inspect from ollama import ResponseError, Re...

Input

$ .venv/bin/python - <<'PY'
import inspect
from ollama import ResponseError, RequestError
print(inspect.getsource(ResponseError))
print(inspect.getsource(RequestError))
PY

Output

class ResponseError(Exception):
  """
  Common class for response errors.
  """

  def __init__(self, error: str, status_code: int = -1):
    # try to parse content as JSON and extract 'error'
    # fallback to raw content if JSON parsing fails
    with contextlib.suppress(json.JSONDecodeError):
      error = json.loads(error).get('error', error)

    super().__init__(error)
    self.error = error
    'Reason for the error.'

    self.status_code = status_code
    'HTTP status code of the response.'

  def __str__(self) -> str:
    return f'{self.error} (status code: {self.status_code})'

class RequestError(Exception):
  """
  Common class for request errors.
  """

  def __init__(self, error: str):
    super().__init__(error)
    self.error = error
    'Reason for the error.'

Agent

▸ bash cat .gitignore; git ls-files README.md PLAN.md

Input

$ cat .gitignore; git ls-files README.md PLAN.md

Output

# Python-generated files
__pycache__/
*.py[oc]
build/
dist/
wheels/
*.egg-info

# Virtual environments
.venv

# Local tool caches
.pytest_cache/
.ruff_cache/
PLAN.md
README.md

▸ bash sed -n '1800,1870p' PLAN.md; sed -n '2180,2210p' PLAN.md; sed -n '2260,2290p'...

Input

$ sed -n '1800,1870p' PLAN.md; sed -n '2180,2210p' PLAN.md; sed -n '2260,2290p' PLAN.md

Output

### 15.3 Claims JSON

The claims JSON is the machine-readable ledger. It is useful for:

- debugging,
- future integrations,
- showing the verification result in the UI,
- proving the tool is not just a text generator.

### 15.4 Optional HTML export

Stretch goal only. Do not build it until the core works.

If time allows, export a single self-contained HTML file with the same dossier aesthetic. This would be a nice portfolio artifact, but Markdown is enough for the hackathon.

### 15.5 README export

`doxify readme REPO` writes an evidence-backed README without polluting the
target repository with compile artifacts:

- compile runs in `/tmp/doxify-readme-<repo>-<timestamp>/`;
- the target defaults to `REPO/README.md`;
- `--output` selects a different file or directory;
- `--force` is requ
… [truncated 3328 chars]

Agent

▸ bash rg -n "Gemma|gemma" src/doxify tests PLAN.md | head -60

Input

$ rg -n "Gemma|gemma" src/doxify tests PLAN.md | head -60

Output

PLAN.md:9:> Target category: **Best Use of Gemma**.  
PLAN.md:40:- run fully locally with Gemma via Ollama.
PLAN.md:69:The current implementation is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, and a local `gemma3:1b` model through Ollama. A future hosted mode may add FastAPI and Next.js, but the shipped MVP is local-first: it reads a local repository, writes compile artifacts to a local session directory, and calls only the local Ollama server. It has no database, no cloud API, no telemetry, and no account system.
PLAN.md:221:### 4.3 Why it fits the Gemma category
PLAN.md:230:Using a cloud API would undermine the core story. `gemma3:1b` via Ollama is small enough to run on the target laptop and open enough to be inspectable and portable.
PLAN.md:581:   - Small print: “Ru
… [truncated 1806 chars]

Agent

▸ bash .venv/bin/python - <<'PY' import inspect from ollama._client import _parse_ho...

Input

$ .venv/bin/python - <<'PY'
import inspect
from ollama._client import _parse_host
print(inspect.getsource(_parse_host))
PY

Output

def _parse_host(host: Optional[str]) -> str:
  """
  >>> _parse_host(None)
  'http://127.0.0.1:11434'
  >>> _parse_host('')
  'http://127.0.0.1:11434'
  >>> _parse_host('1.2.3.4')
  'http://1.2.3.4:11434'
  >>> _parse_host(':56789')
  'http://127.0.0.1:56789'
  >>> _parse_host('1.2.3.4:56789')
  'http://1.2.3.4:56789'
  >>> _parse_host('http://1.2.3.4')
  'http://1.2.3.4:80'
  >>> _parse_host('https://1.2.3.4')
  'https://1.2.3.4:443'
  >>> _parse_host('https://1.2.3.4:56789')
  'https://1.2.3.4:56789'
  >>> _parse_host('example.com')
  'http://example.com:11434'
  >>> _parse_host('example.com:56789')
  'http://example.com:56789'
  >>> _parse_host('http://example.com')
  'http://example.com:80'
  >>> _parse_host('https://example.com')
  'https://example.com:443'
  >>> _parse_host('https://
… [truncated 2190 chars]

Agent

▸ bash rg -n "SessionManifest\(|ScoutReport\(" tests src | head -40

Input

$ rg -n "SessionManifest\(|ScoutReport\(" tests src | head -40

Output

tests/test_scout.py:207:    report = ScoutReport(
tests/test_scout.py:379:    report = ScoutReport(
src/doxify/scout.py:929:    return ScoutReport(
src/doxify/scout.py:1144:    manifest = SessionManifest(
src/doxify/models.py:178:class SessionManifest(BaseModel):
src/doxify/models.py:285:class ScoutReport(BaseModel):
tests/test_readme.py:171:    manifest = SessionManifest(
src/doxify/pipeline.py:84:    manifest = SessionManifest(
src/doxify/pipeline.py:114:    manifest = SessionManifest(

Agent

▸ bash sed -n '160,190p' tests/test_readme.py

Input

$ sed -n '160,190p' tests/test_readme.py

Output

            user_answer="I used it in a small production workflow.",
        ),
    ]
    summary = CompileSummary(
        verified=1,
        attested=1,
        needs_evidence=1,
        rejected=0,
        sections=3,
        evidence_cards=len(evidence),
    )
    manifest = SessionManifest(
        created_at="2026-01-04T00:00:00+00:00",
        updated_at="2026-01-04T00:00:00+00:00",
        repo=repo,
        model="test-model",
        status="done",
    )
    return CompileResult(
        manifest=manifest,
        evidence=evidence,
        claims=claims,
        summary=summary,
    )


def test_build_readme_uses_evidence_and_hides_unresolved(tmp_path: Path) -> None:
    result = _result(tmp_path / "repo")
    content = build_readme(result, session_dir=tmp_path / "session")

  
… [truncated 46 chars]

Agent

## Plan: opt-in Ollama Cloud inference

Decisions

Backend: Ollama Cloud direct API at https://ollama.com, using the existing ollama Python SDK. No local Ollama binary/server or model download required.
Activation: explicit --provider cloud or DOXIFY_PROVIDER=cloud. Local mode remains the default.
Auth: OLLAMA_API_KEY environment variable only. Do not add --api-key, so keys stay out of shell history and process args.
Defaults: local gemma3:1b unchanged; cloud gemma4:31b, overridable with --model.
Dependencies: none added. The SDK already supports custom hosts, auth headers, and OLLAMA_API_KEY.

Resolution order:

Setting	Order
Provider	`--provider` → `DOXIFY_PROVIDER` → `local`
Host	`--host` → `DOXIFY_OLLAMA_HOST` → `[REDACTED]:11434` or `https://ollama.com`
Model	`--model` → `DOXIFY_MODEL` → `gemma3:1b` or `gemma4:31b`
API key	`OLLAMA_API_KEY` (required only for cloud)

1. Make the client provider-aware

src/doxify/ollama_client.py
- Add DEFAULT_CLOUD_HOST, DEFAULT_CLOUD_MODEL, and provider aliases (local, cloud, ollama-cloud).
- Extend OllamaClient.__init__ with provider and api_key; resolve host/model defaults by provider, set self.is_cloud, self.provider, and self.label.
- Pass headers={"Authorization": f"Bearer {api_key}"} when a key is present.
- Do not raise in the constructor when the key is missing; let health() and ensure_ready() report it cleanly.
- Update health() / ensure_ready():
- Cloud: fail with actionable OLLAMA_API_KEY guidance if missing.
- Cloud: check the model appears in /api/tags; suggest --model or the cloud model library if not.
- Local: preserve existing ollama serve / ollama pull messages.
- Update chat():
- Omit keep_alive for cloud (local-only option).
- Map ResponseError status codes: 401/403 → key rejected; 404 → model unavailable; 429 → rate limit; 5xx → cloud service error.
- Provider-specific connection error messages.
- Optional: one bounded retry with backoff for 429/503.

2. Wire up the CLI

src/doxify/cli.py
- Add --provider to doctor, compile, readme, and scout.
- Make --model optional (None) so the provider decides the default.
- Update --host help to say “Ollama endpoint URL”.
- Construct OllamaClient inside the existing try blocks so config errors produce friendly DoxifyError output.
- Pass the resolved client.model to compile_repo and scout_repo so manifests record the actual model.
- In doctor, show Provider, Endpoint, Model, and API key (set/missing) rows; never print the key.
- Print a cloud warning before inference:

Cloud mode sends evidence cards (file paths, snippets, commit messages, dependency names) to Ollama Cloud. Do not use it for confidential repositories. Cloud usage may incur charges.
- scan, verify, attest, and export stay unchanged and remain fully offline.

3. Record provenance in artifacts

src/doxify/models.py
- Add optional fields with defaults:
- SessionManifest.provider: str = "local"
- SessionManifest.model_host: str | None = None
- ScoutReport.provider and ScoutReport.model_host
- Existing sessions and tests remain readable because the fields have defaults.

src/doxify/pipeline.py / src/doxify/scout.py
- Populate provider/host in manifests and scout reports.
- Use "none" / None for scan-only sessions.
- Replace user-visible “Gemma” wording with “the model” in scout errors and output, since --model may select a non-Gemma cloud model.

src/doxify/exporter.py
- Change “Compiled locally with Doxify” to provider-neutral wording such as “Compiled with Doxify.” The manifest carries the actual provider.

4. Tests

Add tests/test_ollama_client.py and a small CLI test, all network-free:
- Local defaults resolve to gemma3:1b + http://[REDACTED]:11434.
- Cloud defaults resolve to gemma4:31b + https://ollama.com.
- Cloud without OLLAMA_API_KEY produces an actionable failure.
- DOXIFY_PROVIDER, DOXIFY_MODEL, and DOXIFY_OLLAMA_HOST overrides work.
- A fake ollama.Client.list verifies cloud health success/failure.
- Simulated ResponseError(401) maps to an API-key message.
- Cloud chat() does not send keep_alive.
- doxify doctor --provider cloud with no key exits 1 without a traceback.
- Update tests/test_scout.py’s _FakeClient with provider / host if the manifest code reads them.

Run:
bash uv run ruff check . uv run pytest -q

5. Documentation and privacy messaging

Update README.md with local and cloud quickstarts: ```bash # Local (unchanged) ollama pull gemma3:1b doxify readme .

# Cloud, no Ollama install
export OLLAMA_API_KEY=...
doxify doctor --provider cloud
doxify readme . --provider cloud
``- UpdatePLAN.mdsections that currently say “no cloud API calls / no API keys” to “local by default; opt-in Ollama Cloud mode.” - Document thatgemma4:31bis the cloud default, that model names differ from CLI aliases likegemma4:cloud`, and that account limits/pricing apply.

Acceptance criteria

doxify doctor --provider cloud works on a machine with no Ollama installed or model downloaded.
doxify compile / readme / scout --provider cloud complete using gemma4:31b.
Manifests record provider, model_host, and the resolved model.
Local behavior and all offline commands are unchanged.
No API key appears in logs, artifacts, or generated Markdown.
Lint and tests pass.

Out of scope

OpenAI/Anthropic/OpenRouter adapters; the client will be structured so they can be added later.
Automatic local-to-cloud fallback, to preserve the local-first privacy guarantee.
Hosted web UI and browser-side auth.

No changes have been made. Say the word and I’ll implement this plan.

You

Agent

▸ todowrite {"todos": [{"content": "Implement provider-aware Ollama client with cloud aut...

Input

{"todos": [{"content": "Implement provider-aware Ollama client with cloud auth and errors", "status": "in_progress", "priority": "high"}, {"content": "Wire --provider, cloud warning, and doctor output into CLI", "status": "pending", "priority": "high"}, {"content": "Record provider/host in manifests and scout reports", "status": "pending", "priority": "high"}, {"content": "Update exports and model-neutral wording", "status": "pending", "priority": "medium"}, {"content": "Add/adjust unit and CLI tests", "status": "pending", "priority": "high"}, {"content": "Update README/PLAN documentation", "status": "pending", "priority": "medium"}, {"content": "Run ruff and pytest", "status": "pending", "p
… [truncated 19 chars]

Output

[
  {
    "content": "Implement provider-aware Ollama client with cloud auth and errors",
    "status": "in_progress",
    "priority": "high"
  },
  {
    "content": "Wire --provider, cloud warning, and doctor output into CLI",
    "status": "pending",
    "priority": "high"
  },
  {
    "content": "Record provider/host in manifests and scout reports",
    "status": "pending",
    "priority": "high"
  },
  {
    "content": "Update exports and model-neutral wording",
    "status": "pending",
    "priority": "medium"
  },
  {
    "content": "Add/adjust unit and CLI tests",
    "status": "pending
… [truncated 236 chars]

Agent

▸ write file: ~/Desktop/repos/doxify/src/doxify/ollama_client.py content: from __futu...

Input

file: ~/Desktop/repos/doxify/src/doxify/ollama_client.py
content:
from __future__ import annotations

import os
from typing import Any, Literal

from ollama import Client, RequestError, ResponseError

from .errors import ModelError

DEFAULT_HOST = "http://127.0.0.1:11434"
DEFAULT_MODEL = "gemma3:1b"
DEFAULT_CLOUD_HOST = "https://ollama.com"
DEFAULT_CLOUD_MODEL = "gemma4:31b"

Provider = Literal["local", "cloud"]


def _resolve_provider(value: str | None) -> Provider:
    normalized = (value or "local").strip().lower()
    if normalized in {"local", "ollama", "ollama-local"}:
        return "local"
    if normalized in {"cloud", "ollama-cloud"}:
        return "cloud"
    raise ModelError(f"Unknown provider {value!r}. Use 'local' or 'cloud'.")


class Ollam
… [truncated 5148 chars]

Output

Wrote file successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: def _read_draft(path: Pat...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
def _read_draft(path: Path | None) -> str | None:
    if path is None:
        return None
    try:
        return path.read_text(encoding="utf-8")
    except OSError as exc:
        raise typer.BadPa
… [truncated 889 chars]
new:
def _read_draft(path: Path | None) -> str | None:
    if path is None:
        return None
    try:
        return path.read_text(encoding="utf-8")
    except OSError as exc:
        raise typer.BadParameter(f"Could not read draft file: {exc}") from exc


def _warn_cloud(client: OllamaClient) -> None:
    if not client.is_cloud:
        return
    console.print(
        "[yellow]Cloud mode sends r
… [truncated 1744 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: draft: Path | None = ...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
    draft: Path | None = typer.Option(None, "--draft", help="Optional Markdown notes."),
    role: str | None = typer.Option(None, "--role", help="Target role for tone."),
    model: str = typer.Optio
… [truncated 981 chars]
new:
    draft: Path | None = typer.Option(None, "--draft", help="Optional Markdown notes."),
    role: str | None = typer.Option(None, "--role", help="Target role for tone."),
    model: str | None = typer.Option(
        None,
        help=(
            "Model to use. Defaults to gemma3:1b locally or "
            "gemma4:31b on Ollama Cloud."
        ),
    ),
    host: str | None = typer.Option(Non
… [truncated 1102 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: draft: Path | None = ...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
    draft: Path | None = typer.Option(None, "--draft", help="Optional Markdown notes."),
    role: str | None = typer.Option(None, "--role", help="Target role for tone."),
    model: str = typer.Optio
… [truncated 1124 chars]
new:
    draft: Path | None = typer.Option(None, "--draft", help="Optional Markdown notes."),
    role: str | None = typer.Option(None, "--role", help="Target role for tone."),
    model: str | None = typer.Option(
        None,
        help=(
            "Model to use. Defaults to gemma3:1b locally or "
            "gemma4:31b on Ollama Cloud."
        ),
    ),
    host: str | None = typer.Option(Non
… [truncated 1245 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: max_releases: int = t...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
    max_releases: int = typer.Option(
        12,
        "--max-releases",
        help="Maximum number of GitHub releases to analyze.",
    ),
    model: str = typer.Option(DEFAULT_MODEL, help="Olla
… [truncated 1209 chars]
new:
    max_releases: int = typer.Option(
        12,
        "--max-releases",
        help="Maximum number of GitHub releases to analyze.",
    ),
    model: str | None = typer.Option(
        None,
        help=(
            "Model to use. Defaults to gemma3:1b locally or "
            "gemma4:31b on Ollama Cloud."
        ),
    ),
    host: str | None = typer.Option(None, help="Ollama endpoint UR
… [truncated 1319 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/models.py old: created_at: str ...

Input

file: ~/Desktop/repos/doxify/src/doxify/models.py
old:
    created_at: str
    updated_at: str
    repo: RepoSummary
    model: str
    status: str = "created"
new:
    created_at: str
    updated_at: str
    repo: RepoSummary
    model: str
    provider: str = "local"
    model_host: str | None = None
    status: str = "created"

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/models.py old: repo: RepoSummary ...

Input

file: ~/Desktop/repos/doxify/src/doxify/models.py
old:
    repo: RepoSummary
    model: str
    created_at: str
    sources: list[ScoutSource] = Field(default_factory=list)
new:
    repo: RepoSummary
    model: str
    created_at: str
    provider: str = "local"
    model_host: str | None = None
    sources: list[ScoutSource] = Field(default_factory=list)

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/pipeline.py old: manifest = Sessi...

Input

file: ~/Desktop/repos/doxify/src/doxify/pipeline.py
old:
    manifest = SessionManifest(
        created_at=now,
        updated_at=now,
        repo=scan.repo,
        model=model,
        status="scanned",
    )
new:
    manifest = SessionManifest(
        created_at=now,
        updated_at=now,
        repo=scan.repo,
        model=model,
        provider="none",
        status="scanned",
    )

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/pipeline.py old: manifest = Sessi...

Input

file: ~/Desktop/repos/doxify/src/doxify/pipeline.py
old:
    manifest = SessionManifest(
        created_at=now,
        updated_at=now,
        repo=scan.repo,
        model=model,
        status="running",
    )
new:
    manifest = SessionManifest(
        created_at=now,
        updated_at=now,
        repo=scan.repo,
        model=model,
        provider=client.provider,
        model_host=client.host,
        status="running",
    )

Output

Edit applied successfully.

Agent

▸ bash sed -n '660,800p' src/doxify/scout.py; sed -n '900,960p' src/doxify/scout.py;...

Input

$ sed -n '660,800p' src/doxify/scout.py; sed -n '900,960p' src/doxify/scout.py; sed -n '960,1060p' src/doxify/scout.py

Output

    return _RawChange(
        title=title,
        quote=quote,
        apis=apis,
        migration=str(migration).strip() if migration else None,
        severity=severity,
    )


def parse_changes_response(text: str) -> list[_RawChange]:
    cleaned = text.strip()
    cleaned = re.sub(r"^```(?:json)?\s*", "", cleaned, flags=re.IGNORECASE)
    cleaned = re.sub(r"\s*```$", "", cleaned)
    starts = sorted(
        {index for index in (cleaned.find("{"), cleaned.find("[")) if index >= 0}
    )
    if not starts:
        raise ScoutError("Gemma did not return JSON.")
    payload: Any = None
    last_error: json.JSONDecodeError | None = None
    for start in starts:
        try:
            payload, _ = json.JSONDecoder().raw_decode(cleaned[start:])
            break
        except json.JS
… [truncated 9520 chars]

Agent

▸ bash sed -n '910,950p' src/doxify/scout.py | cat -n

Input

$ sed -n '910,950p' src/doxify/scout.py | cat -n

Output

     1       return ScoutScore(expected=expected, extracted=extracted, touched=touched, missed=missed)
     2  
     3  
     4  def build_report(
     5      *,
     6      package: str,
     7      github_repo: str | None,
     8      from_version: str,
     9      to_version: str,
    10      repo: RepoSummary,
    11      model: str,
    12      sources: list[ReleaseNote],
    13      changes: list[BreakingChange],
    14      files_scanned: int,
    15      score: ScoutScore | None,
    16      warnings: list[str],
    17  ) -> ScoutReport:
    18      touching = [change for change in changes if change.matches]
    19      unique_apis = {api.casefold() for change in changes for api in change.apis}
    20      return ScoutReport(
    21          package=package,
    22          github_repo=github_repo,
    2
… [truncated 681 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: if not starts: ...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
    if not starts:
        raise ScoutError("Gemma did not return JSON.")
new:
    if not starts:
        raise ScoutError("The model did not return JSON.")

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: raise ScoutErro...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
        raise ScoutError("Gemma returned invalid JSON.") from last_error
new:
        raise ScoutError("The model returned invalid JSON.") from last_error

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: raise ScoutErro...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
        raise ScoutError("Gemma returned an unexpected JSON shape.")
new:
        raise ScoutError("The model returned an unexpected JSON shape.")

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: raise S...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
                raise ScoutError(f"Gemma could not analyze {note.title}: {exc}") from exc
new:
                raise ScoutError(f"The model could not analyze {note.title}: {exc}") from exc

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: warning...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
                warnings.append(f"{note.title}: Gemma returned an unparseable response.")
new:
                warnings.append(f"{note.title}: The model returned an unparseable response.")

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: "Gemma retu...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
            "Gemma returned no parseable breaking-change JSON. "
new:
            "The model returned no parseable breaking-change JSON. "

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: f"- Ext...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
                f"- Extracted by Gemma: {len(score.extracted)}/{len(score.expected)}",
new:
                f"- Extracted by the model: {len(score.extracted)}/{len(score.expected)}",

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: f"- Gemma e...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
            f"- Gemma extracted {report.summary.changes} breaking change(s) with "
new:
            f"- The model extracted {report.summary.changes} breaking change(s) with "

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: repo: RepoSummary, ...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
    repo: RepoSummary,
    model: str,
    sources: list[ReleaseNote],
    changes: list[BreakingChange],
    files_scanned: int,
    score: ScoutScore | None,
    warnings: list[str],
) -> ScoutRepor
… [truncated 364 chars]
new:
    repo: RepoSummary,
    model: str,
    provider: str,
    model_host: str | None,
    sources: list[ReleaseNote],
    changes: list[BreakingChange],
    files_scanned: int,
    score: ScoutScore | None,
    warnings: list[str],
) -> ScoutReport:
    touching = [change for change in changes if change.matches]
    unique_apis = {api.casefold() for change in changes for api in change.apis}
    re
… [truncated 269 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: manifest = SessionM...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
    manifest = SessionManifest(
        created_at=now,
        updated_at=now,
        repo=context.summary,
        model=model,
        status="notes_fetched",
    )
new:
    manifest = SessionManifest(
        created_at=now,
        updated_at=now,
        repo=context.summary,
        model=model,
        provider=getattr(client, "provider", "local"),
        model_host=getattr(client, "host", None),
        status="notes_fetched",
    )

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: repo=context.su...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
        repo=context.summary,
        model=model,
        sources=notes,
        changes=changes,
new:
        repo=context.summary,
        model=model,
        provider=getattr(client, "provider", "local"),
        model_host=getattr(client, "host", None),
        sources=notes,
        changes=changes,

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/scout.py old: f"Repository: `...

Input

file: ~/Desktop/repos/doxify/src/doxify/scout.py
old:
        f"Repository: `{report.repo.name}` · Model: `{report.model}` · "
        f"Generated: {report.created_at}",
new:
        f"Repository: `{report.repo.name}` · Model: `{report.model}` · "
        f"Provider: `{report.provider}` · Generated: {report.created_at}",

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/exporter.py old: "> Compiled ...

Input

file: ~/Desktop/repos/doxify/src/doxify/exporter.py
old:
        "> Compiled locally with Doxify. Citations point to the evidence appendix.",
new:
        "> Compiled with Doxify. Citations point to the evidence appendix.",

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/console.py old: table.add_row("Re...

Input

file: ~/Desktop/repos/doxify/src/doxify/console.py
old:
    table.add_row("Repository", result.manifest.repo.name)
    table.add_row("Sections", str(summary.sections))
    table.add_row("Evidence cards", str(summary.evidence_cards))
new:
    table.add_row("Repository", result.manifest.repo.name)
    table.add_row(
        "Model",
        f"{result.manifest.model} ({result.manifest.provider})",
    )
    table.add_row("Sections", str(summary.sections))
    table.add_row("Evidence cards", str(summary.evidence_cards))

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/errors.py old: class ModelError(Doxif...

Input

file: ~/Desktop/repos/doxify/src/doxify/errors.py
old:
class ModelError(DoxifyError):
    """Ollama is unavailable or the requested model is missing."""
new:
class ModelError(DoxifyError):
    """The configured Ollama local or cloud endpoint is unavailable."""

Output

Edit applied successfully.

Agent

▸ bash uv run ruff check .

Input

$ uv run ruff check .

Output

All checks passed!

▸ bash uv run pytest -q

Input

$ uv run pytest -q

Output

....................                                                     [100%]
20 passed in 5.13s

Agent

▸ write file: ~/Desktop/repos/doxify/tests/test_ollama_client.py content: from __futu...

Input

file: ~/Desktop/repos/doxify/tests/test_ollama_client.py
content:
from __future__ import annotations

from types import SimpleNamespace
from typing import Any

import pytest
from ollama import ResponseError
from typer.testing import CliRunner

import doxify.cli as cli
import doxify.ollama_client as ollama_client
from doxify.errors import ModelError
from doxify.ollama_client import OllamaClient


def _use_temp_env(monkeypatch: pytest.MonkeyPatch) -> None:
    for name in (
        "DOXIFY_PROVIDER",
        "DOXIFY_MODEL",
        "DOXIFY_OLLAMA_HOST",
        "OLLAMA_API_KEY",
    ):
        monkeypatch.delenv(name, raising=False)


def _install_fake_client(
    monkeypatch: pytest.MonkeyPatch,
    *,
    models: list[str] | Exception = (),
    chat_respon
… [truncated 5150 chars]

Output

Wrote file successfully.

Agent

▸ bash uv run ruff check .

Input

$ uv run ruff check .

Output

F401 [*] `.prompts.scout_batch_messages` imported but unused
  --> src/doxify/scout.py:31:22
   |
29 | from .ollama_client import OllamaClient
30 | from .paths import is_secret, is_skippable, read_text_limited
31 | from .prompts import scout_batch_messages
   |                      ^^^^^^^^^^^^^^^^^^^^
32 | from .session import (
33 |     prepare_output_dir,
   |
help: Remove unused import: `.prompts.scout_batch_messages`
   |
30 | from .paths import is_secret, is_skippable, read_text_limited
   - from .prompts import scout_batch_messages
31 | from .session import (
   |

F821 Undefined name `scout_messages`
   --> src/doxify/scout.py:737:21
    |
735 |             try:
736 |                 response = client.chat(
737 |                     scout_messages(package, from_version, to_version,
… [truncated 196 chars]

▸ bash uv run pytest -q

Input

$ uv run pytest -q

Output

.............................F.                                          [100%]
=================================== FAILURES ===================================
_______________ test_scout_repo_writes_report_and_scores_replay ________________

tmp_path = PosixPath('/tmp/pytest-of-[user]/pytest-9/test_scout_repo_writes_report_0')
monkeypatch = <_pytest.monkeypatch.MonkeyPatch object at 0x77a56bab1570>

    def test_scout_repo_writes_report_and_scores_replay(
        tmp_path: Path,
        monkeypatch: pytest.MonkeyPatch,
    ) -> None:
        repo_path = tmp_path / "demo"
        repo_path.mkdir()
        _make_git_repo(repo_path)
        notes = tmp_path / "react-notes.md"
        notes.write_text(
            "## Breaking Changes\n\n"
            "Removed: `ReactDOM.render` in favor of 
… [truncated 3121 chars]

Agent

▸ bash sed -n '20,40p' src/doxify/scout.py; rg -n "scout_batch_messages|scout_messag...

Input

$ sed -n '20,40p' src/doxify/scout.py; rg -n "scout_batch_messages|scout_messages" src/doxify tests

Output

    CodeMatch,
    ReleaseNote,
    RepoSummary,
    ScoutReport,
    ScoutScore,
    ScoutSource,
    ScoutSummary,
    SessionManifest,
)
from .ollama_client import OllamaClient
from .paths import is_secret, is_skippable, read_text_limited
from .prompts import scout_batch_messages
from .session import (
    prepare_output_dir,
    utc_now,
    write_json,
    write_manifest,
    write_text,
)

GITHUB_API = "https://api.github.com/repos/{repo}/releases"
src/doxify/prompts.py:141:def scout_batch_messages(
src/doxify/scout.py:31:from .prompts import scout_batch_messages
src/doxify/scout.py:788:                scout_batch_messages(package, from_version, to_version, batch_text),

▸ bash git diff -- src/doxify/scout.py | head -40; git status --short

Input

$ git diff -- src/doxify/scout.py | head -40; git status --short

Output

 M src/doxify/cli.py
 M src/doxify/console.py
 M src/doxify/errors.py
 M src/doxify/exporter.py
 M src/doxify/git_repo.py
 M src/doxify/models.py
 M src/doxify/ollama_client.py
 M src/doxify/pipeline.py
 M src/doxify/prompts.py
?? benchmarks/
?? src/doxify/scout.py
?? tests/test_ollama_client.py
?? tests/test_scout.py

Agent

▸ bash sed -n '100,230p' src/doxify/prompts.py

Input

$ sed -n '100,230p' src/doxify/prompts.py

Output

                "Every sentence must cite evidence. Do not add new claims.\n\n"
                f"Evidence cards:\n{format_cards(cards)}\n\n"
                f"Previous output:\n{previous[:3000]}"
            ),
        },
    ]


SCOUT_SYSTEM_PROMPT = """You are a release-note analyst working inside a compiler.

Your job is to extract breaking changes from release notes, not to summarize
the release or recommend an upgrade.

Rules:
- Only include changes that can break existing code or require a migration.
- Every change must include a verbatim quote copied from the release notes.
- Every change must include at least one exact API, identifier, package path,
  or config key affected by the change.
- Do not invent APIs, versions, migration steps, or quotes.
- Do not include new features, bu
… [truncated 2642 chars]

▸ bash sed -n '700,830p' src/doxify/scout.py

Input

$ sed -n '700,830p' src/doxify/scout.py

Output

        raise ScoutError("The model returned an unexpected JSON shape.")

    changes: list[_RawChange] = []
    for item in raw_changes:
        change = _coerce_raw_change(item)
        if change is not None:
            changes.append(change)
    return changes


def build_batches(
    notes: list[ReleaseNote],
    *,
    max_chars: int = MAX_BATCH_CHARS,
) -> list[tuple[str, list[ReleaseNote]]]:
    entries: list[tuple[ReleaseNote, str]] = []
    for note in notes:
        chunks = release_chunks(note)
        if not chunks:
            continue
        if len(note.body) < 500 and not _BREAKING_RE.search(note.body):
            continue
        for chunk in chunks:
            header = f"## Release {note.version}\nSource: {note.url}\n\n"
            entries.append((note, header + chunk
… [truncated 3820 chars]

▸ bash stat -c '%y %n' src/doxify/prompts.py src/doxify/scout.py src/doxify/ollama_c...

Input

$ stat -c '%y %n' src/doxify/prompts.py src/doxify/scout.py src/doxify/ollama_client.py

Output

2026-10-24 08:56:04.078893508 +0100 src/doxify/prompts.py
2026-10-24 08:56:59.097637687 +0100 src/doxify/scout.py
2026-10-24 08:53:29.105380338 +0100 src/doxify/ollama_client.py

Agent

▸ bash rg -n "MAX_BATCH_CHARS|class _RawChange|release:" src/doxify/scout.py; sed -n...

Input

$ rg -n "MAX_BATCH_CHARS|class _RawChange|release:" src/doxify/scout.py; sed -n '600,705p' src/doxify/scout.py; sed -n '830,900p' src/doxify/scout.py

Output

50:MAX_BATCH_CHARS = 9_000
160:    prerelease: bool
174:class _RawChange:
180:        release: str | None,
713:    max_chars: int = MAX_BATCH_CHARS,
743:    if raw.release:

def _normalize_quote(value: str) -> str:
    value = re.sub(r"\[([^\]]+)\]\([^)]+\)", r"\1", value)
    value = re.sub(r"[`*_~#>]", "", value)
    value = re.sub(r"\s+", " ", value)
    return html.unescape(value).strip().casefold()


def quote_in_notes(quote: str, body: str) -> bool:
    normalized = _normalize_quote(quote)
    return len(normalized) >= 12 and normalized in _normalize_quote(body)


def normalize_api_tokens(values: Any) -> list[str]:
    if isinstance(values, str):
        raw_values: list[Any] = [values]
    elif isinstance(values, list):
        raw_values = values
    else:
        return []

    to
… [truncated 5479 chars]

Agent

▸ bash sed -n '755,860p' src/doxify/scout.py | cat -n

Input

$ sed -n '755,860p' src/doxify/scout.py | cat -n

Output

     1           if quote_in_notes(raw.quote, note.body):
     2              return note
     3      return None
     4  
     5  
     6  def extract_breaking_changes(
     7      client: OllamaClient,
     8      notes: list[ReleaseNote],
     9      package: str,
    10      from_version: str,
    11      to_version: str,
    12      *,
    13      max_model_calls: int = MAX_MODEL_CALLS,
    14  ) -> tuple[list[BreakingChange], list[str]]:
    15      changes: list[BreakingChange] = []
    16      warnings: list[str] = []
    17      seen: set[tuple[str, tuple[str, ...]]] = set()
    18      calls = 0
    19      successful_calls = 0
    20      stop = False
    21      batches = build_batches(notes)
    22      if not batches:
    23          warnings.append("No release notes contained breaking-change sectio
… [truncated 3563 chars]

Agent

▸ bash uv run ruff check .

Input

$ uv run ruff check .

Output

All checks passed!

Agent

▸ bash rg -n "provider=|model_host=|Extracted by|The model extracted|Provider:" src/...

Input

$ rg -n "provider=|model_host=|Extracted by|The model extracted|Provider:" src/doxify/scout.py | head -30

Output

991:        provider=provider,
992:        model_host=model_host,
1034:        f"Provider: `{report.provider}` · Generated: {report.created_at}",
1095:                f"- Extracted by the model: {len(score.extracted)}/{len(score.expected)}",
1108:            f"- The model extracted {report.summary.changes} breaking change(s) with "
1206:        provider=getattr(client, "provider", "local"),
1207:        model_host=getattr(client, "host", None),
1239:        provider=getattr(client, "provider", "local"),
1240:        model_host=getattr(client, "host", None),

▸ bash uv run pytest -q

Input

$ uv run pytest -q

Output

...............................                                          [100%]
31 passed in 1.76s

Agent

▸ write file: ~/Desktop/repos/doxify/README.md content: # Doxify Doxify compiles evi...

Input

file: ~/Desktop/repos/doxify/README.md
content:
# Doxify

Doxify compiles evidence-backed READMEs and portfolio case studies from local
git repositories. It also scouts breaking dependency upgrades against your
code.

The core pipeline is deterministic: scan the repository, build evidence cards,
generate prose from that evidence, verify every claim, and export the result.
The model only writes; the compiler checks.

## Install

Requires Python 3.10+ and git.

```bash
uv sync
uv run doxify --help
```

Or install the package and run `doxify` directly.

## Local mode (default)

Local mode uses Ollama and `gemma3:1b`. Nothing about the repository leaves
your machine.

```bash
ollama serve
ollama pull gemma3:1b
doxify doctor
doxify readme /pat
… [truncated 1445 chars]

Output

Wrote file successfully.

Agent

▸ bash sed -n '1,18p' PLAN.md; sed -n '64,72p' PLAN.md; sed -n '220,236p' PLAN.md; s...

Input

$ sed -n '1,18p' PLAN.md; sed -n '64,72p' PLAN.md; sed -n '220,236p' PLAN.md; sed -n '1840,1850p' PLAN.md; sed -n '2440,2455p' PLAN.md; sed -n '2195,2205p' PLAN.md; sed -n '2272,2282p' PLAN.md

Output

# Doxify — Hacktoberfest Week 3 Project Plan

> Working title: **Doxify**  
> Tagline: **Portfolio case studies you can defend.**  
> Status: CLI MVP implemented; hosted mode and optional integrations planned.
> Plan date: 2026-10-22.
> Last implementation update: 2026-10-23.
> Hackathon deadline: 2026-10-25, 11:59 PM PDT = 2026-10-26, 7:59 AM WAT.  
> Target category: **Best Use of Gemma**.  
> Demo input repo: `~/Desktop/repos/scholarship-mcp`.

> **Implementation status:** The working MVP is a local CLI in `src/doxify` using
> Python 3.10, Typer, Rich, Pydantic, GitPython, and Ollama. The FastAPI and
> Next.js sections below describe the deferred hosted UI, not the current build.
> Current commands: `doctor`, `scan`, `compile`, `readme`, `verify`, `attest`,
> and `export`.


… [truncated 2558 chars]

Agent

▸ bash sed -n '2545,2570p' PLAN.md

Input

$ sed -n '2545,2570p' PLAN.md

Output

These are the current local development and verification commands.

```bash
cd ~/Desktop/repos/doxify

# Confirm the local model and Python tooling
ollama list
ollama --version
python3 --version
uv --version

# Install the locked environment
uv sync --frozen

# Check local dependencies and Ollama
uv run doxify doctor

# Scan the demo repository without calling the model
uv run doxify scan ~/Desktop/repos/scholarship-mcp

# Compile the full case study and defense pack
uv run doxify compile ~/Desktop/repos/scholarship-mcp

# Generate an evidence-backed README into /tmp
uv run doxify readme ~/Desktop/repos/scholarship-mcp \
  --output /tmp/doxify-readme.md

Agent

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: > Status: CLI MVP implemented; host...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
> Status: CLI MVP implemented; hosted mode and optional integrations planned.
> Plan date: 2026-10-22.
> Last implementation update: 2026-10-23.
new:
> Status: CLI MVP implemented; opt-in Ollama Cloud inference added; hosted mode planned.
> Plan date: 2026-10-22.
> Last implementation update: 2026-10-24.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: > **Implementation status:** The wo...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
> **Implementation status:** The working MVP is a local CLI in `src/doxify` using
> Python 3.10, Typer, Rich, Pydantic, GitPython, and Ollama. The FastAPI and
> Next.js sections below describe the def
… [truncated 134 chars]
new:
> **Implementation status:** The working MVP is a local CLI in `src/doxify` using
> Python 3.10, Typer, Rich, Pydantic, GitPython, and Ollama. Local inference is
> still the default; `--provider cloud` routes model calls to Ollama Cloud for
> users who do not want to install Ollama locally. The FastAPI and Next.js
> sections below describe the deferred hosted UI, not the current build.
> Current c
… [truncated 92 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: The current implementation is a Pyt...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
The current implementation is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, and a local `gemma3:1b` model through Ollama. A future hosted mode may add FastAPI and Next.js, but the shi
… [truncated 219 chars]
new:
The current implementation is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, and a local `gemma3:1b` model through Ollama. Local inference remains the default: it reads a local repository, writes compile artifacts to a local session directory, and calls only the local Ollama server. Users without a local Ollama install can explicitly opt into Ollama Cloud with `--provider cloud` an
… [truncated 170 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: Using a cloud API would undermine t...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
Using a cloud API would undermine the core story. `gemma3:1b` via Ollama is small enough to run on the target laptop and open enough to be inspectable and portable.

The submission should make this ex
… [truncated 57 chars]
new:
Cloud inference is offered only as an explicit opt-in for users who cannot or do not want to install Ollama. The default remains `gemma3:1b` via local Ollama: it is small enough to run on the target laptop and open enough to be inspectable and portable. When `--provider cloud` is selected, the same Gemma-family workflow runs on Ollama Cloud (`gemma4:31b` by default).

The default submission demo s
… [truncated 92 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: ### 16.1 Local-only guarantees - A...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
### 16.1 Local-only guarantees

- API binds to `127.0.0.1`.
- No telemetry.
- No analytics.
- No cloud API calls.
- No GitHub OAuth.
- No repository upload.
- Only network call: `http://127.0.0.1:1143
… [truncated 74 chars]
new:
### 16.1 Default local-first guarantees

- API binds to `127.0.0.1`.
- No telemetry.
- No analytics.
- No cloud API calls unless the user explicitly passes `--provider cloud` or sets `DOXIFY_PROVIDER=cloud`.
- No GitHub OAuth.
- No repository upload.
- Default network call: `http://127.0.0.1:11434` for Ollama.
- The app should work with Wi-Fi off in local mode.

### 16.2 Opt-in Ollama Cloud

- Act
… [truncated 571 chars]

Output

Edit applied successfully.

Agent

▸ bash rg -n "16\.[0-9]" PLAN.md | head -30

Input

$ rg -n "16\.[0-9]" PLAN.md | head -30

Output

1840:### 16.1 Default local-first guarantees
1851:### 16.2 Opt-in Ollama Cloud
1861:### 16.3 Path safety
1869:### 16.3 Secret handling
1886:### 16.4 Output safety
1899:### 16.5 Model safety

Agent

▸ bash sed -n '1861,1905p' PLAN.md

Input

$ sed -n '1861,1905p' PLAN.md

Output

### 16.3 Path safety

- Resolve the repo path with `pathlib.Path.resolve(strict=True)` and verify it is a directory.
- Reject `/`, the home directory, and the tool’s own repo.
- Reject paths outside the user’s selected root if a root is configured.
- Do not follow symlinks outside the repo.
- Use `asyncio.create_subprocess_exec("git", [...])` or `subprocess.run(["git", ...])`, never string interpolation into a shell and never `shell=True`.

### 16.3 Secret handling

Skip or redact:

- `.env`, `.env.*`
- `*.pem`, `*.key`, `*.p12`
- files with names containing `secret`, `credential`, `token`
- AWS keys, GitHub tokens, private keys, generic high-entropy strings
- database connection strings
- user-specified exclusion terms

Redaction should happen before evidence cards are created, not just b
… [truncated 718 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: ### 16.3 Secret handling new: ### 1...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
### 16.3 Secret handling
new:
### 16.4 Secret handling

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: ### 16.4 Output safety new: ### 16....

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
### 16.4 Output safety
new:
### 16.5 Output safety

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: ### 16.5 Model safety new: ### 16.6...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
### 16.5 Model safety
new:
### 16.6 Model safety

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: ### 22.8 Ollama is unavailable on t...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
### 22.8 Ollama is unavailable on the judge’s machine

Mitigation:

- precomputed demo files,
- video,
- clear setup instructions,
- a “bring your own model” note,
- the app can still show the precomp
… [truncated 46 chars]
new:
### 22.8 Ollama is unavailable on the judge’s machine

Mitigation:

- precomputed demo files,
- video,
- clear setup instructions,
- a “bring your own model” note,
- `--provider cloud` with `OLLAMA_API_KEY` for machines without Ollama,
- the app can still show the precomputed session in read-only mode if implemented.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: - Show `ollama ps` or the local mod...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
- Show `ollama ps` or the local model call.
- Say: “No API keys, no upload, no per-token cost.”
new:
- Show `ollama ps` or the local model call.
- Say: “In local mode: no API keys, no upload, no per-token cost.”

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: - Private repos and career claims. ...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
- Private repos and career claims.
- No upload, no API keys, no per-token cost.
- Offline.
new:
- Private repos and career claims.
- Local mode by default: no upload, no API keys, no per-token cost.
- Opt-in Ollama Cloud mode for machines without a local model.
- Offline in local mode.

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: # Check local dependencies and Olla...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
# Check local dependencies and Ollama
uv run doxify doctor

# Scan the demo repository without calling the model
uv run doxify scan ~/Desktop/repos/scholarship-mcp

# Compile the full case
… [truncated 89 chars]
new:
# Check local dependencies and Ollama
uv run doxify doctor

# Or check Ollama Cloud without installing Ollama locally
export OLLAMA_API_KEY="[redacted]"
uv run doxify doctor --provider cloud

# Scan the demo repository without calling the model
uv run doxify scan ~/Desktop/repos/scholarship-mcp

# Compile the full case study and defense pack
uv run doxify compile ~/Deskto
… [truncated 148 chars]

Output

Edit applied successfully.

Agent

Input

$ rg -n "no cloud|No cloud|no API keys|No API keys|Only network call|local-only|local only" PLAN.md | head -30

Output

239:- no API keys,
746:- No cloud services.
760:- The whole app still runs locally with no cloud API, no API keys, and no per-token cost.
1845:- No cloud API calls unless the user explicitly passes `--provider cloud` or sets `DOXIFY_PROVIDER=cloud`.
2213:- Say: “In local mode: no API keys, no upload, no per-token cost.”
2290:- Local mode by default: no upload, no API keys, no per-token cost.
2427:- local-only is central, not decorative,
2475:- local-only architecture,

Agent

▸ bash sed -n '228,250p' PLAN.md; sed -n '736,765p' PLAN.md

Input

$ sed -n '228,250p' PLAN.md; sed -n '736,765p' PLAN.md

Output

- the career claims may be sensitive,
- the output may mention internal architecture,
- the user may be offline.

Cloud inference is offered only as an explicit opt-in for users who cannot or do not want to install Ollama. The default remains `gemma3:1b` via local Ollama: it is small enough to run on the target laptop and open enough to be inspectable and portable. When `--provider cloud` is selected, the same Gemma-family workflow runs on Ollama Cloud (`gemma4:31b` by default).

The default submission demo should make local mode explicit:

- local model,
- local repo,
- no network calls by default,
- no API keys,
- no per-token cost.

### 4.4 What must be new

The submitted project must be a new repository created during the entry period.

`scholarship-mcp` is an existing repository. It i
… [truncated 1589 chars]

Agent

▸ bash sed -n '2420,2432p' PLAN.md; sed -n '2468,2480p' PLAN.md

Input

$ sed -n '2420,2432p' PLAN.md; sed -n '2468,2480p' PLAN.md

Output

### 22.4 The lane is crowded

Mitigation:

- the story is anti-slop, not “AI writes your portfolio,”
- the demo shows a false claim being rejected,
- the output includes an interview defense pack,
- local-only is central, not decorative,
- the DEV post explains the difference clearly.

### 22.5 The demo repo has no README

Mitigation:
- `--provider cloud` with `OLLAMA_API_KEY` for machines without Ollama,
- the app can still show the precomputed session in read-only mode if implemented.

### 22.9 Privacy concerns

Mitigation:

- local-only architecture,
- no telemetry,
- no upload,
- secret skipping,
- export warning,
- no GitHub OAuth.

Agent

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: - no network calls by default, - no...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
- no network calls by default,
- no API keys,
- no per-token cost.
new:
- no network calls by default,
- no API keys in local mode,
- no per-token cost in local mode.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: - No cloud services. - No authentic...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
- No cloud services.
- No authentication.
new:
- No cloud services in local mode; opt-in Ollama Cloud inference only.
- No authentication beyond `OLLAMA_API_KEY` in cloud mode.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: - The whole app still runs locally ...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
- The whole app still runs locally with no cloud API, no API keys, and no per-token cost.
new:
- The whole app runs locally by default with no cloud API, no API keys, and no per-token cost. Cloud mode is an explicit alternative.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: - local-only is central, not decora...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
- local-only is central, not decorative,
new:
- local-first is central, not decorative,

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: - local-only architecture, - no tel...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
- local-only architecture,
- no telemetry,
- no upload,
- secret skipping,
- export warning,
- no GitHub OAuth.
new:
- local-first architecture,
- no telemetry,
- no upload in local mode,
- explicit cloud warning before any upload,
- secret skipping,
- export warning,
- no GitHub OAuth.

Output

Edit applied successfully.

Agent

▸ bash rg -n "127\.0\.0\.1:11434|Ollama HTTP|Ollama: " PLAN.md | head -20

Input

$ rg -n "127\.0\.0\.1:11434|Ollama HTTP|Ollama: " PLAN.md | head -20

Output

232:Cloud inference is offered only as an explicit opt-in for users who cannot or do not want to install Ollama. The default remains `gemma3:1b` via local Ollama: it is small enough to run on the target laptop and open enough to be inspectable and portable. When `--provider cloud` is selected, the same Gemma-family workflow runs on Ollama Cloud (`gemma4:31b` by default).
759:- The Ollama HTTP API is straightforward with `httpx.AsyncClient`.
909:- Ollama: `http://127.0.0.1:11434`
1848:- Default network call: `http://127.0.0.1:11434` for Ollama.
2893:- Ollama: https://ollama.com

Agent

▸ bash sed -n '903,914p' PLAN.md

Input

$ sed -n '903,914p' PLAN.md

Output

```

### 9.4 Runtime and ports

- FastAPI: `http://127.0.0.1:8787`
- Next.js dev server: `http://127.0.0.1:3000`
- Ollama: `http://127.0.0.1:11434`

The FastAPI server must bind to `127.0.0.1`, not `0.0.0.0`. Next.js should also bind to `127.0.0.1` for the local demo.

`next.config.ts` rewrites `/api/:path*` to `http://127.0.0.1:8787/api/:path*`. This keeps the browser on one origin and avoids a CORS package or permissive CORS middleware. The frontend calls relative `/api/...` URLs.

Agent

▸ edit file: ~/Desktop/repos/doxify/PLAN.md old: - Ollama: `http://127.0.0.1:11434` ...

Input

file: ~/Desktop/repos/doxify/PLAN.md
old:
- Ollama: `http://127.0.0.1:11434`
new:
- Ollama (local mode): `http://127.0.0.1:11434`
- Ollama Cloud (opt-in): `https://ollama.com`

Output

Edit applied successfully.

Agent

▸ bash sed -n '55,120p' src/doxify/cli.py; sed -n '135,230p' src/doxify/cli.py; sed ...

Input

$ sed -n '55,120p' src/doxify/cli.py; sed -n '135,230p' src/doxify/cli.py; sed -n '260,340p' src/doxify/cli.py

Output

        / f"scout-{safe_package}-{safe_from}-to-{safe_to}-{stamp}"
    )


def _read_draft(path: Path | None) -> str | None:
    if path is None:
        return None
    try:
        return path.read_text(encoding="utf-8")
    except OSError as exc:
        raise typer.BadParameter(f"Could not read draft file: {exc}") from exc


def _warn_cloud(client: OllamaClient) -> None:
    if not client.is_cloud:
        return
    console.print(
        "[yellow]Cloud mode sends repository evidence (file paths, snippets, "
        "commit messages, dependency names) to Ollama Cloud. Do not use it for "
        "confidential repositories. Cloud usage may incur charges.[/yellow]"
    )


@app.command()
def doctor(
    model: str | None = typer.Option(
        None,
        help=(
            "Model to
… [truncated 7406 chars]

Agent

▸ bash sed -n '100,150p' src/doxify/cli.py; sed -n '220,275p' src/doxify/cli.py

Input

$ sed -n '100,150p' src/doxify/cli.py; sed -n '220,275p' src/doxify/cli.py

Output

    git_path = shutil.which("git")
    table.add_row("git", "ok" if git_path else "missing", git_path or "install git")
    table.add_row("Python", "ok", "local CLI runtime")

    try:
        client = OllamaClient(model=model, host=host, provider=provider)
    except DoxifyError as exc:
        error(str(exc))
        raise typer.Exit(code=1) from exc

    table.add_row("Provider", client.label, client.host)
    table.add_row("Model", client.model, "cloud" if client.is_cloud else "local")
    if client.is_cloud:
        table.add_row(
            "API key",
            "ok" if client.api_key else "missing",
            "OLLAMA_API_KEY",
        )
    healthy, detail = client.health()
    table.add_row("Endpoint", "ok" if healthy else "missing", detail)
    console.print(table)

    if not
… [truncated 2872 chars]

Agent

▸ bash env -u OLLAMA_API_KEY uv run doxify doctor --provider cloud; echo "exit=$?"

Input

$ env -u OLLAMA_API_KEY uv run doxify doctor --provider cloud; echo "exit=$?"

Output

                                 Doxify doctor                                  
┏━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Check    ┃ Status       ┃ Detail                                             ┃
┡━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ git      │ ok           │ /usr/bin/git                                       │
│ Python   │ ok           │ local CLI runtime                                  │
│ Provider │ Ollama Cloud │ https://ollama.com                                 │
│ Model    │ gemma4:31b   │ cloud                                              │
│ API key  │ missing      │ OLLAMA_API_KEY                                     │
│ Endpoint │ missing      │ Ollama Cloud requires an API key. Create on
… [truncated 260 chars]

▸ bash env -u OLLAMA_API_KEY uv run doxify doctor --provider mainframe; echo "exit=$?"

Input

$ env -u OLLAMA_API_KEY uv run doxify doctor --provider mainframe; echo "exit=$?"

Output

Error: Unknown provider 'mainframe'. Use 'local' or 'cloud'.
exit=1

Agent

▸ edit file: ~/Desktop/repos/doxify/tests/test_ollama_client.py old: from doxify.err...

Input

file: ~/Desktop/repos/doxify/tests/test_ollama_client.py
old:
from doxify.errors import ModelError
from doxify.ollama_client import OllamaClient
new:
from doxify.errors import DoxifyError, ModelError
from doxify.ollama_client import OllamaClient

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/tests/test_ollama_client.py old: def test_doctor...

Input

file: ~/Desktop/repos/doxify/tests/test_ollama_client.py
old:
def test_doctor_cloud_without_key_exits_cleanly(
    monkeypatch: pytest.MonkeyPatch,
) -> None:
    _use_temp_env(monkeypatch)
    runner = CliRunner()

    result = runner.invoke(cli.app, ["doctor",
… [truncated 103 chars]
new:
def test_doctor_cloud_without_key_exits_cleanly(
    monkeypatch: pytest.MonkeyPatch,
) -> None:
    _use_temp_env(monkeypatch)
    runner = CliRunner()

    result = runner.invoke(cli.app, ["doctor", "--provider", "cloud"])

    assert result.exit_code == 1
    assert "OLLAMA_API_KEY" in result.output


def test_compile_uses_resolved_cloud_model(
    tmp_path,
    monkeypatch: pytest.MonkeyPatch,
… [truncated 738 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/tests/test_ollama_client.py old: from __future__...

Input

file: ~/Desktop/repos/doxify/tests/test_ollama_client.py
old:
from __future__ import annotations

from types import SimpleNamespace
from typing import Any
new:
from __future__ import annotations

from pathlib import Path
from types import SimpleNamespace
from typing import Any

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/tests/test_ollama_client.py old: def test_compil...

Input

file: ~/Desktop/repos/doxify/tests/test_ollama_client.py
old:
def test_compile_uses_resolved_cloud_model(
    tmp_path,
    monkeypatch: pytest.MonkeyPatch,
) -> None:
new:
def test_compile_uses_resolved_cloud_model(
    tmp_path: Path,
    monkeypatch: pytest.MonkeyPatch,
) -> None:

Output

Edit applied successfully.

Agent

▸ bash uv run ruff check .

Input

$ uv run ruff check .

Output

All checks passed!

▸ bash uv run pytest -q

Input

$ uv run pytest -q

Output

................................                                         [100%]
32 passed in 3.53s

Agent

▸ bash git status --short; git diff --stat

Input

$ git status --short; git diff --stat

Output

 M PLAN.md
 M README.md
 M src/doxify/cli.py
 M src/doxify/console.py
 M src/doxify/errors.py
 M src/doxify/exporter.py
 M src/doxify/git_repo.py
 M src/doxify/models.py
 M src/doxify/ollama_client.py
 M src/doxify/pipeline.py
 M src/doxify/prompts.py
?? benchmarks/
?? src/doxify/scout.py
?? tests/test_ollama_client.py
?? tests/test_scout.py
 PLAN.md                     |  83 +++++++++++-------
 README.md                   |  82 ++++++++++++++++++
 src/doxify/cli.py           | 199 ++++++++++++++++++++++++++++++++++++++++----
 src/doxify/console.py       |  46 ++++++++++
 src/doxify/errors.py        |   6 +-
 src/doxify/exporter.py      |   2 +-
 src/doxify/git_repo.py      |   4 +-
 src/doxify/models.py        |  94 +++++++++++++++++++++
 src/doxify/ollama_client.py | 134 ++++++++++++++++
… [truncated 154 chars]

▸ bash git diff -- src/doxify/ollama_client.py src/doxify/models.py src/doxify/pipel...

Input

$ git diff -- src/doxify/ollama_client.py src/doxify/models.py src/doxify/pipeline.py src/doxify/exporter.py src/doxify/errors.py src/doxify/console.py | head -300

Output

diff --git a/src/doxify/console.py b/src/doxify/console.py
index e316ae7..86c5a66 100644
--- a/src/doxify/console.py
+++ b/src/doxify/console.py
@@ -8,6 +8,7 @@ from rich.table import Table
 
 from .models import CompileResult, RepoSummary, ScanResult
 from .readme import ReadmeResult
+from .scout import ScoutResult
 
 console = Console()
 
@@ -45,6 +46,10 @@ def print_compile_summary(result: CompileResult, output: Path) -> None:
     table.add_column("Field", style="cyan")
     table.add_column("Value")
     table.add_row("Repository", result.manifest.repo.name)
+    table.add_row(
+        "Model",
+        f"{result.manifest.model} ({result.manifest.provider})",
+    )
     table.add_row("Sections", str(summary.sections))
     table.add_row("Evidence cards", str(summary.evidence_cards))
… [truncated 9311 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: if client.is_cloud: ...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
    if client.is_cloud:
        table.add_row(
            "API key",
            "ok" if client.api_key else "missing",
            "OLLAMA_API_KEY",
        )
new:
    if client.is_cloud:
        table.add_row(
            "API key",
            "set" if client.api_key else "missing",
            "OLLAMA_API_KEY (checked on first call)",
        )

Output

Edit applied successfully.

Agent

▸ bash OLLAMA_API_KEY=[redacted] uv run doxify doctor --provider cloud; echo "exit=$?"

Input

$ OLLAMA_API_KEY=[redacted] uv run doxify doctor --provider cloud; echo "exit=$?"

Output

                                 Doxify doctor                                  
┏━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Check    ┃ Status       ┃ Detail                                             ┃
┡━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ git      │ ok           │ /usr/bin/git                                       │
│ Python   │ ok           │ local CLI runtime                                  │
│ Provider │ Ollama Cloud │ https://ollama.com                                 │
│ Model    │ gemma4:31b   │ cloud                                              │
│ API key  │ set          │ OLLAMA_API_KEY (checked on first call)             │
│ Endpoint │ ok           │ Ollama Cloud is reachable and gemma4:31b is
… [truncated 179 chars]

Agent

▸ bash uv run ruff check . && uv run pytest -q

Input

$ uv run ruff check . && uv run pytest -q

Output

All checks passed!
................................                                         [100%]
32 passed in 4.02s

▸ bash uv build

Input

$ uv build

Output

Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/ollama_client.py old: options...

Input

file: ~/Desktop/repos/doxify/src/doxify/ollama_client.py
old:
        options: dict[str, Any] = {
            "temperature": temperature,
            "top_p": 0.9,
            "num_ctx": 4096,
            "num_predict": num_predict,
            "repeat_penalty":
… [truncated 15 chars]
new:
        options: dict[str, Any] = {
            "temperature": temperature,
            "top_p": 0.9,
            "num_ctx": 8192 if self.is_cloud else 4096,
            "num_predict": num_predict,
            "repeat_penalty": 1.1,
        }

Output

Edit applied successfully.

Agent

▸ bash uv run ruff check . && uv run pytest -q

Input

$ uv run ruff check . && uv run pytest -q

Output

All checks passed!
................................                                         [100%]
32 passed in 3.12s

Agent

▸ read file: ~/Desktop/repos/doxify/src/doxify/ollama_client.py

Input

file: ~/Desktop/repos/doxify/src/doxify/ollama_client.py

Output

<path>~/Desktop/repos/doxify/src/doxify/ollama_client.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: import os
4: from typing import Any, Literal
5: 
6: from ollama import Client, RequestError, ResponseError
7: 
8: from .errors import ModelError
9: 
10: DEFAULT_HOST = "http://127.0.0.1:11434"
11: DEFAULT_MODEL = "gemma3:1b"
12: DEFAULT_CLOUD_HOST = "https://ollama.com"
13: DEFAULT_CLOUD_MODEL = "gemma4:31b"
14: 
15: Provider = Literal["local", "cloud"]
16: 
17: 
18: def _resolve_provider(value: str | None) -> Provider:
19:     normalized = (value
… [truncated 6149 chars]

Agent

▸ bash uv run doxify compile --help | sed -n '1,80p'

Input

$ uv run doxify compile --help | sed -n '1,80p'

Output

                                                                                
 Usage: doxify compile [OPTIONS] {repo}                                         
                                                                                
 Run the full scan, draft, verify, defense, and export pipeline.                
                                                                                
╭─ Arguments ──────────────────────────────────────────────────────────────────╮
│ *    repo      <directory>  [required]                                       │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─ Options ────────────────────────────────────────────────────────────────────╮
│ --out       -o      <path>  Output directory.                        
… [truncated 740 chars]

▸ bash uv run doxify doctor --help | sed -n '1,60p'

Input

$ uv run doxify doctor --help | sed -n '1,60p'

Output

                                                                                
 Usage: doxify doctor [OPTIONS]                                                 
                                                                                
 Check Python, git, and the configured model provider.                          
                                                                                
╭─ Options ────────────────────────────────────────────────────────────────────╮
│ --model           <str>  Model to check. Defaults to gemma3:1b locally or    │
│                          gemma4:31b on Ollama Cloud.                         │
│ --host            <str>  Ollama endpoint URL.                                │
│ --provider        <str>  Inference backend: local (default) or cloud.
… [truncated 173 chars]

Agent

▸ bash tmp=$(mktemp -d); cd "$tmp"; git init -q; git config user.email [redacted-ema...

Input

$ tmp=$(mktemp -d); cd "$tmp"; git init -q; git config user.email [redacted-email]; git config user.name T; printf 'print("hi")\n' > app.py; git add app.py; git commit -qm init; uv run --project ~/Desktop/repos/doxify doxify scan "$tmp" --out "$tmp/out" >/tmp/doxify-scan.log 2>&1; code=$?; cat /tmp/doxify-scan.log; echo "exit=$code"; cat "$tmp/out/manifest.json" 2>/dev/null

Output

                Scan complete                
┌────────────────┬──────────────────────────┐
│ Repository     │ tmp.Ogrp0fW6w7           │
│ Commits        │ 1                        │
│ Timeline       │ 2026-10-24 to 2026-10-24 │
│ Tracked files  │ 1                        │
│ README         │ missing                  │
│ Evidence cards │ 6                        │
│ Output         │ /tmp/tmp.Ogrp0fW6w7/out  │
└────────────────┴──────────────────────────┘
exit=0
{
  "schema_version": "1.0",
  "tool": "doxify",
  "tool_version": "0.1.0",
  "created_at": "2026-10-24T08:05:26+00:00",
  "updated_at": "2026-10-24T08:05:26+00:00",
  "repo": {
    "path": "/tmp/tmp.Ogrp0fW6w7",
    "name": "tmp.Ogrp0fW6w7",
    "head_sha": "c9f512a00e65f55e19438b40dcf860975058b092",
    "branch": "main",
    "com
… [truncated 413 chars]

Agent

▸ bash .venv/bin/python - <<'PY' from doxify.ollama_client import OllamaClient from ...

Input

$ .venv/bin/python - <<'PY'
from doxify.ollama_client import OllamaClient
from doxify.errors import ModelError
c = OllamaClient(provider='cloud', api_key='[redacted]')
try:
    c.chat([{'role':'user','content':'hi'}])
except ModelError as e:
    print(type(e).__name__, str(e))
PY

Output

ModelError Ollama Cloud rejected the API key. Check OLLAMA_API_KEY.

Agent

▸ todowrite {"todos": [{"content": "Implement provider-aware Ollama client with cloud aut...

Input

{"todos": [{"content": "Implement provider-aware Ollama client with cloud auth and errors", "status": "completed", "priority": "high"}, {"content": "Wire --provider, cloud warning, and doctor output into CLI", "status": "completed", "priority": "high"}, {"content": "Record provider/host in manifests and scout reports", "status": "completed", "priority": "high"}, {"content": "Update exports and model-neutral wording", "status": "completed", "priority": "medium"}, {"content": "Add/adjust unit and CLI tests", "status": "completed", "priority": "high"}, {"content": "Update README/PLAN documentation", "status": "completed", "priority": "medium"}, {"content": "Run ruff and pytest", "status": "comp
… [truncated 29 chars]

Output

[
  {
    "content": "Implement provider-aware Ollama client with cloud auth and errors",
    "status": "completed",
    "priority": "high"
  },
  {
    "content": "Wire --provider, cloud warning, and doctor output into CLI",
    "status": "completed",
    "priority": "high"
  },
  {
    "content": "Record provider/host in manifests and scout reports",
    "status": "completed",
    "priority": "high"
  },
  {
    "content": "Update exports and model-neutral wording",
    "status": "completed",
    "priority": "medium"
  },
  {
    "content": "Add/adjust unit and CLI tests",
    "status": "com
… [truncated 246 chars]

Agent

▸ bash git diff --check

Input

$ git diff --check

Output

(no output)

Agent

Implemented opt-in Ollama Cloud support.

--provider cloud / DOXIFY_PROVIDER=cloud uses https://ollama.com with OLLAMA_API_KEY; local mode remains the default.
Cloud defaults to gemma4:31b; local stays gemma3:1b.
Added provider-aware health checks, 401/404/429/5xx error mapping, cloud privacy warning, manifest provider/model_host provenance, doctor rows, README/PLAN docs, and tests.

Usage:
bash export OLLAMA_API_KEY="..." uv run doxify doctor --provider cloud uv run doxify readme /path/to/repo --provider cloud

Verification passed: ruff check, pytest (32 passed), and uv build. No commit made.

You

GitHub Copilot: you already plan CI. Package doxify verify as a GitHub Action that fails when a README or case study has unsupported claims, and run it on Doxify’s own README. Use Copilot for part of the build, since CI alone is thin.

You

Agent

▸ bash git status --short && git log --oneline -8

Input

$ git status --short && git log --oneline -8

Output

 M PLAN.md
 M README.md
 M pyproject.toml
 M src/doxify/cli.py
 M src/doxify/console.py
 M src/doxify/errors.py
 M src/doxify/exporter.py
 M src/doxify/git_repo.py
 M src/doxify/models.py
 M src/doxify/ollama_client.py
 M src/doxify/pipeline.py
 M src/doxify/prompts.py
 M uv.lock
?? benchmarks/
?? src/doxify/scout.py
?? tests/test_ollama_client.py
?? tests/test_scout.py
f4b1d79 chore(demo): add precomputed nextjs-dashboard compile artifacts
95a5e02 build(ci): add Python 3.10 TOML fallback and package CI
11a198d docs(plan): align roadmap with CLI MVP and README mode
663805d test(readme): cover evidence rendering and temp-session safety
a668d97 feat(core): implement evidence-backed compiler and README output
e845094 Refactor code structure for improved readability and maintainability

▸ bash find .github -type f -maxdepth 3 -print -exec sed -n '1,200p' {} \;

Input

$ find .github -type f -maxdepth 3 -print -exec sed -n '1,200p' {} \;

Output

.github/workflows/ci.yml
name: CI

on:
  push:
    branches: ["**"]
  pull_request:

permissions:
  contents: read

jobs:
  test:
    name: Lint, test, and build
    runs-on: ubuntu-latest
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name: Install uv
        uses: astral-sh/setup-uv@v6
        with:
          python-version: "3.10"
          enable-cache: true
          cache-dependency-glob: uv.lock

      - name: Install dependencies
        run: uv sync --frozen

      - name: Lint
        run: uv run ruff check .

      - name: Test
        run: uv run pytest -q

      - name: Build package
        run: uv build

      - name: Upload distributions
        uses: actions/upload-artifact@v4
        with:
          name: dist
          path: dist
… [truncated 37 chars]

▸ bash sed -n '1,220p' README.md

Input

$ sed -n '1,220p' README.md

Output

# Doxify

Doxify compiles evidence-backed READMEs and portfolio case studies from local
git repositories. It also scouts breaking dependency upgrades against your
code.

The core pipeline is deterministic: scan the repository, build evidence cards,
generate prose from that evidence, verify every claim, and export the result.
The model only writes; the compiler checks.

## Install

Requires Python 3.10+ and git.

```bash
uv sync
uv run doxify --help
```

Or install the package and run `doxify` directly.

## Local mode (default)

Local mode uses Ollama and `gemma3:1b`. Nothing about the repository leaves
your machine.

```bash
ollama serve
ollama pull gemma3:1b
doxify doctor
doxify readme /path/to/repo
```

## Cloud mode (no local Ollama install)

Cloud mode uses Ollama Cloud directly. You d
… [truncated 1345 chars]

▸ bash sed -n '1,260p' src/doxify/verifier.py; sed -n '1,220p' src/doxify/claims.py

Input

$ sed -n '1,260p' src/doxify/verifier.py; sed -n '1,220p' src/doxify/claims.py

Output

from __future__ import annotations

import re

from .models import Claim, ClaimStatus, CompileSummary, EvidenceCard
from .text import content_tokens

NUMBER_RE = re.compile(r"(?<![\w.])(\d[\d,]*(?:\.\d+)?)(?![\w])")
CODE_TOKEN_RE = re.compile(r"`([^`]+)`|\b([a-z]+[A-Z][A-Za-z0-9_]*)\b")

FORBIDDEN_PATTERNS: list[tuple[str, re.Pattern[str], str]] = [
    (
        "oauth",
        re.compile(r"\boauth\b", re.IGNORECASE),
        "The cited evidence does not contain an OAuth implementation.",
    ),
    (
        "tests pass",
        re.compile(r"\b(?:all\s+)?tests?\s+(?:pass|passed|passing)\b", re.IGNORECASE),
        "Doxify did not run the project's tests.",
    ),
    (
        "deployment",
        re.compile(
            r"\b(?:deployed|in production|production-ready|live at|shipped t
… [truncated 12471 chars]

Agent

▸ bash find output benchmarks -maxdepth 4 -type f | sort | head -80; find output -ma...

Input

$ find output benchmarks -maxdepth 4 -type f | sort | head -80; find output -maxdepth 3 -type d | sort | head -40

Output

benchmarks/scout-react-18-19.json
output/dashboard-scan/evidence.json
output/dashboard-scan/manifest.json
output/next-dashboard/case-study/case-study.md
output/next-dashboard/case-study/claims.json
output/next-dashboard/case-study/defense.json
output/next-dashboard/case-study/defense.md
output/next-dashboard/case-study/evidence.json
output/next-dashboard/case-study/manifest.json
output/next-dashboard/case-study/sections.json
output/next-dashboard/case-study/verification.json
output
output/dashboard-scan
output/next-dashboard
output/next-dashboard/case-study

▸ bash sed -n '1,120p' src/doxify/readme.py; sed -n '300,380p' src/doxify/readme.py

Input

$ sed -n '1,120p' src/doxify/readme.py; sed -n '300,380p' src/doxify/readme.py

Output

from __future__ import annotations

import re
from dataclasses import dataclass
from pathlib import Path
from typing import Any

from .errors import SessionError
from .models import (
    Claim,
    ClaimStatus,
    CompileResult,
    EvidenceCard,
    EvidenceKind,
    RepoSummary,
)
from .text import compact_whitespace

GENERATED_MARKER = "<!-- doxify-generated -->"
CITATION_RE = re.compile(r"\s*\[E\d+\]")
MARKER_RE = re.compile(
    r"\s*\[(?:GAP|needs evidence|attested|rejected)\]",
    re.IGNORECASE,
)
README_FILENAME = "README.md"


@dataclass
class ReadmeResult:
    path: Path
    session_dir: Path
    content: str
    compile_result: CompileResult
    omitted_claims: list[Claim]
    warnings: list[str]
    backup_path: Path | None = None
    session_cleaned: bool = False


def buil
… [truncated 4911 chars]

▸ bash sed -n '1,140p' pyproject.toml; sed -n '1,120p' src/doxify/pipeline.py; sed -...

Input

$ sed -n '1,140p' pyproject.toml; sed -n '1,120p' src/doxify/pipeline.py; sed -n '285,380p' src/doxify/pipeline.py

Output

[project]
name = "doxify"
version = "0.1.0"
description = "Compile evidence-backed READMEs and portfolio case studies from local git repositories"
readme = "README.md"
authors = [
    { name = "Ekomjah Edet", email = "[redacted-email]" }
]
requires-python = ">=3.10"
dependencies = [
    "gitpython>=3.2.1",
    "ollama>=0.6.3",
    "pydantic>=2.14.1",
    "rich>=15.0.0",
    "sentry-sdk>=2.73.0",
    "tomli>=2.5.0",
    "typer>=0.27.3",
]

[project.scripts]
doxify = "doxify:main"

[build-system]
requires = ["uv_build>=0.13.1,<0.14.0"]
build-backend = "uv_build"

[dependency-groups]
dev = [
    "pytest>=9.1.1",
    "ruff>=0.17.2",
]

[tool.ruff]
target-version = "py310"
line-length = 100

[tool.ruff.lint]
select = ["E4", "E7", "E9", "F", "I", "UP", "B", "SIM", "RUF"]
ignore = ["B008"]
f
… [truncated 6576 chars]

▸ bash sed -n '300,400p' src/doxify/cli.py; rg -n "verify|claim|unsupported|needs_ev...

Input

$ sed -n '300,400p' src/doxify/cli.py; rg -n "verify|claim|unsupported|needs_evidence|rejected|exit" src/doxify/cli.py src/doxify/console.py src/doxify/readme.py | head -80

Output

        "--github-repo",
        help="GitHub repository for an unmapped package, for example owner/name.",
    ),
    max_releases: int = typer.Option(
        12,
        "--max-releases",
        help="Maximum number of GitHub releases to analyze.",
    ),
    model: str | None = typer.Option(
        None,
        help=(
            "Model to use. Defaults to gemma3:1b locally or "
            "gemma4:31b on Ollama Cloud."
        ),
    ),
    host: str | None = typer.Option(None, help="Ollama endpoint URL."),
    provider: str | None = typer.Option(
        None,
        "--provider",
        help="Inference backend: local (default) or cloud.",
    ),
    force: bool = typer.Option(False, "--force", help="Allow an existing output directory."),
) -> None:
    """Fetch release notes, e
… [truncated 5466 chars]

Agent

Input

$ rg -n "doxify verify|GitHub Action|action.yml|composite|verify_session|fail-on|unsupported" . -g '!*.pyc' -g '!uv.lock' -g '!PLAN.md' | head -100

Output

./README.md:70:doxify verify SESSION
./src/doxify/cli.py:30:    verify_session,
./src/doxify/cli.py:364:        report = verify_session(session)
./src/doxify/pipeline.py:302:def verify_session(output_dir: Path) -> VerificationReport:

▸ bash cat output/next-dashboard/case-study/verification.json | head -80; echo ---; ...

Input

$ cat output/next-dashboard/case-study/verification.json | head -80; echo ---; cat output/next-dashboard/case-study/claims.json | head -80

Output

{
  "schema_version": "1.0",
  "summary": {
    "verified": 13,
    "attested": 0,
    "needs_evidence": 34,
    "rejected": 0,
    "sections": 6,
    "evidence_cards": 23
  },
  "claims": [
    {
      "id": "C1",
      "text": "Okay, here’s the section text based on the provided evidence cards and goal:",
      "section_id": "snapshot",
      "evidence_ids": [],
      "status": "needs_evidence",
      "reason": "No citation token was found.",
      "gap_question": "What evidence supports this sentence: Okay, here’s the section text based on the provided evidence cards and goal:?",
      "user_answer": null
    },
    {
      "id": "C2",
      "text": "“This project, nextjs-dashboard, is a Next.js application focused on creating interactive dashboards.",
      "section_id": "snapshot",
  
… [truncated 6244 chars]

▸ bash sed -n '1,220p' src/doxify/scanner.py; sed -n '1,160p' src/doxify/text.py

Input

$ sed -n '1,220p' src/doxify/scanner.py; sed -n '1,160p' src/doxify/text.py

Output

from __future__ import annotations

from pathlib import Path

from .evidence import build_evidence
from .git_repo import RepoContext, collect_repo_context, open_repo
from .models import ScanResult


def scan_repository(
    path: Path,
    *,
    max_commits: int = 100,
    max_cards: int = 60,
    max_file_bytes: int = 120_000,
) -> tuple[RepoContext, ScanResult]:
    repo = open_repo(path)
    context = collect_repo_context(repo, max_commits=max_commits)
    cards = build_evidence(
        context,
        max_cards=max_cards,
        max_file_bytes=max_file_bytes,
    )
    return context, ScanResult(repo=context.summary, evidence=cards)
from __future__ import annotations

import re

TOKEN_RE = re.compile(r"[a-zA-Z][a-zA-Z0-9_+-]*|\d[\d,]*")

STOPWORDS = {
    "a",
    "an",
    "and",

… [truncated 1795 chars]

▸ bash rg -n "doxify-summary|doxify-unresolved|doxify-evidence|doxify-attested|Compi...

Input

$ rg -n "doxify-summary|doxify-unresolved|doxify-evidence|doxify-attested|Compiled with Doxify|\[E[0-9]" README.md output/next-dashboard/case-study/case-study.md | head -60

Output

output/next-dashboard/case-study/case-study.md:10:“This project, nextjs-dashboard, is a Next.js application focused on creating interactive dashboards. [needs evidence]  It utilizes React and JavaScript for its core functionality. [E3] The repository contains a README at README.md, detailing the project's purpose and setup.”
output/next-dashboard/case-study/case-study.md:12:“The stack of this project consists primarily of React, Node.js, and npm (or yarn).  [E6] The top-level structure includes three commits between October 1st, 2026, and October 1st, 2026. These commits represent significant development iterations.” [needs evidence]
output/next-dashboard/case-study/case-study.md:14:“We’ve built a project of approximately 10 files, including the `app` directory, the `public` directory, the
… [truncated 8135 chars]

Agent

▸ bash sed -n '120,310p' src/doxify/readme.py; sed -n '380,430p' src/doxify/readme.py

Input

$ sed -n '120,310p' src/doxify/readme.py; sed -n '380,430p' src/doxify/readme.py

Output

    backup_dir = session_dir / "backups"
    backup_dir.mkdir(parents=True, exist_ok=True)
    backup = backup_dir / target.name
    backup.write_bytes(target.read_bytes())
    return backup


def citation_free(text: str) -> str:
    cleaned = CITATION_RE.sub("", text)
    cleaned = MARKER_RE.sub("", cleaned)
    return compact_whitespace(cleaned)


def _overview(lines: list[str], repo: RepoSummary, evidence: list[EvidenceCard]) -> None:
    cards = [
        card
        for card in evidence
        if card.kind == EvidenceKind.METRIC
        and card.title in {"Commit timeline", "Repository size and languages"}
    ]
    body = [card.text for card in cards]
    if not body:
        body = [
            f"{repo.name} contains {repo.tracked_file_count} tracked files"
            + _timelin
… [truncated 5880 chars]

▸ bash sed -n '1,120p' src/doxify/evidence.py; rg -n "def build_evidence|EvidenceCar...

Input

$ sed -n '1,120p' src/doxify/evidence.py; rg -n "def build_evidence|EvidenceCard\(" src/doxify/evidence.py | head -40

Output

from __future__ import annotations

import json
import re

try:
    import tomllib
except ModuleNotFoundError:  # Python 3.10
    import tomli as tomllib
from dataclasses import dataclass
from pathlib import PurePosixPath

from .git_repo import RepoContext
from .models import EvidenceCard, EvidenceKind, EvidenceRef, EvidenceStrength
from .paths import is_manifest, is_readme, is_secret, is_skippable, read_text_limited
from .text import compact_whitespace, keywords_for

JS_SYMBOL_RE = re.compile(
    r"^\s*export\s+(?:default\s+)?(?:async\s+)?(?:function|const|class)\s+([A-Za-z_$][\w$]*)",
    re.MULTILINE,
)
PY_SYMBOL_RE = re.compile(r"^\s*(?:async\s+)?(?:def|class)\s+([A-Za-z_]\w*)", re.MULTILINE)
TOOL_NAME_RE = re.compile(r"^\s*name:\s*[\"']([^\"']+)[\"']", re.MULTILINE)
MONGOOSE_MODEL_RE
… [truncated 2388 chars]

▸ bash sed -n '1,120p' src/doxify/exporter.py

Input

$ sed -n '1,120p' src/doxify/exporter.py

Output

from __future__ import annotations

from pathlib import Path

from .models import (
    CaseStudySection,
    Claim,
    ClaimsDocument,
    ClaimStatus,
    CompileSummary,
    DefenseDocument,
    DefenseQuestion,
    EvidenceCard,
    RepoSummary,
    SectionsDocument,
    VerificationReport,
)
from .session import write_json, write_text


def write_case_study(
    output: Path,
    repo: RepoSummary,
    sections: list[CaseStudySection],
    evidence: list[EvidenceCard],
    summary: CompileSummary,
    claims: list[Claim] | None = None,
) -> Path:
    path = output / "case-study.md"
    lines = [
        f"# {repo.name}: an evidence-backed case study",
        "",
        "> Compiled with Doxify. Citations point to the evidence appendix.",
        "> Unverified statements are marked [
… [truncated 2943 chars]

Agent

▸ bash PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY' from pathlib import Path ...

Input

$ PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY'
from pathlib import Path
from doxify.scanner import scan_repository
ctx, scan = scan_repository(Path('.'))
print(scan.repo.name, scan.repo.commit_count, scan.repo.tracked_file_count)
for c in scan.evidence:
    print(c.id, c.kind.value, '|', c.title, '|', c.text[:220])
PY

Output

Traceback (most recent call last):
  File "<stdin>", line 3, in <module>
  File "~/Desktop/repos/doxify/src/doxify/scanner.py", line 17, in scan_repository
    repo = open_repo(path)
  File "~/Desktop/repos/doxify/src/doxify/git_repo.py", line 45, in open_repo
    raise RepoError("Refusing to scan Doxify's own repository.")
doxify.errors.RepoError: Refusing to scan Doxify's own repository.

Agent

▸ bash sed -n '1,130p' src/doxify/git_repo.py; rg -n "allow_tool_root|Refusing to sc...

Input

$ sed -n '1,130p' src/doxify/git_repo.py; rg -n "allow_tool_root|Refusing to scan" src tests

Output

from __future__ import annotations

from dataclasses import dataclass
from datetime import datetime, timezone
from pathlib import Path, PurePosixPath

from git import InvalidGitRepositoryError, NoSuchPathError, Repo

from .errors import RepoError
from .models import CommitInfo, RepoSummary
from .paths import (
    is_deploy,
    is_manifest,
    is_readme,
    is_skippable,
    is_test,
    language_for,
)

TOOL_ROOT = Path(__file__).resolve().parents[2]


@dataclass
class RepoContext:
    repo: Repo
    root: Path
    summary: RepoSummary
    commits: list[CommitInfo]
    tracked_files: list[str]


def open_repo(path: Path, *, allow_tool_root: bool = False) -> Repo:
    try:
        root = path.expanduser().resolve(strict=True)
    except OSError as exc:
        raise RepoError(f"Reposito
… [truncated 3639 chars]

▸ bash sed -n '1,80p' src/doxify/paths.py; rg -n "self|tool_root|doxify" src/doxify/...

Input

$ sed -n '1,80p' src/doxify/paths.py; rg -n "self|tool_root|doxify" src/doxify/paths.py src/doxify/git_repo.py

Output

from __future__ import annotations

from pathlib import Path, PurePosixPath

SKIP_DIRS = {
    ".git",
    ".hg",
    ".svn",
    ".venv",
    "venv",
    "env",
    "node_modules",
    "__pycache__",
    ".pytest_cache",
    ".mypy_cache",
    ".ruff_cache",
    ".next",
    "dist",
    "build",
    "coverage",
    "vendor",
    ".idea",
    ".vscode",
}

SECRET_SUFFIXES = {".pem", ".key", ".p12", ".pfx", ".der"}
SECRET_PARTS = ("secret", "credential", "password", "token", "apikey", "api_key")

LANGUAGE_BY_SUFFIX = {
    ".py": "Python",
    ".js": "JavaScript",
    ".jsx": "JavaScript",
    ".mjs": "JavaScript",
    ".cjs": "JavaScript",
    ".ts": "TypeScript",
    ".tsx": "TypeScript",
    ".go": "Go",
    ".rs": "Rust",
    ".java": "Java",
    ".rb": "Ruby",
    ".php": "PHP",
    ".
… [truncated 844 chars]

Agent

▸ bash command -v ollama || true; curl -sS --max-time 2 http://127.0.0.1:11434/api/t...

Input

$ command -v ollama || true; curl -sS --max-time 2 http://127.0.0.1:11434/api/tags | head -c 200 || true; echo; ls -la ~/.ollama 2>/dev/null | head || true

Output

/usr/local/bin/ollama
{"models":[{"name":"gemma3:1b","model":"gemma3:1b","modified_at":"2026-10-22T16:15:47.205965216+01:00","size":806067407,"digest":"97558784bdc9175075a72655bf360b15da17df6b3b9e5182af9f8c0c8e58ba7c","det
total 24
drwxr-xr-x  4 [user] [user] 4096 Oct 22 14:20 .
drwxr-x--- 46 [user] [user] 4096 Oct 24 08:57 ..
drwxr-xr-x  2 [user] [user] 4096 Oct 24 00:11 cache
-rw-------  1 [user] [user]  387 Oct 22 14:20 id_ed25519
-rw-r--r--  1 [user] [user]   81 Oct 22 14:20 id_ed25519.pub
drwxr-xr-x  6 [user] [user] 4096 Oct 22 16:26 models

Input

$ git ls-files | rg 'README|case-study|claims|evidence|action|workflows'

Output

.github/workflows/ci.yml
README.md
output/dashboard-scan/evidence.json
output/next-dashboard/case-study/case-study.md
output/next-dashboard/case-study/claims.json
output/next-dashboard/case-study/defense.json
output/next-dashboard/case-study/defense.md
output/next-dashboard/case-study/evidence.json
output/next-dashboard/case-study/manifest.json
output/next-dashboard/case-study/sections.json
output/next-dashboard/case-study/verification.json
src/doxify/claims.py
src/doxify/evidence.py

▸ bash rg -n "doxify|verify|CI|GitHub" PLAN.md | head -60

Input

$ rg -n "doxify|verify|CI|GitHub" PLAN.md | head -60

Output

12:> **Implementation status:** The working MVP is a local CLI in `src/doxify` using
17:> Current commands: `doctor`, `scan`, `compile`, `readme`, `scout`, `verify`,
121:None of those claims may be true. Some may be partly true. Some may be impossible to verify from code. The developer then has to defend them in a hiring conversation.
135:Many developers cannot share the repository at all. Their best work lives behind a company login. Cloud portfolio tools ask them to connect GitHub or upload code, which is often not allowed.
248:The submission repository should be something like `doxify` and should contain all new code, README, license, tests, and demo artifacts.
260:- GitShowcase — GitHub activity, case studies, career copy.
262:- Jobr AI Portfolio Builder — GitHub repos to portfolio sit
… [truncated 3220 chars]

You

[session context compacted]

Agent

Objective

Package doxify verify as a reusable GitHub Action that fails when a README or case study contains unsupported claims.
Run the action against Doxify’s own README.md and incorporate GitHub Copilot into part of the build.

Important Details

Current doxify verify SESSION only verifies a compile session via verify_session(); it does not accept a README/case-study file and does not exit nonzero for needs_evidence or rejected claims.
README.md is hand-written and has no [E1] citation tokens or Doxify-generated markers, so direct claim verification currently lacks provenance.
Existing sample session output/next-dashboard/case-study/ has 13 verified, 34 needs_evidence, 0 rejected in verification.json; likely useful as a fixture but would fail strict gating.
.github/workflows/ci.yml currently only runs lint, pytest, build, and artifact upload; no action.yml or reusable verification workflow exists.
“Use Copilot for part of the build” is ambiguous and no GitHub Copilot tool is available in this environment; do not claim Copilot was used.
Cloud support is already implemented: --provider cloud / DOXIFY_PROVIDER=cloud, OLLAMA_API_KEY, cloud host https://ollama.com, local default gemma3:1b, cloud default gemma4:31b.
Working tree is dirty with uncommitted cloud changes plus concurrent scout/sentry edits; preserve untracked src/doxify/scout.py, tests/test_scout.py, tests/test_ollama_client.py, and benchmarks/.
Last verified state: uv run ruff check . passed, uv run pytest -q passed with 32 tests, uv build succeeded.

Work State

Completed

Implemented provider-aware OllamaClient with cloud auth, health/error mapping, cloud warning, and local/cloud defaults.
Added --provider, optional --model, doctor provider/API-key rows, manifest provider/model_host, and model-neutral wording.
Added tests/test_ollama_client.py covering provider resolution, cloud auth errors, doctor behavior, and resolved cloud model wiring.
Updated README.md and PLAN.md for local-first plus opt-in Ollama Cloud.

Active

Investigating design for the new GitHub Action and for verifying Doxify’s own hand-written README.
Read src/doxify/verifier.py, src/doxify/claims.py, src/doxify/scanner.py, src/doxify/readme.py, src/doxify/pipeline.py, src/doxify/cli.py, CI config, README, and precomputed sessions.
No code changes made yet for the GitHub Action request.

Blocked

doxify verify lacks file-oriented verification and non-zero failure semantics for unsupported claims.
Doxify’s README has no evidence/citation metadata; a new matching mode or a committed generated session is needed to make CI verification meaningful.
Copilot usage requirement is unresolved because Copilot tooling is unavailable here.
Concurrent edits may still be landing in src/doxify/prompts.py and src/doxify/scout.py.

Next Move

Define the verification contract: extend doxify verify with a README/case-study mode and --fail-on-unresolved, or verify a committed Doxify compile session instead.
Create action.yml and a workflow job that runs the chosen verification, then clarify how “use Copilot” should be represented.

Relevant Files

src/doxify/cli.py: verify command and CLI wiring; needs new flags/output behavior.
src/doxify/pipeline.py: verify_session() and session/claim handling.
src/doxify/verifier.py: claim verification logic and forbidden-pattern checks.
src/doxify/readme.py: generated README markers and evidence metadata.
src/doxify/claims.py: claim extraction and citation handling.
src/doxify/models.py: Claim, VerificationReport, SessionManifest, and new provider fields.
README.md: hand-written target for the requested CI run.
.github/workflows/ci.yml: existing CI to extend or reference.
output/next-dashboard/case-study/: precomputed session with existing unsupported claims.
tests/test_ollama_client.py: recent provider tests and fake-client patterns.
PLAN.md: project plan and local-first/cloud documentation.

You

Continue if you have next steps, or stop and ask for clarification if you are unsure how to proceed.

Agent

▸ bash sed -n '1,240p' README.md

Input

$ sed -n '1,240p' README.md

Output

# Doxify

Doxify compiles evidence-backed READMEs and portfolio case studies from local
git repositories. It also scouts breaking dependency upgrades against your
code.

The core pipeline is deterministic: scan the repository, build evidence cards,
generate prose from that evidence, verify every claim, and export the result.
The model only writes; the compiler checks.

## Install

Requires Python 3.10+ and git.

```bash
uv sync
uv run doxify --help
```

Or install the package and run `doxify` directly.

## Local mode (default)

Local mode uses Ollama and `gemma3:1b`. Nothing about the repository leaves
your machine.

```bash
ollama serve
ollama pull gemma3:1b
doxify doctor
doxify readme /path/to/repo
```

## Cloud mode (no local Ollama install)

Cloud mode uses Ollama Cloud directly. You d
… [truncated 1345 chars]

▸ bash sed -n '1,260p' src/doxify/claims.py

Input

$ sed -n '1,260p' src/doxify/claims.py

Output

from __future__ import annotations

import re

from .models import Claim, ClaimStatus
from .text import compact_whitespace

CITATION_RE = re.compile(r"\[(E\d+)\]")
GAP_RE = re.compile(r"\[GAP\]", re.IGNORECASE)
SENTENCE_SPLIT_RE = re.compile(r"(?<=[.!?])((?:\s*\[E\d+\])*)\s+(?=[A-Z0-9\"“']|\[GAP\])")
PREAMBLE_RE = re.compile(
    r"^(?:okay|sure|certainly|of course|here(?:['\u2019]s| is)|based on|the following)\b",
    re.IGNORECASE,
)
HEADING_RE = re.compile(r"^\s*#{1,6}\s+")
BULLET_RE = re.compile(r"^\s*(?:[-*+]|\d+[.)])\s+")


def extract_claims(section_id: str, body: str, *, start_index: int = 1) -> list[Claim]:
    claims: list[Claim] = []
    for paragraph in _paragraphs(body):
        for sentence in _sentences(paragraph):
            text = compact_whitespace(sentence)
            
… [truncated 2936 chars]

▸ bash sed -n '1,260p' src/doxify/verifier.py

Input

$ sed -n '1,260p' src/doxify/verifier.py

Output

from __future__ import annotations

import re

from .models import Claim, ClaimStatus, CompileSummary, EvidenceCard
from .text import content_tokens

NUMBER_RE = re.compile(r"(?<![\w.])(\d[\d,]*(?:\.\d+)?)(?![\w])")
CODE_TOKEN_RE = re.compile(r"`([^`]+)`|\b([a-z]+[A-Z][A-Za-z0-9_]*)\b")

FORBIDDEN_PATTERNS: list[tuple[str, re.Pattern[str], str]] = [
    (
        "oauth",
        re.compile(r"\boauth\b", re.IGNORECASE),
        "The cited evidence does not contain an OAuth implementation.",
    ),
    (
        "tests pass",
        re.compile(r"\b(?:all\s+)?tests?\s+(?:pass|passed|passing)\b", re.IGNORECASE),
        "Doxify did not run the project's tests.",
    ),
    (
        "deployment",
        re.compile(
            r"\b(?:deployed|in production|production-ready|live at|shipped t
… [truncated 8735 chars]

Agent

▸ bash cat src/doxify/scanner.py; sed -n '1,120p' src/doxify/models.py; sed -n '300,...

Input

$ cat src/doxify/scanner.py; sed -n '1,120p' src/doxify/models.py; sed -n '300,390p' src/doxify/pipeline.py

Output

from __future__ import annotations

from pathlib import Path

from .evidence import build_evidence
from .git_repo import RepoContext, collect_repo_context, open_repo
from .models import ScanResult


def scan_repository(
    path: Path,
    *,
    max_commits: int = 100,
    max_cards: int = 60,
    max_file_bytes: int = 120_000,
) -> tuple[RepoContext, ScanResult]:
    repo = open_repo(path)
    context = collect_repo_context(repo, max_commits=max_commits)
    cards = build_evidence(
        context,
        max_cards=max_cards,
        max_file_bytes=max_file_bytes,
    )
    return context, ScanResult(repo=context.summary, evidence=cards)
from __future__ import annotations

from enum import Enum
from typing import Any

from pydantic import BaseModel, ConfigDict, Field

SCHEMA_VERSION = "
… [truncated 5384 chars]

▸ bash sed -n '1,180p' output/next-dashboard/case-study/case-study.md; echo '--- cla...

Input

$ sed -n '1,180p' output/next-dashboard/case-study/case-study.md; echo '--- claims sample'; sed -n '1,80p' output/next-dashboard/case-study/claims.json

Output

# nextjs-dashboard: an evidence-backed case study

> Compiled locally with Doxify. Citations point to the evidence appendix.
> Unverified statements are marked [needs evidence]; author context is marked [attested].

## Snapshot

Okay, here’s the section text based on the provided evidence cards and goal: [needs evidence]

“This project, nextjs-dashboard, is a Next.js application focused on creating interactive dashboards. [needs evidence]  It utilizes React and JavaScript for its core functionality. [E3] The repository contains a README at README.md, detailing the project's purpose and setup.”

“The stack of this project consists primarily of React, Node.js, and npm (or yarn).  [E6] The top-level structure includes three commits between October 1st, 2026, and October 1st, 2026. These commi
… [truncated 15550 chars]

Agent

▸ bash PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY' from pathlib import Path ...

Input

$ PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY'
from pathlib import Path
from doxify.evidence import build_evidence
from doxify.git_repo import collect_repo_context, open_repo
repo = open_repo(Path('.'), allow_tool_root=True)
ctx = collect_repo_context(repo)
cards = build_evidence(ctx)
print(ctx.summary.name, ctx.summary.commit_count, ctx.summary.tracked_file_count, len(cards))
for c in cards:
    print(c.id, c.kind.value, '|', c.title, '|', c.text[:180])
PY

Output

doxify 6 45 26
E1 metric | Commit timeline | doxify has 6 commits between 2026-10-23 and 2026-10-23.
E2 metric | Repository size and languages | The repository tracks 45 files, with languages Python (24), JSON (12), Markdown (4), TOML (1), YAML (1).
E3 readme | README present | The repository contains a README at README.md.
E4 stack | Declared dependencies | The project declares runtime dependencies including gitpython, ollama, pydantic, rich, sentry-sdk, tomli, typer.
E5 file | Top-level structure | The repository is organized into these top-level paths: src (23), output (10), .obsidian (4), .github (1), .gitignore (1), .python-version (1), PLAN.md (1), README.md (1).
E6 test | 1 test-related files | The repository contains test-related files: tests/test_readme.py.
E7 deploy | Deployment 
… [truncated 2850 chars]

Agent

▸ bash rg -n "def _readme_card|def _source_excerpt_cards|def _test_card|def _deploy_...

Input

$ rg -n "def _readme_card|def _source_excerpt_cards|def _test_card|def _deploy_card" src/doxify/evidence.py; sed -n '330,520p' src/doxify/evidence.py

Output

161:def _readme_card(factory: _Factory, context: RepoContext, max_file_bytes: int) -> None:
394:def _test_card(factory: _Factory, context: RepoContext) -> None:
409:def _deploy_card(factory: _Factory, context: RepoContext) -> None:
438:def _source_excerpt_cards(factory: _Factory, sources: list[_SourceFile]) -> None:
            found.append((source.relative, match.group(1), _line_number(source.text, match.start())))
    if not found:
        return

    names = [name for _, name, _ in found]
    refs = _dedupe_refs(
        [EvidenceRef(path=path, lines=str(line)) for path, _, line in found]
    )
    factory.add(
        kind=EvidenceKind.CODE,
        title=f"{len(names)} database models",
        text=f"The repository defines {len(names)} Mongoose models: {', '.join(names)}.",
        r
… [truncated 6412 chars]

▸ bash sed -n '1,260p' src/doxify/cli.py

Input

$ sed -n '1,260p' src/doxify/cli.py

Output

from __future__ import annotations

import re
import shutil
from datetime import datetime
from pathlib import Path

import typer
from rich.table import Table

from .console import (
    console,
    error,
    print_compile_summary,
    print_readme_summary,
    print_scan_summary,
    print_scout_summary,
    stage_progress,
)
from .errors import DoxifyError
from .monitoring import init_monitoring
from .models import CompileSummary, ScanResult
from .ollama_client import DEFAULT_MODEL, OllamaClient
from .pipeline import (
    attest_session,
    compile_repo,
    export_session,
    readme_repo,
    scan_only,
    verify_session,
)
from .scout import scout_repo

app = typer.Typer(
    no_args_is_help=True,
    help=(
        "Doxify compiles evidence-backed READMEs and portfolio case studi
… [truncated 7658 chars]

▸ bash cat .github/workflows/ci.yml; echo '--- pyproject'; sed -n '1,140p' pyproject...

Input

$ cat .github/workflows/ci.yml; echo '--- pyproject'; sed -n '1,140p' pyproject.toml

Output

name: CI

on:
  push:
    branches: ["**"]
  pull_request:

permissions:
  contents: read

jobs:
  test:
    name: Lint, test, and build
    runs-on: ubuntu-latest
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name: Install uv
        uses: astral-sh/setup-uv@v6
        with:
          python-version: "3.10"
          enable-cache: true
          cache-dependency-glob: uv.lock

      - name: Install dependencies
        run: uv sync --frozen

      - name: Lint
        run: uv run ruff check .

      - name: Test
        run: uv run pytest -q

      - name: Build package
        run: uv build

      - name: Upload distributions
        uses: actions/upload-artifact@v4
        with:
          name: dist
          path: dist/
          if-no-files-f
… [truncated 825 chars]

Agent

▸ bash sed -n '150,230p' src/doxify/evidence.py; sed -n '260,380p' src/doxify/cli.py

Input

$ sed -n '150,230p' src/doxify/evidence.py; sed -n '260,380p' src/doxify/cli.py

Output

    )
    factory.add(
        kind=EvidenceKind.METRIC,
        title="Repository size and languages",
        text=language_text,
        strength=EvidenceStrength.DETERMINISTIC,
        keywords=["files", "languages", "repository", "size"],
        meta={"tracked_file_count": summary.tracked_file_count},
    )


def _readme_card(factory: _Factory, context: RepoContext, max_file_bytes: int) -> None:
    readme = context.summary.readme_path
    if not readme:
        factory.add(
            kind=EvidenceKind.METRIC,
            title="No README",
            text="No README file was found among the tracked files.",
            strength=EvidenceStrength.DETERMINISTIC,
            keywords=["readme", "documentation", "missing"],
        )
        return

    source = _read_source(context, 
… [truncated 6173 chars]

▸ bash sed -n '1,180p' src/doxify/pipeline.py; sed -n '180,330p' src/doxify/pipeline.py

Input

$ sed -n '1,180p' src/doxify/pipeline.py; sed -n '180,330p' src/doxify/pipeline.py

Output

from __future__ import annotations

import re
import shutil
import tempfile
from collections.abc import Callable
from pathlib import Path

from .claims import extract_claims
from .defense import build_defense
from .errors import SessionError
from .exporter import (
    write_case_study,
    write_claims_json,
    write_defense,
    write_defense_json,
    write_evidence_json,
    write_sections_json,
    write_verification_json,
)
from .generator import GeneratedSection, generate_section, template_section
from .models import (
    CaseStudySection,
    CaseStudySentence,
    ClaimsDocument,
    ClaimStatus,
    CompileResult,
    DefenseDocument,
    EvidenceCard,
    RepoSummary,
    ScanResult,
    SectionsDocument,
    SessionManifest,
    VerificationReport,
)
from .ollama_client impor
… [truncated 9218 chars]

▸ bash rg -n "def _section|def build_readme|doxify-evidence|doxify-generated" src/do...

Input

$ rg -n "def _section|def build_readme|doxify-evidence|doxify-generated" src/doxify/readme.py tests/test_readme.py; sed -n '1,130p' src/doxify/readme.py; sed -n '310,400p' src/doxify/readme.py

Output

tests/test_readme.py:195:    assert "<!-- doxify-evidence: E1 E2 -->" in content
src/doxify/readme.py:19:GENERATED_MARKER = "<!-- doxify-generated -->"
src/doxify/readme.py:40:def build_readme(
src/doxify/readme.py:334:def _section(
src/doxify/readme.py:344:        lines.extend(["", f"<!-- doxify-evidence: {ids} -->"])
from __future__ import annotations

import re
from dataclasses import dataclass
from pathlib import Path
from typing import Any

from .errors import SessionError
from .models import (
    Claim,
    ClaimStatus,
    CompileResult,
    EvidenceCard,
    EvidenceKind,
    RepoSummary,
)
from .text import compact_whitespace

GENERATED_MARKER = "<!-- doxify-generated -->"
CITATION_RE = re.compile(r"\s*\[E\d+\]")
MARKER_RE = re.compile(
    r"\s*\[(?:GAP|needs evidence|attested|r
… [truncated 5790 chars]

Agent

▸ bash PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY' from pathlib import Path ...

Input

$ PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY'
from pathlib import Path
from doxify.claims import extract_claims
from doxify.evidence import build_evidence
from doxify.git_repo import collect_repo_context, open_repo
from doxify.generator import template_section
from doxify.models import CaseStudySection, CaseStudySentence, CompileResult, SessionManifest
from doxify.readme import build_readme
from doxify.retrieval import SECTION_SPECS, retrieve_evidence
from doxify.verifier import summarize_claims, verify_claims

repo = open_repo(Path('.'), allow_tool_root=True)
ctx = collect_repo_context(repo)
evidence = build_evidence(ctx)
sections=[]; claims=[]
for spec in SECTION_SPECS:
    cards = retrieve_evidence(evidence, spec, limit=3)
    body = template_section(spec, cards)
    sc = extract_claims(spec.id, body, start_index=len(claims)+1)
    claims.extend(sc)
    sections.append(CaseStudySection(id=spec.id, title=spec.title, body=body, sentences=[CaseStudySentence(text=c.text, claim_id=c.id, evidence_ids=c.evidence_ids) for c in sc]))
claims = verify_claims(claims, evidence)
summary = summarize_claims(claims, section_count=len(sections), evidence_count=len(evidence))
manifest = SessionManifest(created_at='x', updated_at='x', repo=ctx.summary, model='none', provider='none', status='done')
result = CompileResult(manifest=manifest, evidence=evidence, sections=sections, claims=claims, defense=None, summary=summary)
print('SUMMARY', summary)
print(build_readme(result))
PY

Output

Traceback (most recent call last):
  File "<stdin>", line 24, in <module>
  File "~/Desktop/repos/doxify/.venv/lib/python3.10/site-packages/pydantic/main.py", line 280, in __init__
    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
pydantic_core._pydantic_core.ValidationError: 1 validation error for CompileResult
defense
  Input should be a valid list [type=list_type, input_value=None, input_type=NoneType]
    For further information visit https://errors.pydantic.dev/2.14/v/list_type

Agent

▸ bash PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY' from pathlib import Path ...

Input

$ PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY'
from pathlib import Path
from doxify.claims import extract_claims
from doxify.evidence import build_evidence
from doxify.git_repo import collect_repo_context, open_repo
from doxify.generator import template_section
from doxify.models import CaseStudySection, CaseStudySentence, CompileResult, SessionManifest
from doxify.readme import build_readme
from doxify.retrieval import SECTION_SPECS, retrieve_evidence
from doxify.verifier import summarize_claims, verify_claims

repo = open_repo(Path('.'), allow_tool_root=True)
ctx = collect_repo_context(repo)
evidence = build_evidence(ctx)
sections=[]; claims=[]
for spec in SECTION_SPECS:
    cards = retrieve_evidence(evidence, spec, limit=3)
    body = template_section(spec, cards)
    sc = extract_claims(spec.id, body, start_index=len(claims)+1)
    claims.extend(sc)
    sections.append(CaseStudySection(id=spec.id, title=spec.title, body=body, sentences=[CaseStudySentence(text=c.text, claim_id=c.id, evidence_ids=c.evidence_ids) for c in sc]))
claims = verify_claims(claims, evidence)
summary = summarize_claims(claims, section_count=len(sections), evidence_count=len(evidence))
manifest = SessionManifest(created_at='x', updated_at='x', repo=ctx.summary, model='none', provider='none', status='done')
result = CompileResult(manifest=manifest, evidence=evidence, sections=sections, claims=claims, defense=[], summary=summary)
print('SUMMARY', summary)
print(build_readme(result))
PY

Output

SUMMARY verified=19 attested=0 needs_evidence=4 rejected=0 sections=6 evidence_cards=26
<!-- doxify-generated -->
<!-- doxify-summary: 19 verified, 0 attested, 4 needing evidence, 0 rejected -->

# doxify

## Overview

doxify has 6 commits between 2026-10-23 and 2026-10-23.
The repository tracks 45 files, with languages Python (24), JSON (12), Markdown (4), TOML (1), YAML (1).

<!-- doxify-evidence: E1 E2 -->

## Tech stack

Languages detected: Python (24), JSON (12), Markdown (4), TOML (1), YAML (1).

Declared runtime dependencies:
- `gitpython`
- `ollama`
- `pydantic`
- `rich`
- `sentry-sdk`
- `tomli`
- `typer`

Manifests: pyproject.toml.

<!-- doxify-evidence: E2 E4 -->

## Project layout

Top-level paths detected in the repository:

```text
src/ (23 files)
output/ (10 files)
.obsidian/
… [truncated 848 chars]

Agent

▸ bash ls tests; rg -n "verify|readme|cli" tests | head -80

Input

$ ls tests; rg -n "verify|readme|cli" tests | head -80

Output

__pycache__
test_ollama_client.py
test_readme.py
test_scout.py
tests/test_readme.py:8:import doxify.cli as cli
tests/test_readme.py:21:from doxify.readme import (
tests/test_readme.py:24:    build_readme,
tests/test_readme.py:25:    resolve_readme_target,
tests/test_readme.py:186:def test_build_readme_uses_evidence_and_hides_unresolved(tmp_path: Path) -> None:
tests/test_readme.py:188:    content = build_readme(result, session_dir=tmp_path / "session")
tests/test_readme.py:205:def test_resolve_readme_target_defaults_to_repo_root(tmp_path: Path) -> None:
tests/test_readme.py:206:    target = resolve_readme_target(tmp_path, None)
tests/test_readme.py:210:def test_resolve_readme_target_refuses_existing_readme(tmp_path: Path) -> None:
tests/test_readme.py:215:        resolve_readme_target(tmp_
… [truncated 5322 chars]

▸ bash sed -n '1,260p' tests/test_cli.py 2>/dev/null; sed -n '1,220p' tests/test_pip...

Input

$ sed -n '1,260p' tests/test_cli.py 2>/dev/null; sed -n '1,220p' tests/test_pipeline.py 2>/dev/null

Output

(no output)

▸ bash sed -n '1,260p' tests/test_readme.py

Input

$ sed -n '1,260p' tests/test_readme.py

Output

from __future__ import annotations

from pathlib import Path

import pytest
from typer.testing import CliRunner

import doxify.cli as cli
import doxify.pipeline as pipeline
from doxify.models import (
    Claim,
    ClaimStatus,
    CompileResult,
    CompileSummary,
    EvidenceCard,
    EvidenceKind,
    EvidenceStrength,
    RepoSummary,
    SessionManifest,
)
from doxify.readme import (
    GENERATED_MARKER,
    ReadmeResult,
    build_readme,
    resolve_readme_target,
)


def _card(
    card_id: str,
    kind: EvidenceKind,
    title: str,
    text: str,
    *,
    meta: dict[str, object] | None = None,
    strength: EvidenceStrength = EvidenceStrength.DETERMINISTIC,
) -> EvidenceCard:
    return EvidenceCard(
        id=card_id,
        kind=kind,
        title=title,
        text=t
… [truncated 7058 chars]

Agent

▸ bash rg -n -C 4 "verify|GitHub Action|CI|action" PLAN.md | sed -n '1,220p'

Input

$ rg -n -C 4 "verify|GitHub Action|CI|action" PLAN.md | sed -n '1,220p'

Output

13-> Python 3.10, Typer, Rich, Pydantic, GitPython, and Ollama. Local inference is
14-> still the default; `--provider cloud` routes model calls to Ollama Cloud for
15-> users who do not want to install Ollama locally. The FastAPI and Next.js
16-> sections below describe the deferred hosted UI, not the current build.
17:> Current commands: `doctor`, `scan`, `compile`, `readme`, `scout`, `verify`,
18-> `attest`, and `export`.
19-
20----
21-
--
117-- “Reduced latency by 40%.”
118-- “Led a team of five engineers.”
119-- “Implemented OAuth authentication.”
120-
121:None of those claims may be true. Some may be partly true. Some may be impossible to verify from code. The developer then has to defend them in a hiring conversation.
122-
123-The failure is structural:
124-
125-- the model was give
… [truncated 6100 chars]

Agent

▸ bash command -v copilot || true; command -v gh || true; gh copilot --help 2>&1 | h...

Input

$ command -v copilot || true; command -v gh || true; gh copilot --help 2>&1 | head -20 || true; command -v github-copilot-cli || true

Output

/snap/bin/gh
Runs the GitHub Copilot CLI.

Executing the Copilot CLI through `gh` is currently in preview and subject to change.

If already installed, `gh` will execute the Copilot CLI found in your `PATH`.
If the Copilot CLI is not installed, it will be downloaded to ~/.local/share/gh/copilot.

Use `--remove` to remove the downloaded Copilot CLI.

This command is only supported on Windows, Linux, and Darwin, on amd64/x64
or arm64 architectures.

To prevent `gh` from interpreting flags intended for Copilot,
use `--` before Copilot flags and args.

Learn more at https://gh.io/copilot-cli


USAGE
  gh copilot [flags] [args]

▸ bash env | rg -i 'copilot|github|gh_' | sed 's/=.*/=<set>/' || true

Input

$ env | rg -i 'copilot|github|gh_' | sed 's/=.*/=<set>/' || true

Output

(no output)

▸ bash git status --short; git log --oneline -8

Input

$ git status --short; git log --oneline -8

Output

 M PLAN.md
 M README.md
 M pyproject.toml
 M src/doxify/cli.py
 M src/doxify/console.py
 M src/doxify/errors.py
 M src/doxify/exporter.py
 M src/doxify/git_repo.py
 M src/doxify/models.py
 M src/doxify/ollama_client.py
 M src/doxify/pipeline.py
 M src/doxify/prompts.py
 M uv.lock
?? benchmarks/
?? src/doxify/monitoring.py
?? src/doxify/scout.py
?? tests/test_ollama_client.py
?? tests/test_scout.py
f4b1d79 chore(demo): add precomputed nextjs-dashboard compile artifacts
95a5e02 build(ci): add Python 3.10 TOML fallback and package CI
11a198d docs(plan): align roadmap with CLI MVP and README mode
663805d test(readme): cover evidence rendering and temp-session safety
a668d97 feat(core): implement evidence-backed compiler and README output
e845094 Refactor code structure for improved readability
… [truncated 21 chars]

Agent

▸ bash gh auth status 2>&1 | head -40

Input

$ gh auth status 2>&1 | head -40

Output

github.com
  ✓ Logged in to github.com account Ekomjah (keyring)
  - Active account: true
  - Git operations protocol: ssh
  - Token: gho_************************************
  - Token scopes: 'admin:public_key', 'gist', 'read:org', 'repo'

Agent

▸ bash PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY' import re from pathlib im...

Input

$ PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY'
import re
from pathlib import Path
from doxify.claims import extract_claims
from doxify.evidence import build_evidence
from doxify.git_repo import collect_repo_context, open_repo
from doxify.generator import template_section
from doxify.models import CaseStudySection, CaseStudySentence, CompileResult, SessionManifest, ClaimStatus
from doxify.readme import build_readme
from doxify.retrieval import SECTION_SPECS, retrieve_evidence
from doxify.verifier import summarize_claims, verify_claims

repo = open_repo(Path('.'), allow_tool_root=True)
ctx = collect_repo_context(repo)
evidence = build_evidence(ctx)
sections=[]; claims=[]
for spec in SECTION_SPECS:
    cards = retrieve_evidence(evidence, spec, limit=3)
    body = template_section(spec, cards)
    sc = extract_claims(spec.id, body, start_index=len(claims)+1)
    claims.extend(sc)
    sections.append(CaseStudySection(id=spec.id, title=spec.title, body=body, sentences=[CaseStudySentence(text=c.text, claim_id=c.id, evidence_ids=c.evidence_ids) for c in sc]))
claims = verify_claims(claims, evidence)
summary = summarize_claims(claims, section_count=len(sections), evidence_count=len(evidence))
manifest = SessionManifest(created_at='x', updated_at='x', repo=ctx.summary, model='none', provider='none', status='done')
result = CompileResult(manifest=manifest, evidence=evidence, sections=sections, claims=claims, defense=[], summary=summary)
content = build_readme(result)

# parse sections
parts = re.split(r'^## ', content, flags=re.M)
for part in parts[1:]:
    title, _, body = part.partition('\n')
    ids = re.findall(r'<!-- doxify-evidence: ([^>]+) -->', body)
    if not ids:
        continue
    ev_ids = ids[0].split()
    clean = re.sub(r'<!--.*?-->', '', body, flags=re.S)
    clean = re.sub(r'```.*?```', '', clean, flags=re.S)
    sc = extract_claims(title.strip().lower(), clean)
    for c in sc:
        c.evidence_ids = ev_ids
    verified = verify_claims(sc, evidence)
    print('SECTION', title, 'ids', ev_ids, 'claims', len(verified))
    for c in verified:
        print(' ', c.status.value, '|', c.text[:100], '|', c.reason)
PY

Output

SECTION Overview ids ['E1', 'E2'] claims 2
  verified | doxify has 6 commits between 2026-10-23 and 2026-10-23. | Supported by cited repository evidence.
  verified | The repository tracks 45 files, with languages Python (24), JSON (12), Markdown (4), TOML (1), YAML  | Supported by cited repository evidence.
SECTION Tech stack ids ['E2', 'E4'] claims 3
  verified | Languages detected: Python (24), JSON (12), Markdown (4), TOML (1), YAML (1). | Supported by cited repository evidence.
  verified | Declared runtime dependencies: `gitpython` `ollama` `pydantic` `rich` `sentry-sdk` `tomli` `typer` | Supported by cited repository evidence.
  verified | Manifests: pyproject.toml. | Supported by cited repository evidence.
SECTION Project layout ids ['E5'] claims 1
  verified | Top-level paths dete
… [truncated 201 chars]

Agent

▸ bash PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY' from pathlib import Path ...

Input

$ PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY'
from pathlib import Path
from doxify.claims import extract_claims
from doxify.evidence import build_evidence
from doxify.git_repo import collect_repo_context, open_repo
from doxify.verifier import verify_claims
repo = open_repo(Path('.'), allow_tool_root=True)
ctx = collect_repo_context(repo)
evidence = build_evidence(ctx)
text = """Doxify compiles evidence-backed READMEs and portfolio case studies from local git repositories. It also scouts breaking dependency upgrades against your code. The core pipeline is deterministic: scan the repository, build evidence cards, generate prose from that evidence, verify every claim, and export the result. The model only writes; the compiler checks."""
for ids in [['E3'], ['E14'], ['E18'], ['E14','E18','E24'], ['E3','E14','E18','E24']]:
    claims = extract_claims('overview', text)
    for c in claims:
        c.evidence_ids = ids
    out = verify_claims(claims, evidence)
    print('IDS', ids)
    for c in out:
        print(' ', c.status.value, '|', c.text[:80], '|', c.reason)
PY

Output

IDS ['E3']
  verified | Doxify compiles evidence-backed READMEs and portfolio case studies from local gi | Supported by cited repository evidence.
  verified | It also scouts breaking dependency upgrades against your code. | Supported by cited repository evidence.
  verified | The core pipeline is deterministic: scan the repository, build evidence cards, g | Supported by cited repository evidence.
  verified | The model only writes; the compiler checks. | Supported by cited repository evidence.
IDS ['E14']
  verified | Doxify compiles evidence-backed READMEs and portfolio case studies from local gi | Supported by cited repository evidence.
  needs_evidence | It also scouts breaking dependency upgrades against your code. | Citation does not overlap with the claim's key terms.
  verified | T
… [truncated 1858 chars]

Agent

▸ bash command -v actionlint || true; command -v act || true; command -v yamllint ||...

Input

$ command -v actionlint || true; command -v act || true; command -v yamllint || true; command -v uv

Output

~/.local/bin/uv

Agent

▸ bash PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY' from pathlib import Path ...

Input

$ PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY'
from pathlib import Path
from doxify.claims import extract_claims
from doxify.evidence import build_evidence
from doxify.git_repo import collect_repo_context, open_repo
from doxify.verifier import verify_claims
repo = open_repo(Path('.'), allow_tool_root=True)
ctx = collect_repo_context(repo)
evidence = build_evidence(ctx)
sections = {
 'Project facts': ('E2 E4', 'Doxify is written in Python. The project declares runtime dependencies including gitpython, ollama, pydantic, rich, sentry-sdk, tomli, and typer.'),
 'Project layout': ('E5', 'The repository is organized into top-level paths including src, tests, output, and .github.'),
 'Testing and CI': ('E6 E7', 'The repository contains test-related files at tests/test_readme.py. CI is defined in .github/workflows/ci.yml.'),
}
for title, (ids, body) in sections.items():
    claims = extract_claims(title.lower(), body)
    for c in claims:
        c.evidence_ids = ids.split()
    out = verify_claims(claims, evidence)
    print('SECTION', title, ids)
    for c in out:
        print(' ', c.status.value, '|', c.text, '|', c.reason)
PY

Output

SECTION Project facts E2 E4
  verified | Doxify is written in Python. | Supported by cited repository evidence.
  verified | The project declares runtime dependencies including gitpython, ollama, pydantic, rich, sentry-sdk, tomli, and typer. | Supported by cited repository evidence.
SECTION Project layout E5
  verified | The repository is organized into top-level paths including src, tests, output, and .github. | Supported by cited repository evidence.
SECTION Testing and CI E6 E7
  verified | The repository contains test-related files at tests/test_readme.py. | Supported by cited repository evidence.
  verified | CI is defined in .github/workflows/ci.yml. | Supported by cited repository evidence.

Agent

▸ bash rg -n "def _print_verification|def print_verification|def print_compile_summa...

Input

$ rg -n "def _print_verification|def print_verification|def print_compile_summary" -A 30 src/doxify/cli.py src/doxify/console.py

Output

src/doxify/cli.py:406:def _print_verification(summary: CompileSummary) -> None:
src/doxify/cli.py-407-    table = Table(title="Verification", show_header=False)
src/doxify/cli.py-408-    table.add_column("Status", style="cyan")
src/doxify/cli.py-409-    table.add_column("Count", justify="right")
src/doxify/cli.py-410-    table.add_row("Verified", str(summary.verified))
src/doxify/cli.py-411-    table.add_row("Attested", str(summary.attested))
src/doxify/cli.py-412-    table.add_row("Needs evidence", str(summary.needs_evidence))
src/doxify/cli.py-413-    table.add_row("Rejected", str(summary.rejected))
src/doxify/cli.py-414-    console.print(table)
src/doxify/cli.py-415-
src/doxify/cli.py-416-
src/doxify/cli.py-417-def main() -> None:
src/doxify/cli.py-418-    if init_monitoring():
src/doxi
… [truncated 2469 chars]

Agent

▸ bash PYTHONDONTWRITEBYTECODE=1 uv run python -B -c "import yaml; print(yaml.__vers...

Input

$ PYTHONDONTWRITEBYTECODE=1 uv run python -B -c "import yaml; print(yaml.__version__)" 2>&1 | head -5

Output

Traceback (most recent call last):
  File "<string>", line 1, in <module>
ModuleNotFoundError: No module named 'yaml'

Agent

▸ bash command -v ruby || true; command -v node || true; command -v python3

Input

$ command -v ruby || true; command -v node || true; command -v python3

Output

~/.nvm/versions/node/v24.18.1/bin/node
/usr/bin/python3

Agent

▸ bash python3 -c "import yaml; print(yaml.__version__)" 2>&1 | head -3; node -e "tr...

Input

$ python3 -c "import yaml; print(yaml.__version__)" 2>&1 | head -3; node -e "try{require('yaml');console.log('yaml yes')}catch(e){console.log('no yaml')}"

Output

6.0.3
no yaml

Agent

▸ bash cat src/doxify/monitoring.py; sed -n '1,200p' src/doxify/session.py

Input

$ cat src/doxify/monitoring.py; sed -n '1,200p' src/doxify/session.py

Output

from __future__ import annotations

import os

import sentry_sdk

DSN = "[redacted-sentry-dsn]"

_client = None


def init_monitoring() -> bool:
    """Initialize Sentry error monitoring and tracing.

    The DSN may be overridden with SENTRY_DSN. Returns True when monitoring
    is active.
    """
    global _client
    dsn = os.environ.get("SENTRY_DSN", DSN)
    if not dsn:
        return False
    _client = sentry_sdk.init(
        dsn=dsn,
        traces_sample_rate=1.0,
        release=_guess_release(),
        environment=os.environ.get("SENTRY_ENVIRONMENT", "development"),
        project_root=os.path.dirname(os.path.dirname(os.path.abspath(__file__))),
    )
    return _client is not None


def report_excepti
… [truncated 2507 chars]

Agent

▸ bash rg -n "verify_session\(" -g '*.py' .

Input

$ rg -n "verify_session\(" -g '*.py' .

Output

./src/doxify/cli.py:370:        report = verify_session(session)
./src/doxify/pipeline.py:302:def verify_session(output_dir: Path) -> VerificationReport:

Agent

I found a workable path: audit only evidence-marked README sections, classify setup/privacy sections as author-attested, and use the precomputed case study as the expected-failure test. One product choice remains before I finalize the plan.

▸ question {"questions": [{"question": "How should we make Doxify's own docs pass the ac...

Input

{"questions": [{"question": "How should we make Doxify's own docs pass the action while preserving the useful install/cloud docs?", "header": "Self-audit target", "options": [{"label": "Root README markers (Recommended)", "description": "Keep the hand-written README, add an evidence-marked 'Project facts' section plus attested markers for setup/privacy prose, commit evidence JSON, and audit the root README in CI."}, {"label": "Dedicated self-audit README", "description": "Generate docs/self-audit/README.md from Doxify's evidence and audit that file; leave the root README untouched."}, {"label": "Replace root README", "description": "Use the generated README as the real README; simplest to verify but loses detailed install, cloud, and command docs."}, {"label": "Synthetic fixture", "description": "Use a small deterministic fixture repo/README for the positive test instead of auditing Doxify's own docs."}]}, {"question": "Which part should GitHub Copilot build?", "header": "Copilot scope", "options": [{"label": "Action YAML (Recommended)", "description": "Use gh copilot to draft the composite action and workflow, then verify the commands and YAML locally."}, {"label": "Tests and fixt
… [truncated 374 chars]

Output

User has answered your questions: "How should we make Doxify's own docs pass the action while preserving the useful install/cloud docs?"="Root README markers (Recommended)", "Which part should GitHub Copilot build?"="Action YAML (Recommended)". You can now continue with the user's answers in mind.

Agent

▸ bash PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY' from pathlib import Path ...

Input

$ PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY'
from pathlib import Path
from doxify.claims import extract_claims
from doxify.evidence import build_evidence
from doxify.git_repo import collect_repo_context, open_repo
from doxify.verifier import verify_claims
repo = open_repo(Path('.'), allow_tool_root=True)
ctx = collect_repo_context(repo)
evidence = build_evidence(ctx)
body = """Doxify is written in Python. The project declares runtime dependencies including gitpython, ollama, pydantic, rich, sentry-sdk, tomli, and typer.

The repository is organized into top-level paths including `src`, `tests`, `output`, and `.github`.

The repository contains test-related files at `tests/test_readme.py`. CI is defined in `.github/workflows/ci.yml`."""
claims = extract_claims('project-facts', body)
for c in claims:
    c.evidence_ids = ['E2','E4','E5','E6','E7']
out = verify_claims(claims, evidence)
for c in out:
    print(c.status.value, '|', c.text, '|', c.reason)
PY

Output

verified | Doxify is written in Python. | Supported by cited repository evidence.
verified | The project declares runtime dependencies including gitpython, ollama, pydantic, rich, sentry-sdk, tomli, and typer. | Supported by cited repository evidence.
verified | The repository is organized into top-level paths including `src`, `tests`, `output`, and `.github`. | Supported by cited repository evidence.
verified | The repository contains test-related files at `tests/test_readme.py`. | Supported by cited repository evidence.
verified | CI is defined in `.github/workflows/ci.yml`. | Supported by cited repository evidence.

Agent

▸ bash cat src/doxify/errors.py; sed -n '1,120p' src/doxify/console.py; sed -n '1,12...

Input

$ cat src/doxify/errors.py; sed -n '1,120p' src/doxify/console.py; sed -n '1,120p' src/doxify/models.py | tail -20

Output

class DoxifyError(Exception):
    """Base class for expected Doxify failures."""


class RepoError(DoxifyError):
    """The selected path is not a usable local git repository."""


class SessionError(DoxifyError):
    """A session directory is missing or invalid."""


class ModelError(DoxifyError):
    """The configured Ollama local or cloud endpoint is unavailable."""


class GenerationError(DoxifyError):
    """A section could not be generated or parsed."""


class ScoutError(DoxifyError):
    """Release notes could not be fetched, extracted, or matched."""
from __future__ import annotations

from pathlib import Path

from rich.console import Console
from rich.progress import Progress, SpinnerColumn, TextColumn, TimeElapsedColumn
from rich.table import Table

from .models import CompileR
… [truncated 4922 chars]

Agent

▸ bash rg -n "def write_evidence_json" -A 12 src/doxify/exporter.py

Input

$ rg -n "def write_evidence_json" -A 12 src/doxify/exporter.py

Output

140:def write_evidence_json(
141-    output: Path, repo: RepoSummary, evidence: list[EvidenceCard]
142-) -> Path:
143-    path = output / "evidence.json"
144-    write_json(
145-        path,
146-        {
147-            "schema_version": "1.0",
148-            "repo": repo.model_dump(mode="json"),
149-            "evidence": [card.model_dump(mode="json") for card in evidence],
150-        },
151-    )
152-    return path

Agent

Plan: `doxify verify` GitHub Action + self-auditing README

Decisions

Keep the hand-written root README and add an evidence-marked ## Project facts section plus doxify-attested markers for setup/privacy prose.
Audit only explicitly classified sections: doxify-evidence sections are semantically verified; doxify-attested sections are author-asserted; unmarked sections fail in strict mode.
Use the precomputed next-dashboard case study as the expected-failure test.
Use gh copilot suggest to draft the composite action’s runner command, then review and test it manually.

1. Add artifact auditing

Create src/doxify/audit.py:
- Parse Markdown sections, including preamble.
- Recognize  and .
- Strip hidden comments and fenced code blocks before claim extraction.
- Reuse extract_claims() and verify_claims().
- Validate evidence IDs against the supplied evidence.json.
- For case studies, detect visible [needs evidence], [rejected], and [GAP] markers; skip “Verification summary” and “Evidence appendix”.
- Return a report with verified/attested/needs-evidence/rejected counts and section details.

2. Extend the CLI

Modify src/doxify/cli.py and src/doxify/pipeline.py:

doxify verify [SESSION] \
  [--artifact PATH] \
  [--evidence PATH] \
  [--fail-on needs_evidence,rejected] \
  [--check]

SESSION becomes optional.
Session-only: re-verify claims; --check prevents rewriting artifacts.
Artifact-only: requires --evidence; audits README/case study without a session.
Session + artifact: verify both.
--fail-on defaults to needs_evidence,rejected; none disables failure.
Exit 1 if any selected status appears.
Print failed claim text, reason, and evidence IDs.
Add verify_session(..., write=...) and an evidence-file loader.

3. Make the root README self-auditing

Modify README.md:
- Add attested markers to intro, install, local mode, cloud mode, commands, CI usage, and development sections.
- Add a generated, stable ## Project facts section:
- Python language evidence.
- Runtime dependencies.
- Top-level layout.
- Test file presence.
- CI workflow presence.
- Mark it with .
- Add a ## Verify in CI section with action usage.
- Keep all existing install/cloud documentation.

4. Add self-audit evidence

Create docs/self-audit/evidence.json:
- Generate from Doxify’s own repository using open_repo(..., allow_tool_root=True) and build_evidence().
- Sanitize the absolute repo path.
- Verify the root README against this evidence before committing.

5. Add the composite action

Create root action.yml:
- Inputs: session, artifact, evidence, fail-on, python-version, working-directory.
- Install Doxify with uv sync --frozen --no-dev --project "$GITHUB_ACTION_PATH".
- Run uv run --project "$GITHUB_ACTION_PATH" --no-sync doxify verify ... --check.
- Set SENTRY_DSN: "" for the verify step.
- Use shell arrays so empty inputs and paths with spaces are handled safely.
- Use Copilot to draft the runner command, then validate the final YAML.

6. Add CI coverage

Modify .github/workflows/ci.yml with a verify job:
- Positive check: root README.md + docs/self-audit/evidence.json should pass.
- Negative check: output/next-dashboard/case-study/case-study.md + its evidence should fail.
- Wrap the negative step with continue-on-error: true and assert steps.negative.outcome == 'failure'.
- Set SENTRY_DSN: "" in the job env.

7. Tests

Add:
- tests/test_audit.py: annotated README pass/fail, unmarked section, attested section, unknown evidence ID, case-study markers.
- tests/test_verify_cli.py: exit codes, artifact-only mode, session-only mode, --check does not rewrite.
- tests/test_self_audit.py: scan the current repo fresh and assert the root README verifies.
- Keep existing tests green.

Verification

Run:
```bash
SENTRY_DSN="" uv run doxify verify --artifact README.md \
--evidence docs/self-audit/evidence.json \
--fail-on needs_evidence,rejected --check

expected exit 0

SENTRY_DSN="" uv run doxify verify \
--artifact output/next-dashboard/case-study/case-study.md \
--evidence output/next-dashboard/case-study/evidence.json \
--fail-on needs_evidence,rejected --check

expected exit 1

uv run ruff check .
uv run pytest -q
uv build
python3 -c "import yaml; yaml.safe_load(open('action.yml')); yaml.safe_load(open('.github/workflows/ci.yml'))"
```

Notes / risks

src/doxify/monitoring.py currently defaults to a hardcoded Sentry DSN. The action will disable it with SENTRY_DSN=""; I will not change the default in this task, but it contradicts the README’s local-privacy claim and deserves a follow-up.
doxify-attested sections are explicit author-owned prose, not code-verified claims. Every README section will be classified so strict mode catches new unmarked sections.
The committed evidence is a snapshot; the self-audit test uses a fresh scan to catch drift.

No files changed yet.

You

Agent

▸ todowrite {"todos": [{"content": "Implement artifact audit engine and tests", "status":...

Input

{
  "todos": [
    {
      "content": "Implement artifact audit engine and tests",
      "status": "in_progress",
      "priority": "high"
    },
    {
      "content": "Extend verify CLI/pipeline with fail-on, artifact, evidence, check",
      "status": "pending",
      "priority": "high"
    },
    {
      "content": "Add self-audit evidence and README markers/docs",
      "status": "pending",
      "priority": "high"
    },
    {
      "content": "Use Copilot to draft action runner command; add action.yml",
      "status": "pending",
      "priority": "medium"
    },
    {
      "content": "Add CI workflow positive/negative verification",
      "status": "pending",
      "priority": "medium"
    },
    {
      "content": "Run ruff, pytest, build, and action command checks",
      "status": "pending",
      "priority": "high"
    }
  ]
}

Output

[
  {
    "content": "Implement artifact audit engine and tests",
    "status": "in_progress",
    "priority": "high"
  },
  {
    "content": "Extend verify CLI/pipeline with fail-on, artifact, evidence, check",
    "status": "pending",
    "priority": "high"
  },
  {
    "content": "Add self-audit evidence and README markers/docs",
    "status": "pending",
    "priority": "high"
  },
  {
    "content": "Use Copilot to draft action runner command; add action.yml",
    "status": "pending",
    "priority": "medium"
  },
  {
    "content": "Add CI workflow positive/negative verification",
    "st
… [truncated 174 chars]

Agent

▸ bash cat src/doxify/text.py

Input

$ cat src/doxify/text.py

Output

from __future__ import annotations

import re

TOKEN_RE = re.compile(r"[a-zA-Z][a-zA-Z0-9_+-]*|\d[\d,]*")

STOPWORDS = {
    "a",
    "an",
    "and",
    "are",
    "as",
    "at",
    "be",
    "because",
    "by",
    "for",
    "from",
    "has",
    "have",
    "i",
    "in",
    "is",
    "it",
    "its",
    "of",
    "on",
    "or",
    "that",
    "the",
    "their",
    "this",
    "to",
    "was",
    "were",
    "which",
    "with",
    "project",
    "repository",
    "repo",
    "code",
    "file",
    "files",
    "using",
    "used",
    "uses",
    "use",
    "built",
    "build",
}


def tokenize(text: str) -> list[str]:
    return [match.group(0).lower() for match in TOKEN_RE.finditer(text)]


def stem(token: str) -> str:
    if len(token) <= 4 or token.isdigit():
      
… [truncated 1146 chars]

▸ bash sed -n '1,120p' src/doxify/models.py | tail -40; rg -n "class CompileSummary|...

Input

$ sed -n '1,120p' src/doxify/models.py | tail -40; rg -n "class CompileSummary|class VerificationReport|class ScanResult" -A 20 src/doxify/models.py

Output

    languages: dict[str, int] = Field(default_factory=dict)
    readme_path: str | None = None
    manifests: list[str] = Field(default_factory=list)
    test_files: list[str] = Field(default_factory=list)
    deploy_files: list[str] = Field(default_factory=list)


class ScanResult(BaseModel):
    model_config = ConfigDict(extra="forbid")

    schema_version: str = SCHEMA_VERSION
    repo: RepoSummary
    evidence: list[EvidenceCard] = Field(default_factory=list)


class Claim(BaseModel):
    model_config = ConfigDict(extra="forbid")

    id: str
    text: str
    section_id: str
    evidence_ids: list[str] = Field(default_factory=list)
    status: ClaimStatus = ClaimStatus.NEEDS_EVIDENCE
    reason: str | None = None
    gap_question: str | None = None
    user_answer: str | None = None


… [truncated 1838 chars]

Agent

▸ write file: ~/Desktop/repos/doxify/src/doxify/audit.py content: from __future__ imp...

Input

file: ~/Desktop/repos/doxify/src/doxify/audit.py
content:
from __future__ import annotations

import re
from dataclasses import dataclass, field
from pathlib import Path
from typing import Iterable

from .claims import CITATION_RE, extract_claims
from .errors import SessionError
from .models import Claim, ClaimStatus, CompileSummary, EvidenceCard
from .readme import GENERATED_MARKER
from .verifier import summarize_claims, verify_claims

EVIDENCE_MARKER_RE = re.compile(
    r"<!--\s*doxify-evidence:\s*([^>]*?)\s*-->",
    re.IGNORECASE | re.DOTALL,
)
ATTESTED_MARKER_RE = re.compile(
    r"<!--\s*doxify-attested:\s*([^>]*?)\s*-->",
    re.IGNORECASE | re.DOTALL,
)
COMMENT_RE = re.compile(r"<!--.*?-->", re.DOTALL)
VISIBLE_MARKER_RE = re.compile(r"\[(n
… [truncated 7409 chars]

Output

Wrote file successfully.

Agent

▸ bash uv run ruff check src/doxify/audit.py

Input

$ uv run ruff check src/doxify/audit.py

Output

UP035 [*] Import from `collections.abc` instead: `Iterable`
 --> src/doxify/audit.py:6:1
  |
4 | from dataclasses import dataclass, field
5 | from pathlib import Path
6 | from typing import Iterable
  | ^^^^^^^^^^^^^^^^^^^^^^^^^^^
7 |
8 | from .claims import CITATION_RE, extract_claims
  |
help: Import from `collections.abc`
  |
5 | from pathlib import Path
  - from typing import Iterable
6 + from collections.abc import Iterable
7 |
  |

Found 1 error.
[*] 1 fixable with `--fix`.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/audit.py old: import re from dataclas...

Input

file: ~/Desktop/repos/doxify/src/doxify/audit.py
old:
import re
from dataclasses import dataclass, field
from pathlib import Path
from typing import Iterable
new:
import re
from collections.abc import Iterable
from dataclasses import dataclass, field
from pathlib import Path

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/pipeline.py old: def verify_session(o...

Input

file: ~/Desktop/repos/doxify/src/doxify/pipeline.py
old:
def verify_session(output_dir: Path) -> VerificationReport:
    output = output_dir.expanduser().resolve()
    scan, sections, claims_doc, defense, manifest = load_session(output)
    claims = verify_
… [truncated 696 chars]
new:
def load_evidence_file(path: Path) -> ScanResult:
    return read_model(path.expanduser().resolve(), ScanResult)


def verify_session(output_dir: Path, *, write: bool = True) -> VerificationReport:
    output = output_dir.expanduser().resolve()
    scan, sections, claims_doc, defense, manifest = load_session(output)
    claims = verify_claims(claims_doc.claims, scan.evidence)
    summary = summari
… [truncated 675 chars]

Output

Edit applied successfully.

Agent

▸ bash rg -n "from \.session import" -A 12 src/doxify/pipeline.py

Input

$ rg -n "from \.session import" -A 12 src/doxify/pipeline.py

Output

45:from .session import (
46-    prepare_output_dir,
47-    read_model,
48-    utc_now,
49-    write_json,
50-    write_manifest,
51-    write_text,
52-)
53-from .verifier import attest_claim as mark_attested
54-from .verifier import summarize_claims, verify_claims
55-
56-StageCallback = Callable[[str, str], None]
57-

Agent

▸ bash sed -n '1,45p' src/doxify/cli.py; sed -n '350,420p' src/doxify/cli.py

Input

$ sed -n '1,45p' src/doxify/cli.py; sed -n '350,420p' src/doxify/cli.py

Output

from __future__ import annotations

import re
import shutil
from datetime import datetime
from pathlib import Path

import typer
from rich.table import Table

from .console import (
    console,
    error,
    print_compile_summary,
    print_readme_summary,
    print_scan_summary,
    print_scout_summary,
    stage_progress,
)
from .errors import DoxifyError
from .models import CompileSummary, ScanResult
from .monitoring import init_monitoring, report_exception
from .ollama_client import DEFAULT_MODEL, OllamaClient
from .pipeline import (
    attest_session,
    compile_repo,
    export_session,
    readme_repo,
    scan_only,
    verify_session,
)
from .scout import scout_repo

app = typer.Typer(
    no_args_is_help=True,
    help=(
        "Doxify compiles evidence-backed READMEs and po
… [truncated 2636 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: import typer from rich.ta...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
import typer
from rich.table import Table

from .console import (
    console,
    error,
    print_compile_summary,
    print_readme_summary,
    print_scan_summary,
    print_scout_summary,
    stag
… [truncated 371 chars]
new:
import typer
from rich.table import Table

from .audit import (
    ArtifactReport,
    audit_artifact,
    failing_claims,
    parse_fail_on,
)
from .console import (
    console,
    error,
    print_compile_summary,
    print_readme_summary,
    print_scan_summary,
    print_scout_summary,
    stage_progress,
)
from .errors import DoxifyError
from .models import ClaimStatus, CompileSummary, Sca
… [truncated 310 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: @app.command() def verify...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
@app.command()
def verify(
    session: Path = typer.Argument(..., exists=True, file_okay=False, resolve_path=True),
) -> None:
    """Re-run deterministic verification on an existing session."""
    
… [truncated 186 chars]
new:
@app.command()
def verify(
    session: Path | None = typer.Argument(
        None,
        exists=True,
        file_okay=False,
        resolve_path=True,
        help="Compile session directory. Omit when auditing an artifact directly.",
    ),
    artifact: Path | None = typer.Option(
        None,
        "--artifact",
        exists=True,
        file_okay=True,
        dir_okay=False,
     
… [truncated 2497 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: def _print_verification(s...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
def _print_verification(summary: CompileSummary) -> None:
    table = Table(title="Verification", show_header=False)
    table.add_column("Status", style="cyan")
    table.add_column("Count", justify=
… [truncated 257 chars]
new:
def _print_verification(summary: CompileSummary) -> None:
    table = Table(title="Verification", show_header=False)
    table.add_column("Status", style="cyan")
    table.add_column("Count", justify="right")
    table.add_row("Verified", str(summary.verified))
    table.add_row("Attested", str(summary.attested))
    table.add_row("Needs evidence", str(summary.needs_evidence))
    table.add_row("R
… [truncated 1227 chars]

Output

Edit applied successfully.

Agent

▸ bash uv run ruff check src/doxify/audit.py src/doxify/cli.py src/doxify/pipeline.py

Input

$ uv run ruff check src/doxify/audit.py src/doxify/cli.py src/doxify/pipeline.py

Output

   Building doxify @ file://~/Desktop/repos/doxify
      Built doxify @ file://~/Desktop/repos/doxify
Uninstalled 1 package in 8ms
Installed 1 package in 19ms
All checks passed!

Agent

▸ bash SENTRY_DSN="" uv run doxify verify --help

Input

$ SENTRY_DSN="" uv run doxify verify --help

Output

                                                                                
 Usage: doxify verify [OPTIONS] [session]                                       
                                                                                
 Re-run deterministic verification on a session, README, or case study.         
                                                                                
╭─ Arguments ──────────────────────────────────────────────────────────────────╮
│   session      <directory>  Compile session directory. Omit when auditing an │
│                             artifact directly.                               │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─ Options ────────────────────────────────────────────────────────────
… [truncated 740 chars]

Agent

▸ bash SENTRY_DSN="" uv run doxify verify --artifact output/next-dashboard/case-stud...

Input

$ SENTRY_DSN="" uv run doxify verify --artifact output/next-dashboard/case-study/case-study.md --evidence output/next-dashboard/case-study/evidence.json --fail-on needs_evidence,rejected --check; echo EXIT:$?

Output

                            Artifact: case-study.md                             
┌───────────────────┬──────────────────────────────────────────────────────────┐
│ Mode              │ case_study                                               │
│ Sections          │ 6                                                        │
│ Attested sections │ 0                                                        │
│ Claims            │ 13 verified, 0 attested, 71 needing evidence, 0 rejected │
└───────────────────┴──────────────────────────────────────────────────────────┘
C1 needs_evidence “This project, nextjs-dashboard, is a Next.js application 
focused on creating interactive dashboards.  It utilizes React and JavaScript 
for its core functionality. [E3]
  Citation does not overlap with the claim's
… [truncated 1731 chars]

Agent

▸ write file: ~/Desktop/repos/doxify/tests/test_audit.py content: from __future__ imp...

Input

file: ~/Desktop/repos/doxify/tests/test_audit.py
content:
from __future__ import annotations

from pathlib import Path

import pytest

from doxify.audit import audit_artifact, failing_claims, parse_fail_on
from doxify.errors import SessionError
from doxify.models import ClaimStatus, EvidenceCard, EvidenceKind, EvidenceStrength


def _card(
    card_id: str = "E1",
    text: str = "Demo has 3 files.",
) -> EvidenceCard:
    return EvidenceCard(
        id=card_id,
        kind=EvidenceKind.METRIC,
        title="Repository facts",
        text=text,
        strength=EvidenceStrength.DETERMINISTIC,
    )


def test_annotated_readme_verifies_evidence_and_attested_sections(tmp_path: Path) -> None:
    readme = tmp_path / "README.md"
    readme.write_te
… [truncated 3440 chars]

Output

Wrote file successfully.

Agent

▸ bash SENTRY_DSN="" uv run pytest -q tests/test_audit.py

Input

$ SENTRY_DSN="" uv run pytest -q tests/test_audit.py

Output

.FF.....                                                                 [100%]
=================================== FAILURES ===================================
________________ test_annotated_readme_flags_unsupported_claims ________________

tmp_path = PosixPath('/tmp/pytest-of-[user]/pytest-28/test_annotated_readme_flags_un0')

    def test_annotated_readme_flags_unsupported_claims(tmp_path: Path) -> None:
        readme = tmp_path / "README.md"
        readme.write_text(
            """# Demo
    
    ## Facts
    
    Demo has 99 users.
    
    <!-- doxify-evidence: E1 -->
    """,
            encoding="utf-8",
        )
    
        report = audit_artifact(readme, [_card()])
    
>       assert report.summary.needs_evidence == 1
E       AssertionError: assert 2 == 1
E        +  wher
… [truncated 1732 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/tests/test_audit.py old: readme.write_text( ...

Input

file: ~/Desktop/repos/doxify/tests/test_audit.py
old:
    readme.write_text(
        """# Demo

## Facts

Demo has 99 users.

<!-- doxify-evidence: E1 -->
""",
        encoding="utf-8",
    )
new:
    readme.write_text(
        """# Demo

<!-- doxify-attested: title -->

## Facts

Demo has 99 users.

<!-- doxify-evidence: E1 -->
""",
        encoding="utf-8",
    )

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/tests/test_audit.py old: ## Facts Demo has 3 fi...

Input

file: ~/Desktop/repos/doxify/tests/test_audit.py
old:
## Facts

Demo has 3 files.

## Unclassified
new:
## Facts

Demo has 3 files.

<!-- doxify-evidence: E1 -->

## Unclassified

Output

Edit applied successfully.

Agent

▸ bash SENTRY_DSN="" uv run pytest -q tests/test_audit.py

Input

$ SENTRY_DSN="" uv run pytest -q tests/test_audit.py

Output

........                                                                 [100%]
8 passed in 0.69s

Agent

▸ write file: ~/Desktop/repos/doxify/tests/test_verify_cli.py content: from __future_...

Input

file: ~/Desktop/repos/doxify/tests/test_verify_cli.py
content:
from __future__ import annotations

import shutil
from pathlib import Path

from typer.testing import CliRunner

import doxify.cli as cli
from doxify.exporter import write_evidence_json
from doxify.models import (
    EvidenceCard,
    EvidenceKind,
    EvidenceStrength,
    RepoSummary,
)

ROOT = Path(__file__).resolve().parents[1]
CASE_STUDY = ROOT / "output" / "next-dashboard" / "case-study"


def _card() -> EvidenceCard:
    return EvidenceCard(
        id="E1",
        kind=EvidenceKind.METRIC,
        title="Repository facts",
        text="Demo has 3 files.",
        strength=EvidenceStrength.DETERMINISTIC,
    )


def _evidence_file(tmp_path: Path) -> Path:
    repo = RepoSummary(
  
… [truncated 2837 chars]

Output

Wrote file successfully.

Agent

▸ bash SENTRY_DSN="" uv run pytest -q tests/test_verify_cli.py

Input

$ SENTRY_DSN="" uv run pytest -q tests/test_verify_cli.py

Output

F....                                                                    [100%]
=================================== FAILURES ===================================
_______________ test_verify_artifact_passes_with_evidence_marker _______________

tmp_path = PosixPath('/tmp/pytest-of-[user]/pytest-30/test_verify_artifact_passes_wi0')

    def test_verify_artifact_passes_with_evidence_marker(tmp_path: Path) -> None:
        evidence = _evidence_file(tmp_path)
        readme = tmp_path / "README.md"
        readme.write_text(
            """# Demo
    
    ## Facts
    
    Demo has 3 files.
    
    <!-- doxify-evidence: E1 -->
    """,
            encoding="utf-8",
        )
    
        result = CliRunner().invoke(
            cli.app,
            [
                "verify",
                "
… [truncated 1513 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/tests/test_verify_cli.py old: readme.write_t...

Input

file: ~/Desktop/repos/doxify/tests/test_verify_cli.py
old:
    readme.write_text(
        """# Demo

## Facts

Demo has 3 files.

<!-- doxify-evidence: E1 -->
""",
        encoding="utf-8",
    )

    result = CliRunner().invoke(
        cli.app,
        [
  
… [truncated 276 chars]
new:
    readme.write_text(
        """# Demo

<!-- doxify-attested: title -->

## Facts

Demo has 3 files.

<!-- doxify-evidence: E1 -->
""",
        encoding="utf-8",
    )

    result = CliRunner().invoke(
        cli.app,
        [
            "verify",
            "--artifact",
            str(readme),
            "--evidence",
            str(evidence),
            "--fail-on",
            "needs
… [truncated 109 chars]

Output

Edit applied successfully.

Agent

▸ bash SENTRY_DSN="" uv run pytest -q tests/test_verify_cli.py

Input

$ SENTRY_DSN="" uv run pytest -q tests/test_verify_cli.py

Output

.....                                                                    [100%]
5 passed in 1.66s

Agent

▸ read file: ~/Desktop/repos/doxify/README.md

Input

file: ~/Desktop/repos/doxify/README.md

Output

<path>~/Desktop/repos/doxify/README.md</path>
<type>file</type>
<content>
1: # Doxify
2: 
3: Doxify compiles evidence-backed READMEs and portfolio case studies from local
4: git repositories. It also scouts breaking dependency upgrades against your
5: code.
6: 
7: The core pipeline is deterministic: scan the repository, build evidence cards,
8: generate prose from that evidence, verify every claim, and export the result.
9: The model only writes; the compiler checks.
10: 
11: ## Install
12: 
13: Requires Python 3.10+ and git.
14: 
15: ```bash
16: uv sync
17: uv run doxify --help
18
… [truncated 2546 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: The core pipeline is deterministi...

Input

file: ~/Desktop/repos/doxify/README.md
old:
The core pipeline is deterministic: scan the repository, build evidence cards,
generate prose from that evidence, verify every claim, and export the result.
The model only writes; the compiler checks.
… [truncated 12 chars]
new:
The core pipeline is deterministic: scan the repository, build evidence cards,
generate prose from that evidence, verify every claim, and export the result.
The model only writes; the compiler checks.

<!-- doxify-attested: project description and positioning -->

## Install

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: Or install the package and run `d...

Input

file: ~/Desktop/repos/doxify/README.md
old:
Or install the package and run `doxify` directly.

## Local mode (default)
new:
Or install the package and run `doxify` directly.

<!-- doxify-attested: installation instructions -->

## Local mode (default)

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: doxify readme /path/to/repo ``` ...

Input

file: ~/Desktop/repos/doxify/README.md
old:
doxify readme /path/to/repo
```

## Cloud mode (no local Ollama install)
new:
doxify readme /path/to/repo
```

<!-- doxify-attested: local setup and privacy behavior -->

## Cloud mode (no local Ollama install)

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: Precedence is flag, then environm...

Input

file: ~/Desktop/repos/doxify/README.md
old:
Precedence is flag, then environment variable, then default.

## Commands
new:
Precedence is flag, then environment variable, then default.

<!-- doxify-attested: cloud setup, privacy, and billing guidance -->

## Commands

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: doxify scout PACKAGE FROM TO [--r...

Input

file: ~/Desktop/repos/doxify/README.md
old:
doxify scout PACKAGE FROM TO [--repo PATH]
doxify verify SESSION
doxify attest SESSION --claim C1 --answer "..."
doxify export SESSION
```

`scan`, `verify`, `attest`, and `export` never call a model 
… [truncated 36 chars]
new:
doxify scout PACKAGE FROM TO [--repo PATH]
doxify verify SESSION [--artifact PATH] [--fail-on STATUSES]
doxify attest SESSION --claim C1 --answer "..."
doxify export SESSION
```

`scan`, `verify`, `attest`, and `export` never call a model and work offline.

`doxify verify` exits non-zero when a claim needs evidence or is rejected. Use
`--fail-on none` to report without failing, `--check` to avoid 
… [truncated 603 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: Use `--notes FILE` for offline no...

Input

file: ~/Desktop/repos/doxify/README.md
old:
Use `--notes FILE` for offline notes, `--deep` to analyze every fetched release,
and `--expect FILE` to replay a known breaking-change list. Scout writes
`scout.md`, `scout.json`, `release-notes.json`
… [truncated 130 chars]
new:
Use `--notes FILE` for offline notes, `--deep` to analyze every fetched release,
and `--expect FILE` to replay a known breaking-change list. Scout writes
`scout.md`, `scout.json`, `release-notes.json`, and `manifest.json`; it never
modifies the scanned repository.

<!-- doxify-attested: scout usage instructions -->

## Verify in CI

The composite action runs the same deterministic checker. Point i
… [truncated 542 chars]

Output

Edit applied successfully.

Agent

▸ bash SENTRY_DSN="" PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY' from pathli...

Input

$ SENTRY_DSN="" PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY'
from pathlib import Path
from doxify.evidence import build_evidence
from doxify.exporter import write_evidence_json
from doxify.git_repo import collect_repo_context, open_repo

root = Path('.').resolve()
repo = open_repo(root, allow_tool_root=True)
ctx = collect_repo_context(repo)
cards = build_evidence(ctx)
summary = ctx.summary.model_copy(update={'path': '.'})
path = write_evidence_json(root / 'docs' / 'self-audit', summary, cards)
print(path)
print(len(cards), 'cards')
PY

Output

~/Desktop/repos/doxify/docs/self-audit/evidence.json
28 cards

Agent

▸ bash SENTRY_DSN="" uv run doxify verify --artifact README.md --evidence docs/self-...

Input

$ SENTRY_DSN="" uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --fail-on needs_evidence,rejected --check; echo EXIT:$?

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.
EXIT:0

Agent

▸ bash SENTRY_DSN="" PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY' from pathli...

Input

$ SENTRY_DSN="" PYTHONDONTWRITEBYTECODE=1 uv run python -B - <<'PY'
from pathlib import Path
from doxify.audit import audit_artifact
from doxify.evidence import build_evidence
from doxify.git_repo import collect_repo_context, open_repo
root = Path('.').resolve()
repo = open_repo(root, allow_tool_root=True)
ctx = collect_repo_context(repo)
evidence = build_evidence(ctx)
report = audit_artifact(root / 'README.md', evidence)
print(report.summary)
print(report.unmarked_sections)
for c in report.claims:
    if c.status.value != 'verified' and c.status.value != 'attested':
        print(c.id, c.status.value, c.text, c.reason)
PY

Output

verified=5 attested=8 needs_evidence=0 rejected=0 sections=9 evidence_cards=28
[]

Agent

▸ write file: ~/Desktop/repos/doxify/tests/test_self_audit.py content: from __future_...

Input

file: ~/Desktop/repos/doxify/tests/test_self_audit.py
content:
from __future__ import annotations

from pathlib import Path

from doxify.audit import audit_artifact
from doxify.evidence import build_evidence
from doxify.git_repo import collect_repo_context, open_repo

ROOT = Path(__file__).resolve().parents[1]


def test_doxify_readme_verifies_against_current_repository() -> None:
    repo = open_repo(ROOT, allow_tool_root=True)
    context = collect_repo_context(repo)
    evidence = build_evidence(context)

    report = audit_artifact(ROOT / "README.md", evidence)

    assert report.unmarked_sections == []
    assert report.summary.needs_evidence == 0
    assert report.summary.rejected == 0
    assert report.summary.verified == 5
    assert report.summ
… [truncated 18 chars]

Output

Wrote file successfully.

Agent

▸ bash SENTRY_DSN="" uv run pytest -q tests/test_self_audit.py

Input

$ SENTRY_DSN="" uv run pytest -q tests/test_self_audit.py

Output

.                                                                        [100%]
1 passed in 1.25s

Agent

▸ bash gh copilot --help 2>&1 | head -60

Input

$ gh copilot --help 2>&1 | head -60

Output

Runs the GitHub Copilot CLI.

Executing the Copilot CLI through `gh` is currently in preview and subject to change.

If already installed, `gh` will execute the Copilot CLI found in your `PATH`.
If the Copilot CLI is not installed, it will be downloaded to ~/.local/share/gh/copilot.

Use `--remove` to remove the downloaded Copilot CLI.

This command is only supported on Windows, Linux, and Darwin, on amd64/x64
or arm64 architectures.

To prevent `gh` from interpreting flags intended for Copilot,
use `--` before Copilot flags and args.

Learn more at https://gh.io/copilot-cli


USAGE
  gh copilot [flags] [args]

FLAGS
  --remove   Remove the downloaded Copilot CLI

INHERITED FLAGS
  --help   Show help for command

EXAMPLES
  # Download and run the Copilot CLI
  $ gh copilot
  
 
… [truncated 509 chars]

Agent

▸ bash gh copilot -- --help 2>&1 | head -80

Input

$ gh copilot -- --help 2>&1 | head -80

Output

! Copilot CLI not installed

Agent

▸ bash gh copilot -p 'Draft a bash snippet for a GitHub composite action that: insta...

Input

$ gh copilot -p 'Draft a bash snippet for a GitHub composite action that: installs a Python project from $GITHUB_ACTION_PATH with uv sync --frozen --no-dev, then runs its doxify CLI with verify, optional session argument, optional --artifact, optional --evidence, --fail-on, and --check. Return only the bash snippet, no explanation.' 2>&1 | head -120

Output

! Copilot CLI not installed

Agent

▸ bash gh copilot 2>&1 | head -60

Input

$ gh copilot 2>&1 | head -60

Output

! Copilot CLI not installed

Agent

▸ bash ls -la ~/.local/share/gh/copilot 2>&1 | head -30; gh extension list 2>&1 | he...

Input

$ ls -la ~/.local/share/gh/copilot 2>&1 | head -30; gh extension list 2>&1 | head -20; gh copilot --remove 2>&1 | head -20

Output

ls: cannot access '~/.local/share/gh/copilot': No such file or directory
failed to remove Copilot CLI: Copilot CLI not installed through `gh`

Agent

▸ bash npx -y @github/copilot --help 2>&1 | head -80

Input

$ npx -y @github/copilot --help 2>&1 | head -80

Output

(no output)

<shell_metadata>
shell tool terminated command after exceeding timeout 180000 ms. If this command is expected to take longer and is not waiting for interactive input, retry with a larger timeout value in milliseconds.
</shell_metadata>

Agent

▸ bash uv sync --frozen --no-dev --project . 2>&1 | tail -20

Input

$ uv sync --frozen --no-dev --project . 2>&1 | tail -20

Output

Uninstalled 5 packages in 85ms
 - iniconfig==2.3.1
 - packaging==26.3
 - pluggy==1.7.0
 - pytest==9.1.1
 - ruff==0.17.2

Agent

▸ write file: ~/Desktop/repos/doxify/action.yml content: name: Doxify Verify descript...

Input

file: ~/Desktop/repos/doxify/action.yml
content:
name: Doxify Verify
description: Verify Doxify sessions or evidence-marked READMEs and fail on unsupported claims.
author: Ekomjah
branding:
  icon: shield
  color: green

inputs:
  session:
    description: Compile session directory to verify.
    required: false
    default: ""
  artifact:
    description: README or case study file to audit.
    required: false
    default: ""
  evidence:
    description: Evidence JSON for artifact-only verification.
    required: false
    default: ""
  fail-on:
    description: Comma-separated claim statuses that fail the check.
    required: false
    default: needs_evidence,rejected
  python-version:
    description: Python version used to run Doxify.

… [truncated 1264 chars]

Output

Wrote file successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/.github/workflows/ci.yml old: - name: Uplo...

Input

file: ~/Desktop/repos/doxify/.github/workflows/ci.yml
old:
      - name: Upload distributions
        uses: actions/upload-artifact@v4
        with:
          name: dist
          path: dist/
          if-no-files-found: error
new:
      - name: Upload distributions
        uses: actions/upload-artifact@v4
        with:
          name: dist
          path: dist/
          if-no-files-found: error

  verify:
    name: Verify evidence-backed claims
    runs-on: ubuntu-latest
    env:
      SENTRY_DSN: ""
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name: Verify self-audit README
    
… [truncated 691 chars]

Output

Edit applied successfully.

Agent

▸ bash python3 - <<'PY' import yaml from pathlib import Path for path in [Path('acti...

Input

$ python3 - <<'PY'
import yaml
from pathlib import Path
for path in [Path('action.yml'), Path('.github/workflows/ci.yml')]:
    data = yaml.safe_load(path.read_text())
    print(path, 'OK', type(data).__name__)
PY

Output

action.yml OK dict
.github/workflows/ci.yml OK dict

Agent

▸ bash SENTRY_DSN="" uv run --project "$PWD" --no-sync doxify verify --artifact READ...

Input

$ SENTRY_DSN="" uv run --project "$PWD" --no-sync doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --fail-on needs_evidence,rejected --check; echo POSITIVE_EXIT:$?

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.
POSITIVE_EXIT:0

▸ bash SENTRY_DSN="" uv run --project "$PWD" --no-sync doxify verify output/next-das...

Input

$ SENTRY_DSN="" uv run --project "$PWD" --no-sync doxify verify output/next-dashboard/case-study --artifact output/next-dashboard/case-study/case-study.md --fail-on needs_evidence,rejected --check >/tmp/doxify-negative.out 2>&1; code=$?; tail -5 /tmp/doxify-negative.out; echo NEGATIVE_EXIT:$code

Output

C11 needs_evidence This commit timeline reveals a relatively recent development 
cycle, highlighting the need for streamlined workflows.
  No citation token was found.
  ... and 61 more
Verification failed: 105 claim(s) matched --fail-on.
NEGATIVE_EXIT:1

Agent

▸ edit file: ~/Desktop/repos/doxify/.github/workflows/ci.yml old: uses: ./ ...

Input

file: ~/Desktop/repos/doxify/.github/workflows/ci.yml
old:
        uses: ./
        with:
          session: output/next-dashboard/case-study
          artifact: output/next-dashboard/case-study/case-study.md
          fail-on: needs_evidence,rejected
new:
        uses: ./
        with:
          artifact: output/next-dashboard/case-study/case-study.md
          evidence: output/next-dashboard/case-study/evidence.json
          fail-on: needs_evidence,rejected

Output

Edit applied successfully.

Agent

▸ bash ls -lh docs/self-audit/evidence.json; head -30 docs/self-audit/evidence.json

Input

$ ls -lh docs/self-audit/evidence.json; head -30 docs/self-audit/evidence.json

Output

-rw-rw-r-- 1 [user] [user] 30K Oct 24 18:48 docs/self-audit/evidence.json
{
  "schema_version": "1.0",
  "repo": {
    "path": ".",
    "name": "doxify",
    "head_sha": "2f2bfdd69d0bcb18747d97db147083e1ebc9fe8a",
    "branch": "main",
    "commit_count": 8,
    "first_commit_date": "2026-10-23",
    "last_commit_date": "2026-10-24",
    "tracked_file_count": 51,
    "languages": {
      "Python": 28,
      "JSON": 13,
      "Markdown": 4,
      "TOML": 1,
      "YAML": 1
    },
    "readme_path": "README.md",
    "manifests": [
      "pyproject.toml"
    ],
    "test_files": [
      "tests/test_ollama_client.py",
      "tests/test_readme.py",
      "tests/test_scout.py"
    ],
    "deploy_files": [
      ".github/workflows/ci.yml"
    ]

Agent

▸ bash git log --oneline -5; git status --short | head -40

Input

$ git log --oneline -5; git status --short | head -40

Output

2f2bfdd feat(monitoring): add Sentry error monitoring with MIT license
d5c94b8 feat(scout): add evidence-backed upgrade impact analysis
f4b1d79 chore(demo): add precomputed nextjs-dashboard compile artifacts
95a5e02 build(ci): add Python 3.10 TOML fallback and package CI
11a198d docs(plan): align roadmap with CLI MVP and README mode
 M .github/workflows/ci.yml
 M README.md
 M src/doxify/pipeline.py
?? action.yml
?? docs/
?? src/doxify/audit.py
?? tests/test_audit.py
?? tests/test_self_audit.py
?? tests/test_verify_cli.py

Agent

▸ bash git status --short; git diff --stat; rg -n "def verify\(" -A 20 src/doxify/cl...

Input

$ git status --short; git diff --stat; rg -n "def verify\(" -A 20 src/doxify/cli.py | head -40; git show HEAD:src/doxify/cli.py | rg -n "def verify\(" -A 10 | head -30

Output

 M .github/workflows/ci.yml
 M README.md
 M src/doxify/pipeline.py
?? action.yml
?? docs/
?? src/doxify/audit.py
?? tests/test_audit.py
?? tests/test_self_audit.py
?? tests/test_verify_cli.py
 .github/workflows/ci.yml | 32 ++++++++++++++++++++++++++
 README.md                | 58 +++++++++++++++++++++++++++++++++++++++++++++++-
 src/doxify/pipeline.py   | 11 +++++++--
 3 files changed, 98 insertions(+), 3 deletions(-)
372:def verify(
373-    session: Path | None = typer.Argument(
374-        None,
375-        exists=True,
376-        file_okay=False,
377-        resolve_path=True,
378-        help="Compile session directory. Omit when auditing an artifact directly.",
379-    ),
380-    artifact: Path | None = typer.Option(
381-        None,
382-        "--artifact",
383-        exists=True
… [truncated 621 chars]

Agent

▸ bash SENTRY_DSN="" uv run pytest -q

Input

$ SENTRY_DSN="" uv run pytest -q

Output

...................................................                      [100%]
51 passed in 5.57s

Agent

▸ bash uv run ruff check .

Input

$ uv run ruff check .

Output

All checks passed!

Agent

▸ bash uv build

Input

$ uv build

Output

Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl

Agent

▸ bash python3 - <<'PY' import yaml from pathlib import Path for path in [Path('acti...

Input

$ python3 - <<'PY'
import yaml
from pathlib import Path
for path in [Path('action.yml'), Path('.github/workflows/ci.yml')]:
    yaml.safe_load(path.read_text())
    print(path, 'OK')
PY

Output

action.yml OK
.github/workflows/ci.yml OK

▸ bash SENTRY_DSN="" uv run --project "$PWD" --no-sync doxify verify --artifact READ...

Input

$ SENTRY_DSN="" uv run --project "$PWD" --no-sync doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --fail-on needs_evidence,rejected --check >/tmp/doxify-positive.out 2>&1; code=$?; tail -8 /tmp/doxify-positive.out; echo POSITIVE_EXIT:$code

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.
POSITIVE_EXIT:0

▸ bash SENTRY_DSN="" uv run --project "$PWD" --no-sync doxify verify --artifact outp...

Input

$ SENTRY_DSN="" uv run --project "$PWD" --no-sync doxify verify --artifact output/next-dashboard/case-study/case-study.md --evidence output/next-dashboard/case-study/evidence.json --fail-on needs_evidence,rejected --check >/tmp/doxify-negative2.out 2>&1; code=$?; tail -6 /tmp/doxify-negative2.out; echo NEGATIVE_EXIT:$code

Output

  Citation does not overlap with the claim's key terms.
C11 needs_evidence This commit timeline reveals a relatively recent development 
cycle, highlighting the need for streamlined workflows.
  No citation token was found.
  ... and 61 more
Verification failed: 71 claim(s) matched --fail-on.
NEGATIVE_EXIT:1

Agent

▸ bash mkdir -p /tmp/doxify-action-caller && cp README.md /tmp/doxify-action-caller/...

Input

$ mkdir -p /tmp/doxify-action-caller && cp README.md /tmp/doxify-action-caller/README.md && mkdir -p /tmp/doxify-action-caller/docs/self-audit && cp docs/self-audit/evidence.json /tmp/doxify-action-caller/docs/self-audit/evidence.json && printf '[project]\nname="caller"\nversion="0.0.0"\nrequires-python=">=3.10"\n' > /tmp/doxify-action-caller/pyproject.toml

Output

(no output)

Agent

▸ bash SENTRY_DSN="" uv run --project ~/Desktop/repos/doxify --no-sync doxify verify...

Input

$ SENTRY_DSN="" uv run --project ~/Desktop/repos/doxify --no-sync doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --fail-on needs_evidence,rejected --check; echo EXIT:$?

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.
EXIT:0

Agent

▸ bash rm -rf /tmp/doxify-action-caller /tmp/doxify-positive.out /tmp/doxify-negativ...

Input

$ rm -rf /tmp/doxify-action-caller /tmp/doxify-positive.out /tmp/doxify-negative.out /tmp/doxify-negative2.out

Output

(no output)

Agent

▸ bash GITHUB_ACTION_PATH="$PWD" INPUT_SESSION="" INPUT_ARTIFACT="README.md" INPUT_E...

Input

$ GITHUB_ACTION_PATH="$PWD" INPUT_SESSION="" INPUT_ARTIFACT="README.md" INPUT_EVIDENCE="docs/self-audit/evidence.json" INPUT_FAIL_ON="needs_evidence,rejected" SENTRY_DSN="" bash -euo pipefail -c '
uv sync --frozen --no-dev --project "$GITHUB_ACTION_PATH" >/tmp/doxify-action-sync.log 2>&1
args=(verify)
if [[ -n "$INPUT_SESSION" ]]; then args+=("$INPUT_SESSION"); fi
if [[ -n "$INPUT_ARTIFACT" ]]; then args+=(--artifact "$INPUT_ARTIFACT"); fi
if [[ -n "$INPUT_EVIDENCE" ]]; then args+=(--evidence "$INPUT_EVIDENCE"); fi
args+=(--fail-on "$INPUT_FAIL_ON" --check)
uv run --project "$GITHUB_ACTION_PATH" --no-sync doxify "${args[@]}"
'; echo ACTION_EXIT:$?; tail -5 /tmp/doxify-action-sync.log

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.
ACTION_EXIT:0
 - iniconfig==2.3.1
 - packaging==26.3
 - pluggy==1.7.0
 - pytest==9.1.1
 - ruff==0.17.2

Agent

▸ bash git status --short; git diff --stat; git diff -- .github/workflows/ci.yml REA...

Input

$ git status --short; git diff --stat; git diff -- .github/workflows/ci.yml README.md src/doxify/pipeline.py | sed -n '1,220p'

Output

 M .github/workflows/ci.yml
 M README.md
 M src/doxify/pipeline.py
?? action.yml
?? docs/
?? src/doxify/audit.py
?? tests/test_audit.py
?? tests/test_self_audit.py
?? tests/test_verify_cli.py
 .github/workflows/ci.yml | 32 ++++++++++++++++++++++++++
 README.md                | 58 +++++++++++++++++++++++++++++++++++++++++++++++-
 src/doxify/pipeline.py   | 11 +++++++--
 3 files changed, 98 insertions(+), 3 deletions(-)
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2704633..74e0a7d 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -41,3 +41,35 @@ jobs:
           name: dist
           path: dist/
           if-no-files-found: error
+
+  verify:
+    name: Verify evidence-backed claims
+    runs-on: ubuntu-latest
+    env:
+      SENTRY_DSN: ""
+
… [truncated 5472 chars]

Agent

▸ bash uv sync --frozen >/tmp/doxify-sync.log 2>&1; tail -5 /tmp/doxify-sync.log; uv...

Input

$ uv sync --frozen >/tmp/doxify-sync.log 2>&1; tail -5 /tmp/doxify-sync.log; uv run pytest -q >/tmp/doxify-pytest.log 2>&1; code=$?; tail -5 /tmp/doxify-pytest.log; echo PYTEST_EXIT:$code; rm -f /tmp/doxify-sync.log /tmp/doxify-pytest.log /tmp/doxify-action-sync.log

Output

 + iniconfig==2.3.1
 + packaging==26.3
 + pluggy==1.7.0
 + pytest==9.1.1
 + ruff==0.17.2
...................................................                      [100%]
51 passed in 4.04s
PYTEST_EXIT:0

Agent

▸ bash uv run ruff check .

Input

$ uv run ruff check .

Output

All checks passed!

▸ bash SENTRY_DSN="" uv run doxify verify --artifact README.md --evidence docs/self-...

Input

$ SENTRY_DSN="" uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --fail-on needs_evidence,rejected --check >/tmp/doxify-check.log 2>&1; code=$?; tail -6 /tmp/doxify-check.log; echo POSITIVE_EXIT:$code; rm -f /tmp/doxify-check.log

Output

│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.
POSITIVE_EXIT:0

▸ bash SENTRY_DSN="" uv run doxify verify --artifact output/next-dashboard/case-stud...

Input

$ SENTRY_DSN="" uv run doxify verify --artifact output/next-dashboard/case-study/case-study.md --evidence output/next-dashboard/case-study/evidence.json --fail-on needs_evidence,rejected --check >/tmp/doxify-check-neg.log 2>&1; code=$?; tail -4 /tmp/doxify-check-neg.log; echo NEGATIVE_EXIT:$code; rm -f /tmp/doxify-check-neg.log

Output

cycle, highlighting the need for streamlined workflows.
  No citation token was found.
  ... and 61 more
Verification failed: 71 claim(s) matched --fail-on.
NEGATIVE_EXIT:1

Agent

▸ bash uv build >/tmp/doxify-build.log 2>&1; code=$?; tail -6 /tmp/doxify-build.log;...

Input

$ uv build >/tmp/doxify-build.log 2>&1; code=$?; tail -6 /tmp/doxify-build.log; echo BUILD_EXIT:$code; rm -f /tmp/doxify-build.log

Output

Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl
BUILD_EXIT:0

Agent

▸ todowrite {"todos": [{"content": "Implement artifact audit engine and tests", "status":...

Input

{
  "todos": [
    {
      "content": "Implement artifact audit engine and tests",
      "status": "completed",
      "priority": "high"
    },
    {
      "content": "Extend verify CLI/pipeline with fail-on, artifact, evidence, check",
      "status": "completed",
      "priority": "high"
    },
    {
      "content": "Add self-audit evidence and README markers/docs",
      "status": "completed",
      "priority": "high"
    },
    {
      "content": "Use Copilot to draft action runner command; add action.yml",
      "status": "completed",
      "priority": "medium"
    },
    {
      "content": "Add CI workflow positive/negative verification",
      "status": "completed",
      "priority": "medium"
    },
    {
      "content": "Run ruff, pytest, build, and action command checks",
      "status": "completed",
      "priority": "high"
    }
  ]
}

Output

[
  {
    "content": "Implement artifact audit engine and tests",
    "status": "completed",
    "priority": "high"
  },
  {
    "content": "Extend verify CLI/pipeline with fail-on, artifact, evidence, check",
    "status": "completed",
    "priority": "high"
  },
  {
    "content": "Add self-audit evidence and README markers/docs",
    "status": "completed",
    "priority": "high"
  },
  {
    "content": "Use Copilot to draft action runner command; add action.yml",
    "status": "completed",
    "priority": "medium"
  },
  {
    "content": "Add CI workflow positive/negative verification",
   
… [truncated 182 chars]

Agent

▸ todowrite {"todos": [{"content": "Implement artifact audit engine and tests", "status":...

Input

{
  "todos": [
    {
      "content": "Implement artifact audit engine and tests",
      "status": "completed",
      "priority": "high"
    },
    {
      "content": "Extend verify CLI/pipeline with fail-on, artifact, evidence, check",
      "status": "completed",
      "priority": "high"
    },
    {
      "content": "Add self-audit evidence and README markers/docs",
      "status": "completed",
      "priority": "high"
    },
    {
      "content": "Attempt Copilot CLI (unavailable); add action.yml manually",
      "status": "completed",
      "priority": "medium"
    },
    {
      "content": "Add CI workflow positive/negative verification",
      "status": "completed",
      "priority": "medium"
    },
    {
      "content": "Run ruff, pytest, build, and action command checks",
      "status": "completed",
      "priority": "high"
    }
  ]
}

Output

[
  {
    "content": "Implement artifact audit engine and tests",
    "status": "completed",
    "priority": "high"
  },
  {
    "content": "Extend verify CLI/pipeline with fail-on, artifact, evidence, check",
    "status": "completed",
    "priority": "high"
  },
  {
    "content": "Add self-audit evidence and README markers/docs",
    "status": "completed",
    "priority": "high"
  },
  {
    "content": "Attempt Copilot CLI (unavailable); add action.yml manually",
    "status": "completed",
    "priority": "medium"
  },
  {
    "content": "Add CI workflow positive/negative verification",
   
… [truncated 182 chars]

Agent

▸ bash rg -n "/home/|OLLAMA_API_KEY|secret|token" docs/self-audit/evidence.json | he...

Input

$ rg -n "/home/|OLLAMA_API_KEY|secret|token" docs/self-audit/evidence.json | head -20 || true; git diff --check

Output

(no output)

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: ## Verify in CI The composite ac...

Input

file: ~/Desktop/repos/doxify/README.md
old:
## Verify in CI

The composite action runs the same deterministic checker. Point it at an
evidence-marked README:
new:
## Verify in CI

The composite action runs the same deterministic checker. Unmarked sections
fail; sections marked `doxify-attested` are author-owned and pass unless
`attested` is added to `fail-on`. Point it at an evidence-marked README:

Output

Edit applied successfully.

Agent

▸ bash SENTRY_DSN="" uv run pytest -q tests/test_self_audit.py tests/test_audit.py t...

Input

$ SENTRY_DSN="" uv run pytest -q tests/test_self_audit.py tests/test_audit.py tests/test_verify_cli.py

Output

..............                                                           [100%]
14 passed in 2.70s

Agent

▸ bash SENTRY_DSN="" uv run pytest -q

Input

$ SENTRY_DSN="" uv run pytest -q

Output

...................................................                      [100%]
51 passed in 3.14s

▸ bash uv run ruff check .

Input

$ uv run ruff check .

Output

All checks passed!

▸ bash python3 - <<'PY' import yaml for path in ('action.yml', '.github/workflows/ci...

Input

$ python3 - <<'PY'
import yaml
for path in ('action.yml', '.github/workflows/ci.yml'):
    yaml.safe_load(open(path))
    print(path, 'OK')
PY

Output

action.yml OK
.github/workflows/ci.yml OK

Agent

▸ bash git status --short; git diff --check; git diff --stat

Input

$ git status --short; git diff --check; git diff --stat

Output

 M .github/workflows/ci.yml
 M README.md
 M src/doxify/pipeline.py
?? action.yml
?? docs/
?? src/doxify/audit.py
?? tests/test_audit.py
?? tests/test_self_audit.py
?? tests/test_verify_cli.py
 .github/workflows/ci.yml | 32 ++++++++++++++++++++++++++
 README.md                | 59 +++++++++++++++++++++++++++++++++++++++++++++++-
 src/doxify/pipeline.py   | 11 +++++++--
 3 files changed, 99 insertions(+), 3 deletions(-)

Agent

▸ bash uv build >/tmp/doxify-build.log 2>&1; code=$?; tail -4 /tmp/doxify-build.log;...

Input

$ uv build >/tmp/doxify-build.log 2>&1; code=$?; tail -4 /tmp/doxify-build.log; echo BUILD_EXIT:$code; rm -f /tmp/doxify-build.log

Output

Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl
BUILD_EXIT:0

Agent

▸ bash SENTRY_DSN="" uv run doxify verify 2>&1 | tail -8; echo EXIT:${pipestatus[1]:...

Input

$ SENTRY_DSN="" uv run doxify verify 2>&1 | tail -8; echo EXIT:${pipestatus[1]:-$?}

Output

Usage: doxify verify [OPTIONS] [session]
Try 'doxify verify --help' for help.
╭─ Error ──────────────────────────────────────────────────────────────────────╮
│ Invalid value: Provide SESSION or --artifact.                                │
╰──────────────────────────────────────────────────────────────────────────────╯
EXIT:2

Agent

▸ bash git diff --check; SENTRY_DSN="" uv run doxify verify --artifact README.md --e...

Input

$ git diff --check; SENTRY_DSN="" uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --fail-on needs_evidence,rejected --check >/tmp/final-check.log 2>&1; code=$?; tail -4 /tmp/final-check.log; echo FINAL_CHECK_EXIT:$code; rm -f /tmp/final-check.log

Output

│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.
FINAL_CHECK_EXIT:0

Agent

Implemented:

src/doxify/audit.py: verifies evidence-marked README sections, allows explicit doxify-attested sections, audits case-study markers, and rejects unknown evidence IDs.
doxify verify: supports --artifact, --evidence, --fail-on, and --check; exits non-zero on selected claim statuses.
README.md: added attested markers, a verified Project facts section, and CI usage docs.
docs/self-audit/evidence.json: committed evidence snapshot for the README.
action.yml + .github/workflows/ci.yml: composite action plus positive self-audit and expected-failure case-study checks.

Verified:
- uv run pytest -q → 51 passed
- uv run ruff check . → pass
- uv build → pass
- Self-audit → 5 verified, 8 attested, 0 unresolved
- Precomputed case study → exit 1 as expected

Notes: Copilot CLI was unavailable (gh copilot reports not installed; npx @github/copilot timed out), so action.yml was written manually. The action disables Sentry with SENTRY_DSN=""; the local CLI’s default Sentry DSN remains a separate privacy issue.

You

now for the meat of the project, it's peak,is writing all about the proect. write it in the fromat:This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady

What I Built

Demo

Code

How I Built It

Why Does Open Innovation Matter?

My Agent Session

The Lazy Payoff

Prize Categories

note that you may have a shitty project but a great writeup will surely sell you so put alot of effort into it. write on what is already impleented and wired or in the process. create a new file submission.md for this process. you can get stuff from @PLAN.md for this. but ofcourse, not a full copy. clearly define what exaclty this project is, and who it is for. add some core code snippets. remember readme and scout are at the core of doxify, not bolted on top; but it also is a case study tool too

Called the Read tool with the following input: {"filePath":"~/Desktop/repos/doxify/PLAN.md"}

<path>~/Desktop/repos/doxify/PLAN.md</path>
<type>file</type>
<content>
1: # Doxify — Hacktoberfest Week 3 Project Plan
2:
3: > Working title: Doxify

4: > Tagline: Portfolio case studies you can defend.

5: > Status: CLI MVP implemented; Scout upgrade analysis implemented; opt-in Ollama Cloud inference added; hosted mode planned.
6: > Plan date: 2026-10-22.
7: > Last implementation update: 2026-10-24.
8: > Hackathon deadline: 2026-10-25, 11:59 PM PDT = 2026-10-26, 7:59 AM WAT.

9: > Target category: Best Use of Gemma.

10: > Demo input repo: ~/Desktop/repos/scholarship-mcp.
11:
12: > Implementation status: The working MVP is a local CLI in src/doxify using
13: > Python 3.10, Typer, Rich, Pydantic, GitPython, and Ollama. Local inference is
14: > still the default; --provider cloud routes model calls to Ollama Cloud for
15: > users who do not want to install Ollama locally. The FastAPI and Next.js
16: > sections below describe the deferred hosted UI, not the current build.
17: > Current commands: doctor, scan, compile, readme, scout, verify,
18: > attest, and export.
19:
20: ---
21:
22: ## 0. How to use this document
23:
24: This document is the single source of truth for the project. It is intentionally verbose so that implementation decisions do not have to be re-derived later.
25:
26: Read it in this order:
27:
28: 1. Sections 1–6 — why this project exists and why the demo repo was chosen.
29: 2. Sections 7–16 — what the product does, how it looks, and how it is built.
30: 3. Sections 17–21 — the execution plan, tests, demo, and submission.
31: 4. Sections 22–25 — risks, cut lines, open decisions, and first commands.
32: 5. Appendices — exact evidence from the demo repo, sample content, and references.
33:
34: If time is short, the non-negotiable core is:
35:
36: - scan a local repo,
37: - build evidence cards,
38: - generate a case study where every sentence cites evidence,
39: - flag unsupported or contradicted claims,
40: - generate an interview defense pack,
41: - export Markdown,
42: - run fully locally with Gemma via Ollama.
43:
44: Everything else is optional.
45:
46: ---
47:
48: ## 1. One-page summary
49:
50: Doxify is a local-first portfolio case study compiler.
51:
52: It takes a finished software project and turns it into:
53:
54: - a portfolio-ready case study,
55: - an evidence ledger,
56: - an interview defense pack,
57: - and an optional evidence-backed README.
58:
59: The important difference is that it does not simply ask a language model to write a story about a repository. It first extracts evidence from the repository, then writes only from that evidence, then verifies that every claim is either:
60:
61: - supported by code or git history,
62: - explicitly attested by the user,
63: - or flagged as missing evidence.
64:
65: The product thesis is simple:
66:
67: > Most AI portfolio tools generate confidence. Doxify generates defensibility.
68:
69: The demo project is scholarship-mcp, a working MCP server with 20 commits, 9 tools, 3 database models, 26 seeded scholarship records, and no README. That is the perfect before/after story: a real project with a real technical arc, but no written portfolio narrative.
70:
71: The current implementation is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, and a local gemma3:1b model through Ollama. Local inference remains the default: it reads a local repository, writes compile artifacts to a local session directory, and calls only the local Ollama server. Users without a local Ollama install can explicitly opt into Ollama Cloud with --provider cloud and OLLAMA_API_KEY; in that mode evidence cards are sent to Ollama Cloud's hosted model instead. The tool has no database, no telemetry, and no account system of its own.
72:
73: The hackathon submission is a brand-new repository. scholarship-mcp is only the input used for the demonstration; it is not the submitted project.
74:
75: ---
76:
77: ## 2. The problem
78:
79: ### 2.1 The user problem
80:
81: Developers finish projects and then fail to write them up.
82:
83: The work already exists:
84:
85: - commits,
86: - code,
87: - tests,
88: - deployment files,
89: - design decisions,
90: - bug fixes,
91: - refactors,
92: - README fragments,
93: - notes,
94: - screenshots.
95:
96: But turning that material into a portfolio case study is a separate, dreaded task. It requires:
97:
98: - remembering why decisions were made,
99: - reconstructing a timeline,
100: - deciding what matters,
101: - writing for recruiters,
102: - writing for interviewers,
103: - checking that every claim is true,
104: - and making the result sound like a person, not a template.
105:
106: Most people postpone it. Their portfolio stays stale or empty.
107:
108: ### 2.2 The AI problem
109:
110: The obvious solution is “ask an LLM to write the case study.”
111:
112: That creates a new problem: AI slop that collapses in an interview.
113:
114: A generic model will happily write:
115:
116: - “Built a scalable platform used by thousands of users.”
117: - “Reduced latency by 40%.”
118: - “Led a team of five engineers.”
119: - “Implemented OAuth authentication.”
120:
121: None of those claims may be true. Some may be partly true. Some may be impossible to verify from code. The developer then has to defend them in a hiring conversation.
122:
123: The failure is structural:
124:
125: - the model was given a repository,
126: - it was asked for a narrative,
127: - and it optimized for a confident story rather than a true one.
128:
129: Prompting more carefully does not fix this. The missing ingredient is evidence with a verification step.
130:
131: ### 2.3 The private-work problem
132:
133: The problem gets worse for private or NDA work.
134:
135: Many developers cannot share the repository at all. Their best work lives behind a company login. Cloud portfolio tools ask them to conne
… [truncated 52134 chars]

[attached file: PLAN.md]

Agent

Input

$ rg -n "def .*quote|quote|verified|match|search|extract|fallback" src/doxify/scout.py | head -80

Output

41:SERPAPI_URL = "https://serpapi.com/search.json"
164:def _api_match_keys(api: str) -> set[str]:
193:        quote: str,
200:        self.quote = quote
235:    match = _SEMVER_RE.search(value.strip())
236:    if not match:
238:    major = int(match.group(1))
239:    minor = int(match.group(2) or 0)
240:    patch = int(match.group(3) or 0)
241:    precision = 3 if match.group(3) is not None else 2 if match.group(2) is not None else 1
242:    suffix = match.group(4) or ""
261:def _tag_matches_package(tag: str, package: str) -> bool:
286:        if note.version in seen or not _tag_matches_package(note.version, package):
324:        if _BREAKING_RE.search(note.body):
543:            warnings.append(f"SerpApi fallback failed: {exc}")
549:        "set SERPAPI_API_KEY for the SerpApi fallback, o
… [truncated 3694 chars]

▸ bash sed -n '1,180p' src/doxify/scout.py

Input

$ sed -n '1,180p' src/doxify/scout.py

Output

from __future__ import annotations

import html
import json
import os
import re
from collections.abc import Callable
from dataclasses import dataclass
from html.parser import HTMLParser
from pathlib import Path, PurePosixPath
from typing import Any
from urllib.error import HTTPError, URLError
from urllib.parse import urlencode
from urllib.request import Request, urlopen

from .errors import ModelError, ScoutError
from .git_repo import RepoContext, collect_repo_context, open_repo
from .models import (
    BreakingChange,
    CodeMatch,
    ReleaseNote,
    RepoSummary,
    ScoutReport,
    ScoutScore,
    ScoutSource,
    ScoutSummary,
    SessionManifest,
)
from .ollama_client import OllamaClient
from .paths import is_secret, is_skippable, read_text_limited
from .prompts import scout_batch
… [truncated 3315 chars]

▸ bash sed -n '180,420p' src/doxify/scout.py

Input

$ sed -n '180,420p' src/doxify/scout.py

Output

    report: ScoutReport
    output_dir: Path
    markdown_path: Path
    json_path: Path
    notes_path: Path
    manifest_path: Path


class _RawChange:
    def __init__(
        self,
        *,
        title: str,
        quote: str,
        release: str | None,
        apis: list[str],
        migration: str | None,
        severity: str,
    ) -> None:
        self.title = title
        self.quote = quote
        self.release = release
        self.apis = apis
        self.migration = migration
        self.severity = severity


class _HTMLTextExtractor(HTMLParser):
    def __init__(self) -> None:
        super().__init__()
        self.parts: list[str] = []
        self._skip = 0

    def handle_starttag(self, tag: str, attrs: list[tuple[str, str | None]]) -> None:
        if tag in 
… [truncated 7184 chars]

You

[session context compacted]

Agent

Objective

Write a high-effort submission.md for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady using the exact DEV template.
Accurately present Doxify’s implemented, wired, and in-process work, with core code snippets and a clear definition of the product and audience.
Prior GitHub Action work is complete: doxify verify is packaged as a reusable action and runs against Doxify’s own README.

Important Details

Submission header must be exactly: *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
Required/optional sections in order: What I Built, Demo, Code, How I Built It, Why Does Open Innovation Matter?, My Agent Session, The Lazy Payoff, Prize Categories.
Target prize category: Best Use of Gemma.
Project definition: Doxify is a local-first evidence compiler that turns repositories into evidence-backed READMEs, portfolio case studies, and interview defense packs, plus scoped dependency-upgrade impact reports via Scout.
Primary audience: developers with finished projects but no portfolio write-up, especially private/NDA work, interview prep, and people who dislike writing about themselves. Secondary: bootcamp grads, career switchers, OSS maintainers, students, freelancers.
Core thesis: “Most AI portfolio tools generate confidence. Doxify generates defensibility.”
README and Scout are core features, not add-ons; the case-study/evidence/defense workflow is also core.
Implemented: doctor, scan, compile, readme, scout, verify, attest, export; local Ollama gemma3:1b; opt-in cloud via --provider cloud / OLLAMA_API_KEY with gemma4:31b default; evidence cards; deterministic verification; README hidden evidence markers; case study; defense pack; Scout release-note extraction, exact-quote validation, deterministic fallback, and code matching.
In-process/planned, must not be claimed as shipped: FastAPI hosted UI, Next.js review UI, job API, session storage UI.
Demo input scholarship-mcp is only input data, not the submitted project. Known facts: 20 commits, 9 MCP tools, 3 Mongoose models, 26 seeded scholarship records, no README.
Do not claim deployment, production readiness, real users, performance gains, test-pass status, revenue, team size, awards, or “first/only” without evidence.
Demo section: no deployed URL or video is known; use local CLI reproduction/repo link or clearly mark a demo placeholder.
Code section: likely repo https://github.com/Ekomjah/doxify; action examples use Ekomjah/doxify@main.
My Agent Session is optional; no DevRelay/agent_session artifact is available.
The Lazy Payoff must not fabricate usage; frame as designed time savings or clearly labeled estimate.
Suggested code snippets to include: evidence extraction/verification (src/doxify/evidence.py, verifier.py, audit.py), README provenance (readme.py), Scout exact-quote/code-match pipeline (scout.py), and compile/session flow (pipeline.py).
GitHub Action implementation:
- action.yml inputs: session, artifact, evidence, fail-on, python-version, working-directory.
- Runs uv sync --frozen --no-dev --project "$GITHUB_ACTION_PATH" then doxify verify ... --check.
- Sets SENTRY_DSN="".
- doxify verify now supports optional SESSION, --artifact, --evidence, --fail-on, --check; default failures are needs_evidence,rejected.
- Root README uses  and  markers.
- Positive self-audit: 5 verified, 8 attested, 0 unresolved.
- Negative component fixture: precomputed output/next-dashboard/case-study reports 71 failing artifact claims and exits 1.
Copilot requirement is unresolved: gh copilot reports “Copilot CLI not installed”; npx @github/copilot timed out. action.yml was written manually.
Sentry caveat: src/doxify/monitoring.py still defaults to a hardcoded DSN for local CLI runs; the action disables it with SENTRY_DSN="".
Working tree is dirty. src/doxify/cli.py verify changes appear present/committed; src/doxify/audit.py, tests/test_audit.py, tests/test_verify_cli.py, tests/test_self_audit.py, action.yml, and docs/self-audit/evidence.json are untracked. README.md, src/doxify/pipeline.py, and .github/workflows/ci.yml are modified.
No submission.md has been created yet.
No commits should be made unless the user asks.

Work State

Completed

Provider-aware OllamaClient with local/cloud auth, provider defaults, health checks, cloud warnings, manifests, and tests.
Scout implementation and tests; benchmarks/scout-react-18-19.json; concurrent commits landed Scout and Sentry monitoring.
README output mode with hidden evidence comments, unresolved-claim omission, temp sessions, backups, and tests.
Case-study compiler, claims verification, defense-pack generation, and export.
New artifact audit engine in src/doxify/audit.py: evidence-marked sections, attested sections, strict unmarked-section failures, case-study visible markers, unknown evidence ID rejection.
CLI/pipeline verification extensions: --artifact, --evidence, --fail-on, --check; read-only session verification.
Root README self-audit markers and Project facts section; docs/self-audit/evidence.json.
Root action.yml; CI verify job with positive self-audit and expected-failure case study assertion.
Verified: uv run pytest -q → 51 passed; uv run ruff check . → pass; uv build → pass; action-style positive step exit 0; negative case study exit 1; YAML parses with system python3 PyYAML.

Active

Drafting submission.md with the exact challenge template, strong narrative, clear audience definition, core code snippets, and honest implemented/in-process distinction.

Blocked

Copilot CLI is unavailable in this environment, so Copilot … [truncated 2375 chars]

You

Continue if you have next steps, or stop and ask for clarification if you are unsure how to proceed.

Agent

▸ bash sed -n '620,700p' src/doxify/scout.py && sed -n '900,980p' src/doxify/scout.p...

Input

$ sed -n '620,700p' src/doxify/scout.py && sed -n '900,980p' src/doxify/scout.py && sed -n '1080,1160p' src/doxify/scout.py

Output



def quote_in_notes(quote: str, body: str) -> bool:
    normalized = _normalize_quote(quote)
    return len(normalized) >= 12 and normalized in _normalize_quote(body)


def normalize_api_tokens(values: Any) -> list[str]:
    if isinstance(values, str):
        raw_values: list[Any] = [values]
    elif isinstance(values, list):
        raw_values = values
    else:
        return []

    tokens: list[str] = []
    seen: set[str] = set()
    for raw in raw_values:
        if not isinstance(raw, str):
            continue
        for piece in re.split(r"[,;]\s*", raw):
            token = piece.strip().strip("`'\"")
            token = token.replace("`", "")
            token = re.sub(r"\(.*\)$", "", token)
            token = re.sub(r"<.*>$", "", token)
            token = token.strip(".,:;
… [truncated 7765 chars]

▸ bash rg -n "def _verify_one|def verify_claim|needs_evidence|rejected|verified" src...

Input

$ rg -n "def _verify_one|def verify_claim|needs_evidence|rejected|verified" src/doxify/verifier.py | head -60 && sed -n '150,300p' src/doxify/verifier.py

Output

73:def verify_claims(claims: list[Claim], evidence: list[EvidenceCard]) -> list[Claim]:
77:    verified: list[Claim] = []
81:            claim.reason = "Author attestation; not verified from repository evidence."
83:            verified.append(claim)
85:        verified.append(
92:    return verified
101:            summary.verified += 1
105:            summary.rejected += 1
107:            summary.needs_evidence += 1
116:            claim.reason = "Author attestation; not verified from repository evidence."
122:def _verify_one(
        status, reason = forbidden
        claim.status = status
        claim.reason = reason
        if status == ClaimStatus.NEEDS_EVIDENCE:
            claim.gap_question = _gap_for(claim.text)
        return claim

    numbers = [normalize_number(value) for va
… [truncated 4703 chars]

▸ bash rg -n "def build_readme|doxify-evidence|unresolved|def compile_repo|verify_cl...

Input

$ rg -n "def build_readme|doxify-evidence|unresolved|def compile_repo|verify_claim|def verify_session" src/doxify/readme.py src/doxify/pipeline.py | head -80

Output

src/doxify/pipeline.py:54:from .verifier import summarize_claims, verify_claims
src/doxify/pipeline.py:97:def compile_repo(
src/doxify/pipeline.py:174:    claims = verify_claims(claims, scan.evidence)
src/doxify/pipeline.py:306:def verify_session(output_dir: Path, *, write: bool = True) -> VerificationReport:
src/doxify/pipeline.py:309:    claims = verify_claims(claims_doc.claims, scan.evidence)
src/doxify/pipeline.py:339:    claims = verify_claims(claims_doc.claims, scan.evidence)
src/doxify/readme.py:40:def build_readme(
src/doxify/readme.py:78:                    f"<!-- doxify-unresolved: {len(omitted)} claim(s) need evidence; "
src/doxify/readme.py:344:        lines.extend(["", f"<!-- doxify-evidence: {ids} -->"])

▸ bash sed -n '1,220p' README.md

Input

$ sed -n '1,220p' README.md

Output

# Doxify

Doxify compiles evidence-backed READMEs and portfolio case studies from local
git repositories. It also scouts breaking dependency upgrades against your
code.

The core pipeline is deterministic: scan the repository, build evidence cards,
generate prose from that evidence, verify every claim, and export the result.
The model only writes; the compiler checks.

<!-- doxify-attested: project description and positioning -->

## Install

Requires Python 3.10+ and git.

```bash
uv sync
uv run doxify --help
```

Or install the package and run `doxify` directly.

<!-- doxify-attested: installation instructions -->

## Local mode (default)

Local mode uses Ollama and `gemma3:1b`. Nothing about the repository leaves
your machine.

```bash
ollama serve
ollama pull gemma3:1b
doxify doctor
do
… [truncated 3593 chars]

Agent

▸ bash sed -n '1,180p' src/doxify/verifier.py

Input

$ sed -n '1,180p' src/doxify/verifier.py

Output

from __future__ import annotations

import re

from .models import Claim, ClaimStatus, CompileSummary, EvidenceCard
from .text import content_tokens

NUMBER_RE = re.compile(r"(?<![\w.])(\d[\d,]*(?:\.\d+)?)(?![\w])")
CODE_TOKEN_RE = re.compile(r"`([^`]+)`|\b([a-z]+[A-Z][A-Za-z0-9_]*)\b")

FORBIDDEN_PATTERNS: list[tuple[str, re.Pattern[str], str]] = [
    (
        "oauth",
        re.compile(r"\boauth\b", re.IGNORECASE),
        "The cited evidence does not contain an OAuth implementation.",
    ),
    (
        "tests pass",
        re.compile(r"\b(?:all\s+)?tests?\s+(?:pass|passed|passing)\b", re.IGNORECASE),
        "Doxify did not run the project's tests.",
    ),
    (
        "deployment",
        re.compile(
            r"\b(?:deployed|in production|production-ready|live at|shipped t
… [truncated 5573 chars]

▸ bash sed -n '40,140p' src/doxify/readme.py && sed -n '320,365p' src/doxify/readme.py

Input

$ sed -n '40,140p' src/doxify/readme.py && sed -n '320,365p' src/doxify/readme.py

Output

def build_readme(
    result: CompileResult,
    *,
    session_dir: Path | None = None,
) -> str:
    repo = result.manifest.repo
    evidence = [card for card in result.evidence if _usable_card(card) is not None]
    claims = result.claims
    lines: list[str] = [GENERATED_MARKER]
    if session_dir is not None:
        lines.append(f"<!-- doxify-compile-session: {session_dir} -->")
    lines.extend(
        [
            f"<!-- doxify-summary: {_summary_text(result)} -->",
            "",
            f"# {repo.name}",
            "",
        ]
    )

    _overview(lines, repo, evidence)
    _what_it_does(lines, evidence)
    _tech_stack(lines, repo, evidence)
    _project_layout(lines, evidence)
    _getting_started(lines, repo, evidence)
    _testing(lines, repo, evidence)
    _limitat
… [truncated 3696 chars]

▸ bash sed -n '90,210p' src/doxify/pipeline.py

Input

$ sed -n '90,210p' src/doxify/pipeline.py

Output

        status="scanned",
    )
    write_manifest(output / MANIFEST, manifest, [EVIDENCE])
    emit("done", f"Evidence written to {output}")
    return scan.repo, scan.evidence, output, manifest


def compile_repo(
    repo_path: Path,
    output_dir: Path,
    *,
    client: OllamaClient,
    model: str,
    draft: str | None = None,
    role: str | None = None,
    on_stage: StageCallback | None = None,
    force: bool = False,
) -> CompileResult:
    emit = on_stage or (lambda _stage, _detail: None)
    emit("validate", "Checking repository and model")
    client.ensure_ready()
    _context, scan = scan_repository(repo_path)
    output = prepare_output_dir(output_dir, force=force)

    now = utc_now()
    manifest = SessionManifest(
        created_at=now,
        updated_at=now,
     
… [truncated 2936 chars]

▸ bash sed -n '1,160p' action.yml && sed -n '1,200p' docs/self-audit/evidence.json

Input

$ sed -n '1,160p' action.yml && sed -n '1,200p' docs/self-audit/evidence.json

Output

name: Doxify Verify
description: Verify Doxify sessions or evidence-marked READMEs and fail on unsupported claims.
author: Ekomjah
branding:
  icon: shield
  color: green

inputs:
  session:
    description: Compile session directory to verify.
    required: false
    default: ""
  artifact:
    description: README or case study file to audit.
    required: false
    default: ""
  evidence:
    description: Evidence JSON for artifact-only verification.
    required: false
    default: ""
  fail-on:
    description: Comma-separated claim statuses that fail the check.
    required: false
    default: needs_evidence,rejected
  python-version:
    description: Python version used to run Doxify.
    required: false
    default: "3.10"
  working-directory:
    description: Directory used to reso
… [truncated 6359 chars]

Agent

Input

$ rg -n "tagline|one-liner|defensib|audience|target user|Who it|who it|success criteria|8GB|under 10|Scholarship|nextjs-dashboard|Open innovation|Best Use|prize|Gemma|submission|DevRelay|Lazy|README|scout|case study|Case study" PLAN.md | head -120

Output

9:> Target category: **Best Use of Gemma**.  
17:> Current commands: `doctor`, `scan`, `compile`, `readme`, `scout`, `verify`,
30:3. **Sections 17–21** — the execution plan, tests, demo, and submission.
38:- generate a case study where every sentence cites evidence,
42:- run fully locally with Gemma via Ollama.
50:**Doxify** is a local-first portfolio case study compiler.
54:- a portfolio-ready case study,
57:- and an optional evidence-backed README.
67:> Most AI portfolio tools generate confidence. Doxify generates defensibility.
69:The demo project is `scholarship-mcp`, a working MCP server with 20 commits, 9 tools, 3 database models, 26 seeded scholarship records, and no README. That is the perfect before/after story: a real project with a real technical arc, but no written portfolio na
… [truncated 7678 chars]

▸ bash sed -n '1,220p' PLAN.md

Input

$ sed -n '1,220p' PLAN.md

Output

# Doxify — Hacktoberfest Week 3 Project Plan

> Working title: **Doxify**  
> Tagline: **Portfolio case studies you can defend.**  
> Status: CLI MVP implemented; Scout upgrade analysis implemented; opt-in Ollama Cloud inference added; hosted mode planned.
> Plan date: 2026-10-22.
> Last implementation update: 2026-10-24.
> Hackathon deadline: 2026-10-25, 11:59 PM PDT = 2026-10-26, 7:59 AM WAT.  
> Target category: **Best Use of Gemma**.  
> Demo input repo: `~/Desktop/repos/scholarship-mcp`.

> **Implementation status:** The working MVP is a local CLI in `src/doxify` using
> Python 3.10, Typer, Rich, Pydantic, GitPython, and Ollama. Local inference is
> still the default; `--provider cloud` routes model calls to Ollama Cloud for
> users who do not want to install Ollama locall
… [truncated 7316 chars]

▸ bash find output/next-dashboard -maxdepth 2 -type f | sort | head -40 && printf '\...

Input

$ find output/next-dashboard -maxdepth 2 -type f | sort | head -40 && printf '\n--- case study ---\n' && sed -n '1,140p' output/next-dashboard/case-study/case-study.md

Output

output/next-dashboard/case-study/case-study.md
output/next-dashboard/case-study/claims.json
output/next-dashboard/case-study/defense.json
output/next-dashboard/case-study/defense.md
output/next-dashboard/case-study/evidence.json
output/next-dashboard/case-study/manifest.json
output/next-dashboard/case-study/sections.json
output/next-dashboard/case-study/verification.json

--- case study ---
# nextjs-dashboard: an evidence-backed case study

> Compiled locally with Doxify. Citations point to the evidence appendix.
> Unverified statements are marked [needs evidence]; author context is marked [attested].

## Snapshot

Okay, here’s the section text based on the provided evidence cards and goal: [needs evidence]

“This project, nextjs-dashboard, is a Next.js application focused on creating inte
… [truncated 12406 chars]

Agent

▸ bash head -5 LICENSE && rg -n "version|requires-python|name =|dependencies" pyproj...

Input

$ head -5 LICENSE && rg -n "version|requires-python|name =|dependencies" pyproject.toml | head -30

Output

MIT License

Copyright (c) 2026 Ekomjah Edet

Permission is hereby granted, free of charge, to any person obtaining a copy
2:name = "doxify"
3:version = "0.1.0"
8:    { name = "Ekomjah Edet", email = "[redacted-email]" }
10:requires-python = ">=3.10"
11:dependencies = [
35:target-version = "py310"

▸ bash sed -n '220,360p' PLAN.md

Input

$ sed -n '220,360p' PLAN.md

Output


The tool deliberately refuses to rush the truth. That is the “steady” part.

### 4.3 Why it fits the Gemma category

The product’s privacy promise depends on local inference:

- the repository may be private,
- the career claims may be sensitive,
- the output may mention internal architecture,
- the user may be offline.

Cloud inference is offered only as an explicit opt-in for users who cannot or do not want to install Ollama. The default remains `gemma3:1b` via local Ollama: it is small enough to run on the target laptop and open enough to be inspectable and portable. When `--provider cloud` is selected, the same Gemma-family workflow runs on Ollama Cloud (`gemma4:31b` by default).

The default submission demo should make local mode explicit:

- local model,
- local repo,
- no network c
… [truncated 4257 chars]

▸ bash sed -n '2260,2400p' PLAN.md

Input

$ sed -n '2260,2400p' PLAN.md

Output

- Show `ollama ps` or the local model call.
- Say: “In local mode: no API keys, no upload, no per-token cost.”

**3:40–4:00 — Close**

- Show the export.
- Show the claim ledger.
- Say: “A case study you can defend.”

### 19.2 Recording notes

- Record at 1080p if possible; 720p is acceptable.
- Use a clean browser profile.
- Hide personal notifications.
- Use a large font in the terminal.
- Keep the mouse movements deliberate.
- Do not claim anything the demo does not show.
- If the compile is slow, cut the waiting and add a timestamp overlay.

---

## 20. DEV post

### 20.1 Title options

1. “I had 20 commits and no README. I built a local Gemma tool that writes a portfolio case study—and refuses to lie.”
2. “Most AI portfolio tools write stories. Mine checks the receipts first.”
3. “Dox
… [truncated 2723 chars]

Agent

▸ bash cat benchmarks/scout-react-18-19.json | head -80 && printf '\n--- scout tests...

Input

$ cat benchmarks/scout-react-18-19.json | head -80 && printf '\n--- scout tests ---\n' && rg -n "def test_" tests/test_scout.py | head -30

Output

{
  "package": "react",
  "from": "18",
  "to": "19",
  "apis": [
    "ReactDOM.render",
    "ReactDOM.hydrate",
    "unmountComponentAtNode",
    "findDOMNode",
    "renderToNodeStream",
    "renderToStaticNodeStream",
    "ReactDOM.createFactory",
    "react-dom/test-utils",
    "propTypes",
    "defaultProps",
    "contextTypes",
    "getChildContext"
  ],
  "notes": "Known React 19 API removals from the React 19 release notes. This is a replay fixture for checking extraction recall; adjust it to the APIs your own application actually uses."
}

--- scout tests ---
98:def test_parse_and_select_versions_across_major_boundary() -> None:
114:def test_select_releases_keeps_first_release_of_each_minor_under_cap() -> None:
125:def test_release_chunks_prefers_breaking_sections() -> None:
138:de
… [truncated 989 chars]

▸ bash rg -n "def test_" tests/test_readme.py tests/test_verify_cli.py tests/test_au...

Input

$ rg -n "def test_" tests/test_readme.py tests/test_verify_cli.py tests/test_audit.py tests/test_self_audit.py | head -60

Output

tests/test_self_audit.py:12:def test_doxify_readme_verifies_against_current_repository() -> None:
tests/test_verify_cli.py:40:def test_verify_artifact_passes_with_evidence_marker(tmp_path: Path) -> None:
tests/test_verify_cli.py:74:def test_verify_artifact_fails_on_unsupported_claim(tmp_path: Path) -> None:
tests/test_verify_cli.py:109:def test_verify_artifact_requires_evidence_without_session(tmp_path: Path) -> None:
tests/test_verify_cli.py:121:def test_verify_check_does_not_rewrite_session(tmp_path: Path) -> None:
tests/test_verify_cli.py:144:def test_verify_session_fails_on_unresolved_claims(tmp_path: Path) -> None:
tests/test_audit.py:25:def test_annotated_readme_verifies_evidence_and_attested_sections(tmp_path: Path) -> None:
tests/test_audit.py:53:def test_annotated_readme_flags_uns
… [truncated 1315 chars]

Agent

Input

$ rg -n "@app.command|def (compile|readme|scout|verify)|--out|--output|--provider|--model|--force|--notes|--expect|--deep" src/doxify/cli.py | head -120

Output

86:@app.command()
98:        "--provider",
134:@app.command()
137:    out: Path | None = typer.Option(None, "--out", "-o", help="Output directory."),
139:    force: bool = typer.Option(False, "--force", help="Allow an existing output directory."),
156:@app.command()
157:def compile(
159:    out: Path | None = typer.Option(None, "--out", "-o", help="Output directory."),
172:        "--provider",
175:    force: bool = typer.Option(False, "--force", help="Allow an existing output directory."),
206:@app.command()
207:def readme(
211:        "--output",
212:        "--out",
228:        "--provider",
231:    force: bool = typer.Option(False, "--force", help="Overwrite an existing README target."),
267:@app.command()
268:def scout(
284:        "--out",
290:        "--notes",
299:        "--expect
… [truncated 222 chars]

▸ bash sed -n '1,180p' src/doxify/cli.py

Input

$ sed -n '1,180p' src/doxify/cli.py

Output

from __future__ import annotations

import re
import shutil
from datetime import datetime
from pathlib import Path

import typer
from rich.table import Table

from .audit import (
    ArtifactReport,
    audit_artifact,
    failing_claims,
    parse_fail_on,
)
from .console import (
    console,
    error,
    print_compile_summary,
    print_readme_summary,
    print_scan_summary,
    print_scout_summary,
    stage_progress,
)
from .errors import DoxifyError
from .models import ClaimStatus, CompileSummary, ScanResult
from .monitoring import init_monitoring, report_exception
from .ollama_client import DEFAULT_MODEL, OllamaClient
from .pipeline import (
    attest_session,
    compile_repo,
    export_session,
    load_evidence_file,
    readme_repo,
    scan_only,
    verify_session,
)
fro
… [truncated 4993 chars]

Agent

▸ bash rg -n "SECTION_SPECS|title=" src/doxify/sections.py src/doxify/pipeline.py sr...

Input

$ rg -n "SECTION_SPECS|title=" src/doxify/sections.py src/doxify/pipeline.py src/doxify/models.py | head -40

Output

rg: src/doxify/sections.py: No such file or directory (os error 2)
src/doxify/pipeline.py:43:from .retrieval import SECTION_SPECS, retrieve_evidence
src/doxify/pipeline.py:132:    for index, spec in enumerate(SECTION_SPECS, start=1):
src/doxify/pipeline.py:133:        emit("generate", f"[{index}/{len(SECTION_SPECS)}] Drafting {spec.title}")
src/doxify/pipeline.py:160:                title=spec.title,

Agent

▸ bash rg -n "SECTION_SPECS|title" src/doxify/retrieval.py | head -40 && sed -n '1,9...

Input

$ rg -n "SECTION_SPECS|title" src/doxify/retrieval.py | head -40 && sed -n '1,90p' src/doxify/retrieval.py

Output

6:SECTION_SPECS: list[SectionSpec] = [
9:        title="Snapshot",
15:        title="The problem",
21:        title="The approach",
27:        title="The hard part",
33:        title="What shipped",
39:        title="What I would change",
56:        " ".join([spec.title, spec.goal, *spec.keywords])
61:            " ".join([card.title, card.text, card.quote or "", *card.keywords])
from __future__ import annotations

from .models import EvidenceCard, SectionSpec
from .text import content_tokens

SECTION_SPECS: list[SectionSpec] = [
    SectionSpec(
        id="snapshot",
        title="Snapshot",
        goal="Summarize what the project is, its stack, size, and timeline.",
        keywords=["identity", "stack", "languages", "commits", "files", "readme"],
    ),
    SectionSpec(
        id="p
… [truncated 2734 chars]

Agent

▸ bash sed -n '210,305p' src/doxify/pipeline.py

Input

$ sed -n '210,305p' src/doxify/pipeline.py

Output

    write_manifest(output / MANIFEST, manifest, artifacts)
    emit("done", f"Session complete: {output}")

    return CompileResult(
        manifest=manifest,
        evidence=scan.evidence,
        sections=sections,
        claims=claims,
        defense=defense,
        summary=summary,
    )


def readme_repo(
    repo_path: Path,
    *,
    client: OllamaClient,
    model: str,
    output: Path | None = None,
    draft: str | None = None,
    role: str | None = None,
    force: bool = False,
    cleanup: bool = False,
    on_stage: StageCallback | None = None,
) -> ReadmeResult:
    emit = on_stage or (lambda _stage, _detail: None)
    safe_name = re.sub(r"[^A-Za-z0-9_.-]+", "-", repo_path.name) or "repository"
    session_dir = Path(tempfile.mkdtemp(prefix=f"doxify-readme-{safe_nam
… [truncated 2211 chars]

Agent

▸ write file: ~/Desktop/repos/doxify/submission.md content: *This is a submission for...

Input

file: ~/Desktop/repos/doxify/submission.md
content:
*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*

# Doxify: most AI portfolio tools write stories. This one checks the receipts.

I had a working project, 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.

The work existed. The story did not.

Every AI writing tool I tried solved the blank page by making up a confident story. I wanted the opposite: a tool that would tell me what I could actually prove, what I could not, and what I needed to answer before putting a claim on my portfolio.

So I built **Doxify**, a local-first evidence compiler 
… [truncated 17502 chars]

Output

Wrote file successfully.

Agent

▸ bash uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence...

Input

$ uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --fail-on needs_evidence,rejected --check

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.

▸ bash uv run pytest -q

Input

$ uv run pytest -q

Output

...................................................                      [100%]
51 passed in 1.46s

▸ bash uv run ruff check . && uv build

Input

$ uv run ruff check . && uv build

Output

All checks passed!
Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl

Agent

▸ read file: ~/Desktop/repos/doxify/submission.md

Input

file: ~/Desktop/repos/doxify/submission.md

Output

<path>~/Desktop/repos/doxify/submission.md</path>
<type>file</type>
<content>
1: *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
2: 
3: # Doxify: most AI portfolio tools write stories. This one checks the receipts.
4: 
5: I had a working project, 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
6: 
7: The work existed. The story did not.
8: 
9: Every AI writing tool I tried solved the blank page by making up a confident story. I w
… [truncated 19372 chars]

Agent

▸ bash git remote -v && git branch --show-current && git status --short

Input

$ git remote -v && git branch --show-current && git status --short

Output

origin   [redacted-email]:Ekomjah/doxify.git (fetch)
origin  [redacted-email]:Ekomjah/doxify.git (push)
main
 M .github/workflows/ci.yml
 M README.md
 M src/doxify/pipeline.py
?? action.yml
?? docs/
?? src/doxify/audit.py
?? submission.md
?? tests/test_audit.py
?? tests/test_self_audit.py
?? tests/test_verify_cli.py

Agent

▸ bash sed -n '1,240p' src/doxify/claims.py

Input

$ sed -n '1,240p' src/doxify/claims.py

Output

from __future__ import annotations

import re

from .models import Claim, ClaimStatus
from .text import compact_whitespace

CITATION_RE = re.compile(r"\[(E\d+)\]")
GAP_RE = re.compile(r"\[GAP\]", re.IGNORECASE)
SENTENCE_SPLIT_RE = re.compile(r"(?<=[.!?])((?:\s*\[E\d+\])*)\s+(?=[A-Z0-9\"“']|\[GAP\])")
PREAMBLE_RE = re.compile(
    r"^(?:okay|sure|certainly|of course|here(?:['\u2019]s| is)|based on|the following)\b",
    re.IGNORECASE,
)
HEADING_RE = re.compile(r"^\s*#{1,6}\s+")
BULLET_RE = re.compile(r"^\s*(?:[-*+]|\d+[.)])\s+")


def extract_claims(section_id: str, body: str, *, start_index: int = 1) -> list[Claim]:
    claims: list[Claim] = []
    for paragraph in _paragraphs(body):
        for sentence in _sentences(paragraph):
            text = compact_whitespace(sentence)
            
… [truncated 2936 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Every sentence is parsed into...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Every sentence is parsed into a claim. Every `[E#]` is checked against the evidence ledger. A claim without a citation cannot pass. A citation to an evidence ID that does not exist is rejected outrigh
… [truncated 2 chars]
new:
Every substantive sentence is parsed into a claim. Every `[E#]` is checked against the evidence ledger. A generated claim without a citation cannot pass. A citation to an evidence ID that does not exist is rejected outright.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: After that, the verifier chec...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
After that, the verifier checks numbers against the cited evidence, checks code identifiers, checks token overlap, and rejects claims that code cannot prove: deployment, "tests pass," OAuth, user coun
… [truncated 378 chars]
new:
After that, the verifier checks numbers against the cited evidence, checks code identifiers, checks token overlap, and flags claims that code cannot prove: deployment, "tests pass," OAuth, user counts, performance improvements, awards, team size, and "first/only" claims.

If a sentence says a repository has 30 records and the evidence says 26, it is rejected. If it says "reduced latency by 40%" an
… [truncated 168 chars]

Output

Edit applied successfully.

Agent

▸ bash git ls-files output/next-dashboard | head -20 && git check-ignore -v submissi...

Input

$ git ls-files output/next-dashboard | head -20 && git check-ignore -v submission.md || true

Output

output/next-dashboard/case-study/case-study.md
output/next-dashboard/case-study/claims.json
output/next-dashboard/case-study/defense.json
output/next-dashboard/case-study/defense.md
output/next-dashboard/case-study/evidence.json
output/next-dashboard/case-study/manifest.json
output/next-dashboard/case-study/sections.json
output/next-dashboard/case-study/verification.json

▸ bash wc -w submission.md && rg -n "TODO|PLACEHOLDER|\[.*\]\(" submission.md | head...

Input

$ wc -w submission.md && rg -n "TODO|PLACEHOLDER|\[.*\]\(" submission.md | head -20

Output

2729 submission.md
1:*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
119:- [Case study](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/case-study.md)
120:- [Claim ledger](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/claims.json)
121:- [Defense pack](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/defense.md)
127:The full project is at [github.com/Ekomjah/doxify](https://github.com/Ekomjah/doxify).
131:- [`src/doxify/pipeline.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/pipeline.py) — the compile, README, verify, and export flows.
132:- [`src/doxify/evidence.py`](https://github.com/
… [truncated 533 chars]

Agent

Created submission.md with the exact challenge template, clear audience definition, README/Scout/case-study coverage, core code snippets, Gemma positioning, honest limitations, and artifact links.

Verified: 51 tests pass, Ruff/build pass, self-audit reports 5 verified + 8 attested. No commit made.

One remaining asset: the post currently uses checked-in artifacts as the demo; add a recorded 90-second walkthrough URL if the challenge requires a video.

You

cool. but you missed out on soe newer imolementaiondetails. i've added sentry and github actions too. explain their usecase, look up te code for them, present them very well. also, add to the Prize Categories, apart from gemma, sentry, serpapi, github copilot and actions and entry(currently undergoing implementaiton but treat as a finsihed feature: look up what they do and write it cohesively. and reframe doxify: it's a tool for sloths. they build the whole project, but then, when their brain is tired after making the last commit, they remmber they have to document their code in the readme to make their repo to any one who comes across it: interviewers, open source develoers, bots, or other fellow sloths. and when they decide to visit the app in a couple of years, after dependencies have gotten neer upgrades and theirs s deprecated, it helps them pinpoint where exactly and how they can immediately make theirs up to date. the case study(json and other md files generated) are just a way to help achieve this core objective. although, you can also preserve the story existing of
Surface Question it answers What it writes
Case study compiler What did I build, and can I defend it? case-study.md, claims.json, defense.md. note that this was the core of the competirion: [Pasted Slow and Steady
Build something with open-source AI at its core.

That can mean running an open-weight model, building on an open-source agent harness or framework, running inference locally, or all three. Whatever you pick, the open pieces should be what makes your project work.

In your post, tell us why open innovation matters for what you built. Does it run on a laptop with no internet? Keep someone's data off a server they don't control? Let you fine-tune, swap models, or change how your agent behaves? Cost nothing to run? Tell us where your open-based approach worked better than a closed one.

This Week's Theme: Slow and Steady
Build something with open-weight models or open-source AI that rewards laziness.

Tomorrow, October 20, is International Sloth Day, and we think sloths have it figured out. They move at their own pace, conserve their energy, and even help moderate our website. This week, we want you to channel your inner sloth and build something that does the work so you don't have to.

Your build could help someone relax, automate a task they dread, or just make life a little easier. A few ideas to get you going:

A local agent that reads your group chats overnight and hands you a two-line summary in the morning

A wind-down companion that generates a calming bedtime story or ambient soundscape, running entirely offline

A fridge photo to grocery list tool, so you never have to stand there with the door open again

A file and inbox tidier that automatically sorts, renames, and archives the clutter you keep putting off

In your post, tell us why open innovation matters for what you built. Does running your own model mean your automation works without an internet connection? Keep your personal messages and files on your own machine? Let you set it up once and never pay for it again? Tell us where your open-based approach worked better than a closed one.

Submission Template
Show your work. We'd love to see how you built it. Save your agent session with DevRelay and embed it in your post, or link to it. It's optional, but it helps the judges understand your process.is project should demostrate just how it helps sloth become even mpore slothy. youcould even add in some sloth language into the wrie up to make it yet even more slothy. add more but short and boneshell code snippets that demonstrate some other technical,moving, cdritical parts of the repo and hw they alltie together; but stick to the earlier prescribed template overall

Agent

Input

$ rg -n "Sentry|sentry|SERP|Serp|serp|Copilot|copilot|entry|Entry|CODEOWNERS|dependabot|action" -S README.md PLAN.md src tests .github action.yml pyproject.toml docs 2>/dev/null | head -200

Output

(no output)

<shell_metadata>
User aborted the command
</shell_metadata>

You

This Week's Theme: Slow and Steady
Build something with open-weight models or open-source AI that rewards laziness.

Your build could help someone relax, automate a task they dread, or just make life a little easier. A few ideas to get you going:

A local agent that reads your group chats overnight and hands you a two-line summary in the morning

A wind-down companion that generates a calming bedtime story or ambient soundscape, running entirely offline

A fridge photo to grocery list tool, so you never have to stand there with the door open again

A file and inbox tidier that automatically sorts, renames, and archives the clutter you keep putting off

Called the Read tool with the following input: {"filePath":"~/Desktop/repos/doxify/submission.md"}

<path>~/Desktop/repos/doxify/submission.md</path>
<type>file</type>
<content>
1: This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady
2:
3: # Doxify: most AI portfolio tools write stories. This one checks the receipts.
4:
5: I had a working project, 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
6:
7: The work existed. The story did not.
8:
9: Every AI writing tool I tried solved the blank page by making up a confident story. I wanted the opposite: a tool that would tell me what I could actually prove, what I could not, and what I needed to answer before putting a claim on my portfolio.
10:
11: So I built Doxify, a local-first evidence compiler for software work. It scans a local git repository, builds evidence cards, asks a Gemma model to write from those cards using a strict citation grammar, and then runs a deterministic verifier over every sentence.
12:
13: The model writes. The compiler checks.
14:
15: That distinction is the whole project.
16:
17: ## What I Built
18:
19: Doxify turns a finished repository into four things:
20:
21: - a portfolio-ready case study,
22: - a claim ledger with a status for every sentence,
23: - an interview defense pack built from the same evidence,
24: - and an evidence-backed README.
25:
26: It also includes Scout, which answers a narrower and very practical question: what in this dependency upgrade actually touches my repository?
27:
28: Doxify is a new MIT-licensed project built during this challenge. The scholarship-mcp repository is the demo input, not the submitted project.
29:
30: ### Three surfaces, one evidence engine
31:
32: | Surface | Question it answers | What it writes |
33: |---|---|---|
34: | Case study compiler | What did I build, and can I defend it? | case-study.md, claims.json, defense.md |
35: | README compiler | How do I explain this repository without inventing setup or usage? | An evidence-marked README.md |
36: | Scout | What in this upgrade is likely to break my code? | scout.md, scout.json, release notes, code matches |
37:
38: The README and Scout workflows are not bolt-ons. They use the same evidence and verification machinery as the case study. That is why they belong in the same product.
39:
40: ### Who Doxify is for
41:
42: Doxify is for developers who have shipped something but have not written it up:
43:
44: - job seekers with projects but no case studies,
45: - career switchers and bootcamp graduates who need to explain technical work,
46: - developers whose best work is private or under NDA,
47: - maintainers who need to understand a dependency upgrade before starting it,
48: - and teams that want documentation claims checked in CI instead of trusted by vibes.
49:
50: It is not a fully automatic portfolio site and it is not a marketing copy generator. It is a review tool. The useful output is not just a draft; it is the list of claims that did not survive verification.
51:
52: ### The case study workflow
53:
54: doxify compile produces six sections: Snapshot, The problem, The approach, The hard part, What shipped, and What I would change.
55:
56: For each narrative section, Doxify retrieves up to three evidence cards and gives them to Gemma. The model is instructed to write with [E#] citations that point back to the evidence ledger. Then the deterministic verifier checks those citations, numbers, identifiers, and a list of claims that code cannot prove.
57:
58: Unsupported sentences are not deleted silently. They are marked [needs evidence], paired with a gap question, and included in the claim ledger. Author context can be added with doxify attest, and it is visibly labeled as an attestation rather than treated as repository proof.
59:
60: The output is not "here is your finished portfolio." It is "here is the draft, here is the proof, and here are the 34 sentences you need to think about."
61:
62: That is more useful to me than a polished lie.
63:
64: ### The README workflow
65:
66: doxify readme runs the same compile, then renders a clean README from verified and attested material.
67:
68: The visible prose has no citation clutter. The provenance lives in HTML comments:
69:
70: markdown 71:  72:  73:
74:
75: Readers get a normal README. CI gets an audit trail.
76:
77: The README builder omits unresolved claims from visible prose, strips the "No README" evidence card, refuses to overwrite an existing README without --force, and keeps a backup when it does. The temporary compile session can be inspected or cleaned up.
78:
79: ### The Scout workflow
80:
81: doxify scout react 18 19 --repo /path/to/app fetches release notes in the upgrade range, extracts breaking changes with exact quotes, and searches the tracked code for the affected APIs.
82:
83: Scout is deliberately strict about quotes. If the model returns a "quote" that is not actually in the release notes, the change is dropped. If the model fails, a deterministic fallback extracts breaking-change lines instead. The report only shows changes that have a code match, because a breaking change that does not touch this repository is not this repository's problem.
84:
85: It writes scout.md, scout.json, release-notes.json, and manifest.json, and it never modifies the scanned repository.
86:
87: The repository includes a replay fixture for the React 18 to 19 upgrade, so extraction recall can be checked against a known list instead of judged by how convincing the output looks.
88:
89: ## Demo
90:
91: There is no hosted demo, and that is deliberate. Doxify's default workflow is local; the repository under analysis should not have to leave the machine.
92:
93: The motivating before/after is scholarship-mcp: 20 commits, nine MCP to
… [truncated 13972 chars]

[attached file: submission.md]

Agent

Input

$ rg -n -i "sentry|serpapi|serp|github copilot|copilot|actions|entry" README.md PLAN.md src tests .github action.yml pyproject.toml docs 2>/dev/null | head -250

Output

README.md:95:`gitpython`, `ollama`, `pydantic`, `rich`, `sentry-sdk`, `tomli`, and `typer`.
src/doxify/verifier.py:168:            and any(word in lower for word in ("scholarship", "record", "entry", "entries"))
.github/workflows/ci.yml:17:        uses: actions/checkout@v4
.github/workflows/ci.yml:39:        uses: actions/upload-artifact@v4
.github/workflows/ci.yml:49:      SENTRY_DSN: ""
.github/workflows/ci.yml:52:        uses: actions/checkout@v4
src/doxify/monitoring.py:15:import sentry_sdk
src/doxify/monitoring.py:16:import sentry_sdk.logger as sentry_logger
src/doxify/monitoring.py:17:from sentry_sdk import crons
src/doxify/monitoring.py:18:from sentry_sdk.consts import OP, SPANDATA
src/doxify/monitoring.py:19:from sentry_sdk.integrations.dedupe import DedupeIntegration
src/doxify/mo
… [truncated 8167 chars]

▸ bash git status --short && git log --oneline -8

Input

$ git status --short && git log --oneline -8

Output

 M .github/workflows/ci.yml
 M README.md
 M src/doxify/cli.py
 M src/doxify/monitoring.py
 M src/doxify/ollama_client.py
 M src/doxify/pipeline.py
 M src/doxify/scout.py
A  submission.md
?? action.yml
?? docs/
?? src/doxify/audit.py
?? src/doxify/log.py
?? src/doxify/redaction.py
?? src/doxify/selfcheck.py
?? tests/conftest.py
?? tests/test_audit.py
?? tests/test_logging.py
?? tests/test_monitoring.py
?? tests/test_redaction.py
?? tests/test_self_audit.py
?? tests/test_selfcheck.py
?? tests/test_verify_cli.py
2f2bfdd feat(monitoring): add Sentry error monitoring with MIT license
d5c94b8 feat(scout): add evidence-backed upgrade impact analysis
f4b1d79 chore(demo): add precomputed nextjs-dashboard compile artifacts
95a5e02 build(ci): add Python 3.10 TOML fallback and package CI
11a198d docs(
… [truncated 271 chars]

▸ bash find . -maxdepth 3 -type f | sort | sed -n '1,160p'

Input

$ find . -maxdepth 3 -type f | sort | sed -n '1,160p'

Output

./action.yml
./benchmarks/scout-react-18-19.json
./dist/doxify-0.1.0-py3-none-any.whl
./dist/doxify-0.1.0.tar.gz
./dist/.gitignore
./docs/self-audit/evidence.json
./.git/COMMIT_EDITMSG
./.git/config
./.git/description
./.git/FETCH_HEAD
./.git/HEAD
./.git/hooks/applypatch-msg.sample
./.git/hooks/commit-msg.sample
./.git/hooks/fsmonitor-watchman.sample
./.git/hooks/post-update.sample
./.git/hooks/pre-applypatch.sample
./.git/hooks/pre-commit.sample
./.git/hooks/pre-merge-commit.sample
./.git/hooks/prepare-commit-msg.sample
./.git/hooks/pre-push.sample
./.git/hooks/pre-rebase.sample
./.git/hooks/pre-receive.sample
./.git/hooks/push-to-checkout.sample
./.git/hooks/sendemail-validate.sample
./.git/hooks/update.sample
./.github/workflows/ci.yml
./.gitignore
./.git/index
./.git/info/exclude
./.gi
… [truncated 2894 chars]

Agent

▸ bash sed -n '1,260p' src/doxify/monitoring.py

Input

$ sed -n '1,260p' src/doxify/monitoring.py

Output

from __future__ import annotations

import importlib.metadata
import logging
import os
import threading
import time
from collections.abc import Iterator
from contextlib import contextmanager
from contextvars import ContextVar
from dataclasses import dataclass
from pathlib import Path
from typing import Any

import sentry_sdk
import sentry_sdk.logger as sentry_logger
from sentry_sdk import crons
from sentry_sdk.consts import OP, SPANDATA
from sentry_sdk.integrations.dedupe import DedupeIntegration
from sentry_sdk.tracing import Span, Transaction

from .redaction import (
    SAFE_DATA_COLLECTION,
    SAFE_LOG_FIELDS,
    redact_text,
    redact_value,
    safe_url,
    sanitize_breadcrumb,
    sanitize_event,
    sanitize_log,
    sanitize_transaction,
)

DEFAULT_MONITOR_SLUG = "doxify-nigh
… [truncated 6692 chars]

▸ bash sed -n '260,520p' src/doxify/monitoring.py

Input

$ sed -n '260,520p' src/doxify/monitoring.py

Output

        for key, value in fields.items()
        if key in SAFE_LOG_FIELDS and isinstance(value, (str, int, float, bool))
    }
    attributes["doxify.event"] = redact_text(event)
    try:
        level_name = {"critical": "fatal"}.get(level, level)
        logger = getattr(sentry_logger, level_name, sentry_logger.info)
        logger(event, attributes=attributes)
    except Exception:
        _log.debug("Failed to send structured log to Sentry.", exc_info=True)


def set_measurement(name: str, value: float, unit: str = "") -> None:
    if not _status.enabled:
        return
    transaction = _current_transaction.get()
    if transaction is None:
        return
    try:
        transaction.set_measurement(name, float(value), unit)
    except (TypeError, ValueError):
        return


def se
… [truncated 4860 chars]

▸ bash sed -n '1,260p' src/doxify/redaction.py

Input

$ sed -n '1,260p' src/doxify/redaction.py

Output

from __future__ import annotations

import copy
import re
from pathlib import Path
from typing import Any
from urllib.parse import urlsplit

MAX_TEXT_LENGTH = 2048
FILTERED = "[Filtered]"
REDACTED_PATH = "<path>"

SAFE_DATA_COLLECTION: dict[str, Any] = {
    "user_info": False,
    "cookies": {"mode": "off"},
    "http_headers": {"request": {"mode": "off"}},
    "http_bodies": [],
    "url_query_params": {"mode": "off"},
    "graphql": {"document": False, "variables": False},
    "gen_ai": {"inputs": False, "outputs": False},
    "database_query_data": False,
    "queues": False,
    "stack_frame_variables": False,
    "frame_context_lines": 0,
}

SAFE_TAGS = frozenset(
    {
        "command",
        "environment",
        "exit_code",
        "model",
        "outcome",
        "provide
… [truncated 6387 chars]

▸ bash sed -n '1,260p' src/doxify/selfcheck.py

Input

$ sed -n '1,260p' src/doxify/selfcheck.py

Output

from __future__ import annotations

import importlib.metadata
import json
import shutil
import sys
import tempfile
from dataclasses import dataclass
from pathlib import Path
from typing import Any

from .ollama_client import OllamaClient


class SelfCheckError(RuntimeError):
    pass


@dataclass(frozen=True)
class Check:
    name: str
    ok: bool
    detail: str


@dataclass(frozen=True)
class SelfCheckResult:
    checks: list[Check]

    @property
    def ok(self) -> bool:
        return all(check.ok for check in self.checks)

    def to_dict(self) -> dict[str, Any]:
        return {
            "ok": self.ok,
            "checks": [
                {"name": check.name, "ok": check.ok, "detail": check.detail}
                for check in self.checks
            ],
        }

    def to_
… [truncated 1319 chars]

Agent

▸ bash sed -n '1,220p' .github/workflows/ci.yml

Input

$ sed -n '1,220p' .github/workflows/ci.yml

Output

name: CI

on:
  push:
    branches: ["**"]
  pull_request:

permissions:
  contents: read

jobs:
  test:
    name: Lint, test, and build
    runs-on: ubuntu-latest
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name: Install uv
        uses: astral-sh/setup-uv@v6
        with:
          python-version: "3.10"
          enable-cache: true
          cache-dependency-glob: uv.lock

      - name: Install dependencies
        run: uv sync --frozen

      - name: Lint
        run: uv run ruff check .

      - name: Test
        run: uv run pytest -q

      - name: Build package
        run: uv build

      - name: Upload distributions
        uses: actions/upload-artifact@v4
        with:
          name: dist
          path: dist/
          if-no-files-f
… [truncated 951 chars]

▸ bash sed -n '1,220p' src/doxify/log.py && sed -n '180,260p' src/doxify/cli.py

Input

$ sed -n '1,220p' src/doxify/log.py && sed -n '180,260p' src/doxify/cli.py

Output

from __future__ import annotations

import json
import logging
import os
import sys
from datetime import datetime, timezone
from typing import Any

from .redaction import SAFE_LOG_FIELDS, redact_text, redact_value

LOGGER_NAME = "doxify"
_configured = False

logger = logging.getLogger(LOGGER_NAME)


class _RedactingFilter(logging.Filter):
    def filter(self, record: logging.LogRecord) -> bool:
        record.msg = redact_text(record.msg)
        if record.args:
            record.args = redact_value(record.args)
        fields = getattr(record, "doxify_fields", None)
        if isinstance(fields, dict):
            record.doxify_fields = {
                key: redact_value(value)
                for key, value in fields.items()
                if key in SAFE_LOG_FIELDS
            }
     
… [truncated 5270 chars]

▸ bash git diff -- src/doxify/monitoring.py src/doxify/cli.py src/doxify/ollama_clie...

Input

$ git diff -- src/doxify/monitoring.py src/doxify/cli.py src/doxify/ollama_client.py src/doxify/scout.py .github/workflows/ci.yml | sed -n '1,260p'

Output

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2704633..74e0a7d 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -41,3 +41,35 @@ jobs:
           name: dist
           path: dist/
           if-no-files-found: error
+
+  verify:
+    name: Verify evidence-backed claims
+    runs-on: ubuntu-latest
+    env:
+      SENTRY_DSN: ""
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+
+      - name: Verify self-audit README
+        uses: ./
+        with:
+          artifact: README.md
+          evidence: docs/self-audit/evidence.json
+          fail-on: needs_evidence,rejected
+
+      - name: Verify unresolved case study (expected failure)
+        id: negative
+        continue-on-error: true
+        uses: ./
+
… [truncated 7891 chars]

Input

$ rg -n "capture_log|command_transaction|model_span|http_span|cron_monitor|init_monitoring|selfcheck|run_self_check|redact" src/doxify tests | head -200

Output

tests/test_monitoring.py:8:from doxify.redaction import SAFE_DATA_COLLECTION
tests/test_monitoring.py:65:    assert monitoring.init_monitoring() is False
tests/test_monitoring.py:72:    assert monitoring.init_monitoring() is False
tests/test_monitoring.py:85:    assert monitoring.init_monitoring() is True
tests/test_monitoring.py:102:    assert monitoring.init_monitoring() is False
tests/test_monitoring.py:114:def test_command_transaction_records_stage_and_measurements(
tests/test_monitoring.py:123:    with monitoring.command_transaction("compile"):
tests/test_monitoring.py:136:def test_command_transaction_reports_unexpected_errors(
tests/test_monitoring.py:151:    with pytest.raises(RuntimeError, match="boom"), monitoring.command_transaction("compile"):
tests/test_monitoring.py:159:def te
… [truncated 5879 chars]

Agent

▸ websearch Hacktoberfest Open-Source AI Challenge Week 3 Slow and Steady prize categorie...

Input

Hacktoberfest Open-Source AI Challenge Week 3 Slow and Steady prize categories Sentry SerpApi GitHub Copilot Actions

Output

Title: Hacktoberfest Open-Source AI Challenge: Week 3 - DEV Challenge - DEV Community
URL: https://dev.to/challenges/hacktoberfest-week3-2026-10-19
Published: 2026-10-19T07:00:00.000Z
Author: N/A
Highlights:
Challenge 4 of 5 in our Hacktoberfest DEV Challenges. One prompt, a new theme every week

...

Challenge Status: Live Ended

...

Week 3 of our five Hacktoberfest DEV Challenges starts today! Running through October 25, the Hacktoberfest Open-Source AI Challenge: Week 3 gives you a full week to build.

...

Miss ... le ... . Every challenge is a fresh start, so you're ... as

...

This week, we'll select one overall winner and a winner in each of our 20 partner categories. See all five challenges and current partner categories on the HF26 DEV Challenge Hub.

...

- ... : October ... 0

… [truncated 22764 chars]

▸ bash sed -n '600,680p' src/doxify/cli.py && sed -n '100,190p' src/doxify/ollama_cl...

Input

$ sed -n '600,680p' src/doxify/cli.py && sed -n '100,190p' src/doxify/ollama_client.py && sed -n '430,560p' src/doxify/scout.py

Output

    table.add_row("Mode", report.mode)
    table.add_row("Sections", str(len(report.sections)))
    table.add_row(
        "Attested sections",
        str(sum(1 for section in report.sections if section.attested)),
    )
    if report.unmarked_sections:
        table.add_row("Unmarked sections", str(len(report.unmarked_sections)))
    table.add_row(
        "Claims",
        f"{summary.verified} verified, {summary.attested} attested, "
        f"{summary.needs_evidence} needing evidence, {summary.rejected} rejected",
    )
    console.print(table)

    failures = failing_claims(report.claims, fail_on)
    for claim in failures[:10]:
        console.print(f"[red]{claim.id} {claim.status.value}[/red] {claim.text}")
        if claim.reason:
            console.print(f"  {claim.reason}")
    
… [truncated 8288 chars]

Agent

▸ bash rg -n "class SessionManifest|class ScoutReport|class VerificationReport|class...

Input

$ rg -n "class SessionManifest|class ScoutReport|class VerificationReport|class Claim\b|class EvidenceCard" src/doxify/models.py && sed -n '1,240p' src/doxify/models.py

Output

48:class EvidenceCard(BaseModel):
96:class Claim(BaseModel):
148:class VerificationReport(BaseModel):
178:class SessionManifest(BaseModel):
290:class ScoutReport(BaseModel):
from __future__ import annotations

from enum import Enum
from typing import Any

from pydantic import BaseModel, ConfigDict, Field

SCHEMA_VERSION = "1.0"
TOOL_NAME = "doxify"


class EvidenceKind(str, Enum):
    METRIC = "metric"
    STACK = "stack"
    FILE = "file"
    CODE = "code"
    COMMIT = "commit"
    TEST = "test"
    DEPLOY = "deploy"
    README = "readme"
    ATTESTED = "attested"


class EvidenceStrength(str, Enum):
    DETERMINISTIC = "deterministic"
    CODE = "code"
    COMMIT = "commit"
    README = "readme"
    ATTESTED = "attested"


class ClaimStatus(str, Enum):
    VERIFIED = "verified"
    ATTES
… [truncated 5056 chars]

Agent

▸ bash uv run pytest --collect-only -q | tail -5

Input

$ uv run pytest --collect-only -q | tail -5

Output

tests/test_verify_cli.py::test_verify_artifact_requires_evidence_without_session
tests/test_verify_cli.py::test_verify_check_does_not_rewrite_session
tests/test_verify_cli.py::test_verify_session_fails_on_unresolved_claims

73 tests collected in 0.12s

▸ bash sed -n '1,120p' tests/test_selfcheck.py && sed -n '1,130p' tests/test_monitor...

Input

$ sed -n '1,120p' tests/test_selfcheck.py && sed -n '1,130p' tests/test_monitoring.py

Output

from __future__ import annotations

import json

from typer.testing import CliRunner

import doxify.cli as cli
from doxify.selfcheck import Check, SelfCheckResult, run_self_check


class FakeClient:
    def __init__(self, healthy: bool) -> None:
        self.healthy = healthy

    def health(self) -> tuple[bool, str]:
        return self.healthy, "ok" if self.healthy else "model missing"


def test_self_check_passes_without_model() -> None:
    result = run_self_check()

    assert result.ok is True
    assert {check.name for check in result.checks} == {
        "python",
        "git",
        "package",
        "tempdir",
    }


def test_self_check_reports_model_failure() -> None:
    result = run_self_check(client=FakeClient(healthy=False))

    model = next(check for check in result.c
… [truncated 5277 chars]

▸ bash sed -n '1,120p' action.yml

Input

$ sed -n '1,120p' action.yml

Output

name: Doxify Verify
description: Verify Doxify sessions or evidence-marked READMEs and fail on unsupported claims.
author: Ekomjah
branding:
  icon: shield
  color: green

inputs:
  session:
    description: Compile session directory to verify.
    required: false
    default: ""
  artifact:
    description: README or case study file to audit.
    required: false
    default: ""
  evidence:
    description: Evidence JSON for artifact-only verification.
    required: false
    default: ""
  fail-on:
    description: Comma-separated claim statuses that fail the check.
    required: false
    default: needs_evidence,rejected
  python-version:
    description: Python version used to run Doxify.
    required: false
    default: "3.10"
  working-directory:
    description: Directory used to reso
… [truncated 1164 chars]

Agent

▸ bash uv run doxify self-check --json

Input

$ uv run doxify self-check --json

Output

{
  "checks": [
    {
      "detail": "3.10",
      "name": "python",
      "ok": true
    },
    {
      "detail": "/usr/bin/git",
      "name": "git",
      "ok": true
    },
    {
      "detail": "0.1.0",
      "name": "package",
      "ok": true
    },
    {
      "detail": "read/write ok",
      "name": "tempdir",
      "ok": true
    }
  ],
  "ok": true
}

▸ bash uv run doxify doctor

Input

$ uv run doxify doctor

Output

                               Doxify doctor                                
┏━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Check      ┃ Status    ┃ Detail                                          ┃
┡━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ git        │ ok        │ /usr/bin/git                                    │
│ Python     │ ok        │ local CLI runtime                               │
│ Monitoring │ disabled  │ set SENTRY_DSN to opt in                        │
│ Provider   │ Ollama    │ http://127.0.0.1:11434                          │
│ Model      │ gemma3:1b │ local                                           │
│ Endpoint   │ ok        │ Ollama is reachable and gemma3:1b is available. │
└────────────┴───────────┴────
… [truncated 47 chars]

Agent

▸ write file: ~/Desktop/repos/doxify/submission.md content: *This is a submission for...

Input

file: ~/Desktop/repos/doxify/submission.md
content:
*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*

# Doxify: for sloths who finished the project and forgot the README

I had a working project, 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.

The code was done. My brain was a puddle.

If you have ever pushed the last commit and then remembered that a repository needs a front door, you know the feeling. The work exists, but the explanation does not. Interviewers, open-source contributors, bots, and fellow sloths land on the repo, see a blank README, and bounce. Then, two years later, you co
… [truncated 25991 chars]

Output

Wrote file successfully.

Agent

▸ bash rg -n "DEFAULT.*MODEL|gemma" src/doxify/ollama_client.py | head -20 && wc -w ...

Input

$ rg -n "DEFAULT.*MODEL|gemma" src/doxify/ollama_client.py | head -20 && wc -w submission.md

Output

15:DEFAULT_MODEL = "gemma3:1b"
17:DEFAULT_CLOUD_MODEL = "gemma4:31b"
56:            or (DEFAULT_CLOUD_MODEL if self.is_cloud else DEFAULT_MODEL)
3950 submission.md

▸ bash uv run pytest -q && uv run ruff check .

Input

$ uv run pytest -q && uv run ruff check .

Output

........................................................................ [ 98%]
.                                                                        [100%]
73 passed in 1.41s
All checks passed!

▸ bash uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence...

Input

$ uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --fail-on needs_evidence,rejected --check

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.

Agent

▸ bash sed -n '1,140p' submission.md

Input

$ sed -n '1,140p' submission.md

Output

*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*

# Doxify: for sloths who finished the project and forgot the README

I had a working project, 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.

The code was done. My brain was a puddle.

If you have ever pushed the last commit and then remembered that a repository needs a front door, you know the feeling. The work exists, but the explanation does not. Interviewers, open-source contributors, bots, and fellow sloths land on the repo, see a blank README, and bounce. Then, two years later, you come back and the dependency tree has moved on without you. The build is deprecated, the upgrade notes
… [truncated 7196 chars]

▸ bash sed -n '140,300p' submission.md

Input

$ sed -n '140,300p' submission.md

Output

Precomputed artifacts:

- [Case study](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/case-study.md)
- [Claim ledger](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/claims.json)
- [Defense pack](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/defense.md)

A 90-second terminal recording of those commands is the intended video demo. The checked-in output is the same artifact.

## Code

The full project is at [github.com/Ekomjah/doxify](https://github.com/Ekomjah/doxify).

Start with:

- [`src/doxify/pipeline.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/pipeline.py) — the compile, README, verify, and export flows.
- [`src/doxify/evidence.py`](https://github.com/Ekomjah/doxify/blob/main/src/
… [truncated 6260 chars]

▸ bash sed -n '300,460p' submission.md

Input

$ sed -n '300,460p' submission.md

Output

    return len(normalized) >= 12 and normalized in _normalize_quote(body)
```

A breaking change whose quote is not found in the release notes is dropped:

```python
if note is None:
    warnings.append(
        "Dropped a change because its quote was not found in the release notes."
    )
    continue
```

Then the deterministic code search looks for the affected APIs in tracked files, with word-boundary matching so `render` does not match `renderToString`:

```python
pattern = re.compile(
    rf"(?<![A-Za-z0-9_$]){re.escape(alias)}(?![A-Za-z0-9_$])"
)
```

Scout is a candidate finder, not a type checker. It tells you where to look. It does not promise the migration is complete.

### SerpApi: release notes when GitHub is not enough

Scout prefers an explicit `--notes` file, then GitHub re
… [truncated 6331 chars]

Agent

▸ bash sed -n '460,620p' submission.md

Input

$ sed -n '460,620p' submission.md

Output

The open part is not just the weights. The verifier is open source too. You do not have to trust the model or trust me. You can read the checks, run them against the evidence, and see exactly why a sentence passed or failed. The output is portable Markdown and JSON, not a proprietary dashboard.

Open innovation is also what makes the optional services honest. Sentry tracing, SerpApi, and the GitHub Action are useful, but they are not required for the core loop. No DSN means no tracing. No SerpApi key means `--notes FILE` still works. The local path remains the default because privacy is the feature.

A sloth should not have to choose between a useful tool and a private repository. Local weights and an open verifier are what let the sloth have both.

## My Agent Session

I built Doxify in a
… [truncated 4097 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Sentry is opt-in: leave `SENT...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Sentry is opt-in: leave `SENTRY_DSN` unset for local-only tracing, or set it to see command, stage, model, and HTTP spans.
new:
Sentry is opt-in: leave `SENTRY_DSN` unset to keep tracing off, or set it to see command, stage, model, and HTTP spans.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: **Best Use of GitHub Copilot ...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
**Best Use of GitHub Copilot (with GitHub Actions).** The repository's agent workflow is the GitHub Actions gate: every push and pull request gets lint, 73 tests, a build, and the Doxify evidence chec
… [truncated 169 chars]
new:
**Best Use of GitHub Copilot.** The repository's agent workflow is the GitHub Actions gate: every push and pull request gets lint, 73 tests, a build, and the Doxify evidence check. A Copilot-authored contribution gets the same treatment as mine: the agent can propose, and CI verifies. The Actions half is live; the contribution path is the point.

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: - [`src/doxify/monitoring.py`...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
- [`src/doxify/monitoring.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/monitoring.py) — opt-in Sentry tracing.
- [`src/doxify/redaction.py`](https://github.com/Ekomjah/doxify/blob/main/
… [truncated 73 chars]
new:
- [`src/doxify/monitoring.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/monitoring.py) — opt-in Sentry tracing.
- [`src/doxify/redaction.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/redaction.py) — the redaction policy that keeps traces boring.
- [`src/doxify/selfcheck.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/selfcheck.py) — the local health checks b
… [truncated 30 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: The default monitor is a nigh...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
The default monitor is a nightly 3 a.m. UTC check-in with a 10-minute margin and a 15-minute maximum runtime. If the local model or the package install is broken, the sloth finds out before a user doe
… [truncated 2 chars]
new:
The monitor config describes a nightly 3 a.m. UTC check-in with a 10-minute margin and a 15-minute maximum runtime; point a scheduler at `self-check` when you want the sloth to be watched. If the local model or the package install is broken, the sloth finds out before a user does.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Open-weight Gemma changes the...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Open-weight Gemma changes the economics and the trust model. `gemma3:1b` is about 806 MB and runs on an 8 GB CPU laptop. That means a student on a cheap machine can use the default workflow offline, w
… [truncated 188 chars]
new:
Open-weight Gemma changes the economics and the trust model. `gemma3:1b` is about 806 MB and runs on an 8 GB CPU laptop. That means a student on a cheap machine can use the default workflow offline, with no API key and no per-token bill. The repository evidence does not go to a model API in local mode. The model is small enough to run on the kind of laptop the target user already owns. And because
… [truncated 106 chars]

Output

Edit applied successfully.

Agent

▸ bash git diff --check && wc -w submission.md && git status --short

Input

$ git diff --check && wc -w submission.md && git status --short

Output

3994 submission.md
 M .github/workflows/ci.yml
 M README.md
 M src/doxify/cli.py
 M src/doxify/monitoring.py
 M src/doxify/ollama_client.py
 M src/doxify/pipeline.py
 M src/doxify/scout.py
AM submission.md
?? action.yml
?? docs/
?? src/doxify/audit.py
?? src/doxify/log.py
?? src/doxify/redaction.py
?? src/doxify/selfcheck.py
?? tests/conftest.py
?? tests/test_audit.py
?? tests/test_logging.py
?? tests/test_monitoring.py
?? tests/test_redaction.py
?? tests/test_self_audit.py
?? tests/test_selfcheck.py
?? tests/test_verify_cli.py

Input

$ rg -n "Best Use of|Sentry|SerpApi|Copilot|Entire|sloth|73 tests|13 verified|34 claims|5 verified|8 author" submission.md

Output

3:# Doxify: for sloths who finished the project and forgot the README
9:If you have ever pushed the last commit and then remembered that a repository needs a front door, you know the feeling. The work exists, but the explanation does not. Interviewers, open-source contributors, bots, and fellow sloths land on the repo, see a blank README, and bounce. Then, two years later, you come back and the dependency tree has moved on without you. The build is deprecated, the upgrade notes are enormous, and you have no idea which lines actually matter.
11:Doxify is a tool for those two sloth moments.
29:The case study compiler was the core of this competition build. It is still the deepest surface: it produces the cited story, the claim ledger, and the defense pack. But the product is shaped for sloth
… [truncated 6780 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: `self-check --monitor-slug` t...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
`self-check --monitor-slug` turns the nightly health check into a Sentry cron monitor.
new:
`self-check --monitor-slug` turns a health check into a Sentry cron monitor.

Output

Edit applied successfully.

Agent

▸ bash git add submission.md && git diff --cached --name-only && git diff --cached -...

Input

$ git add submission.md && git diff --cached --name-only && git diff --cached --stat

Output

submission.md
 submission.md | 501 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 501 insertions(+)

Agent

▸ bash git commit -m "docs(submission): add Hacktoberfest Week 3 post"

Input

$ git commit -m "docs(submission): add Hacktoberfest Week 3 post"

Output

[main c1d4a57] docs(submission): add Hacktoberfest Week 3 post
 1 file changed, 501 insertions(+)
 create mode 100644 submission.md

Agent

▸ bash git push origin main

Input

$ git push origin main

Output

To github.com:Ekomjah/doxify.git
   2f2bfdd..c1d4a57  main -> main

Agent

Pushed c1d4a57 — reframed Doxify around the sloth workflow, added Sentry/SerpApi/Actions/Copilot/Entire details and code snippets, and updated Prize Categories.

Verified: 73 tests pass, Ruff passes, self-audit 5 verified/8 attested. Note: supporting Sentry/Actions files are still uncommitted, so several GitHub links in the post won’t resolve until those are pushed.

You

the article is great. but it could use some editing to make the read more enjoyable. here are some great submissions. don't focus on the idea. but on the way the writer was able to make his work presentable through his writing. notice how the user structured it to make the user enjoy the read, didn't use slop english likeyou did here, and he won. and i want to win too!!! Skip to content
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Thomas Bonnet
Thomas Bonnet Subscriber Community Curator
Posted on Oct 21
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Stuck in the same dev.to topics? An open model fixed it.

devchallenge

hf26challenge

javascript
Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady Submission 🦥

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady

What I Built
I built devto-digest, a small open-source script that reads my dev.to account and emails me a weekly digest. It saves me the daily scroll, and it makes me a little lazier in a good way.

Following 119 tags did not make my dev.to feed better. It made it louder.

Every day I scrolled past a hundred posts about things I already knew, and every week I missed the one article that would have changed how I work, because it lived in a tag I had never followed. Two sections, one rule.

For you: the best of the tags I follow.
Discover: popular posts outside my bubble.
Every post is a card: cover, title, two tags, a one-sentence blurb from an open-weight model with the key words in bold, and the author. That is it. No dashboard, no account, no server.

Demo
The digest email side by side in the light theme on the left and the dark theme on the right: a For you section with a card for an article about how Docker works, showing its cover image, #docker and #linux tag pills, a bold-keyword summary and the author

Try it on your own account. It prints the digest and writes a local preview, and sends nothing.

git clone https://github.com/thomasbnt/your-devto-digest.git
cd your-devto-digest
yarn install
cp .env.example .env
Add your dev.to API key to .env, then:

yarn dry-run
Code
GitHub logo thomasbnt / your-devto-digest
A weekly dev.to digest in your inbox: posts from your tags plus a Discover section outside your bubble, summarized by an open-weight model.
devto-digest banner: a sleeping sloth on a Git branch that leads to an email envelope

devto-digest
Digest workflow Docker image Node.js Yarn Open-weight AI License: MIT

A weekly email digest of dev.to articles, built from your own account:

For you: popular articles in the tags you follow.
Discover: popular articles outside your followed tags, to get out of your bubble.
Each article is a card with cover image, title, colored tag pills, author, and a one or two sentence blurb written by an open-weight LLM (Mistral Small by default) explaining why it is worth your time.

The script collects every day and sends once a week, so an article that peaks on Wednesday is not missed. Right before sending it re-checks each pick against the dev.to API and drops anything that is no longer online.

Setup
1. Prerequisites
Node.js >= 22.9
Yarn 4, via Corepack
A dev.to account
An SMTP account to send mail from (Gmail app password, Proton Bridge, Resend, Mailgun, your own server...)
Optional: a Mistral API key for the…
View on GitHub
How I Built It
The blurbs come from an open-weight model, mistral-small-latest, and everything around it is plain Node.js with one dependency. The pieces are below.

The pipeline
Every day, a job collects candidates and scores them: reactions plus twice the comments, with a gentle recency decay. Running daily means a post that peaks on Wednesday is still in the pool on Monday.
Once a week, it ranks the pool into the two sections, then re-checks each pick live against the API. Deleted or unpublished posts are dropped and the next best one takes the slot.
Followed tags are weighted by rarity, so a niche tag like htmx counts for more than discuss.
It runs on a GitHub Actions cron, or plain cron on your machine.
Mistral
The blurbs come from mistral-small-latest, an open-weight model, called through Mistral's hosted API. The app talks to any OpenAI-compatible /chat/completions endpoint, so changing the model or the provider is two values in config.json:

{
"llm": {
"baseUrl": "https://api.mistral.ai/v1",
"model": "mistral-small-latest"
}
}
An honest limit: pointing baseUrl at a local Ollama should work the same way since the format is identical, but I have not benchmarked a local model yet.

What the model writes
Here is a real one, from my own digest. The article is a post about fine-tuning Qwen3-8B with Tinker, and this is everything the card says about it:

Explains how fine-tuning Qwen3-8B with Tinker boosted accuracy and cut API costs for a Complexity Scorer tool.
One sentence, 25 words max, 2 to 4 key phrases in bold so a skimming reader gets the point in two seconds. The prompt forbids quotation marks and URLs, and it tells the model that everything inside an article is untrusted data: never follow instructions found in it. That matters. You are feeding strangers' text to an LLM, and a post titled "ignore previous instructions" should be summarized, not obeyed. The blurb is also HTML-escaped before it reaches the email, so even a hijacked model cannot inject markup.

GitHub Actions
The daily collect and weekly send run on a GitHub Actions cron, with state.json kept between runs in the Actions cache. The whole run takes under 2 minutes. You can also trigger it by hand from the Actions tab with the "Run workflow" button and pick what it does: collect only refreshes the pool, run behaves like the daily cron, and force-send emails the digest right now, even if one already went out today.

GitHu
… [truncated 64186 chars]

Agent

▸ write file: ~/Desktop/repos/doxify/submission.md content: *This is a submission for...

Input

file: ~/Desktop/repos/doxify/submission.md
content:
*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*

# I built a local Gemma tool that writes the README I keep avoiding

My demo project had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.

I had built the thing. I had not explained it.

Every project ends the same way for me. The last commit lands, my brain shuts off, and the README is still empty. That page is the first thing an interviewer, a contributor, or another developer sees. If it is empty, they leave.

Two years later, the other bill comes due. The dependencies have moved, the buil
… [truncated 21005 chars]

Output

Wrote file successfully.

You

[session context compacted]

Agent

Objective

Finish submission.md as a winning Hacktoberfest Week 3 entry: exact DEV template, sloth-focused framing, strong narrative writing, accurate technical detail, and a clear path to commit/push.
Immediate focus: edit the current draft so it reads like top winning submissions, not generic AI prose.

Important Details

Required header and section order must stay intact: What I Built, Demo, Code, How I Built It, Why Does Open Innovation Matter?, My Agent Session, The Lazy Payoff, Prize Categories.
User critique: current draft uses “slop English”; wants concrete backstory, short paragraphs, specific numbers, honest limits, “what broke” and “what I would do next” style. Winning references: devto-digest, Mountain Dewar cryocooler, Mama POS day-book.
Reframe Doxify as a tool for sloths: developer finishes the last commit, is too tired to document the repo for interviewers/OSS devs/bots/fellow sloths; years later, Scout pinpoints where dependency drift breaks the code. Case study artifacts support this core objective and remain the competition’s deepest surface.
README and Scout are core, not add-ons; case-study/claim-ledger/defense workflow is also core.
Doxify definition: local-first evidence compiler; scans repo, builds evidence cards, Gemma drafts with [E#], deterministic verifier checks claims.
Core line: “The model writes. The code checks.”
Implemented commands: doctor, scan, compile, readme, scout, verify, attest, export, plus self-check.
Local default gemma3:1b; opt-in Ollama Cloud gemma4:31b via --provider cloud / OLLAMA_API_KEY; cloud warns that evidence cards leave the machine.
Sentry is opt-in via SENTRY_DSN; no hardcoded default. SAFE_DATA_COLLECTION disables user info, cookies, headers, bodies, query params, and gen_ai inputs/outputs. redaction.py strips tokens/API keys/home paths; safe_url strips query strings. self-check --monitor-slug uses a Sentry cron monitor.
SerpApi is a Scout fallback after --notes FILE and GitHub releases; SERPAPI_API_KEY; exact-quote validation still applies; --notes preserves offline use.
GitHub Actions: test job runs Ruff, 73 tests, build, upload; verify job runs the self-audit via uses: ./, then an unresolved nextjs-dashboard case study expected to fail. SENTRY_DSN="" disables monitoring in CI.
action.yml inputs: session, artifact, evidence, fail-on, python-version, working-directory; runs doxify verify ... --check.
Prize categories to present: Best Use of Gemma, Best Use of Sentry Agent Tracing, Best Use of SerpApi, Best Use of GitHub Copilot, Best Use of Entire. User wrote “entry”; interpreted as “Entire” from the challenge page.
Do not overclaim: no actual Copilot session, no actual Entire/DevRelay embed, no hosted demo/video. The Copilot category leans on the GitHub Actions automation path; Entire leans on the session summary + manifest.json/claims.json.
Verified numbers: 73 tests pass; Ruff/build pass; self-audit = 5 verified, 8 attested; nextjs-dashboard = 13 verified, 34 needs evidence, 0 rejected.
Demo input scholarship-mcp is input data only: 20 commits, 9 MCP tools, 3 models, 26 seeded records, no README.
No fabricated user study/time savings; article uses actual local runs on nextjs-dashboard and Doxify’s own README.
Current latest rewrite title: # I built a local Gemma tool that writes the README I keep avoiding.
Current latest submission.md rewrite is uncommitted; the previously pushed version is commit c1d4a57 on main.
Supporting Sentry/Actions/redaction/selfcheck work is still uncommitted, so several GitHub links in the article will 404 until those files are pushed.
Uncommitted supporting work includes action.yml, docs/, src/doxify/{audit,log,redaction,selfcheck}.py, new tests, and modifications to .github/workflows/ci.yml, src/doxify/{cli,monitoring,ollama_client,pipeline,scout}.py, and README.md.

Work State

Completed

submission.md created and first version committed/pushed as c1d4a57 (docs(submission): add Hacktoberfest Week 3 post).
Draft was reframed around sloths, README/Scout workflows, and the returning-developer dependency problem.
Added Sentry, SerpApi, GitHub Actions, Copilot, and Entire prize-category discussion plus code snippets.
Read/verified implementation details in monitoring.py, redaction.py, selfcheck.py, scout.py, cli.py, action.yml, and .github/workflows/ci.yml.
Confirmed 73 tests, Ruff, build, self-audit 5 verified/8 attested, and nextjs-dashboard 13/34 claim results.
Latest style-focused rewrite has been written to submission.md; it adds “What broke along the way” and “What I would do next” sections and tightens the prose.

Active

Reviewing the latest uncommitted submission.md rewrite for flow, accuracy, and remaining “slop” phrasing.
Deciding whether to add a visual/demo asset; current article is text and artifact links only.
Preparing to commit/push the updated submission.md and, if authorized, the supporting code so GitHub links and CI match the article.

Blocked

No actual Copilot CLI/session or Entire/DevRelay integration; categories are represented through Actions automation and session/artifact summaries.
No recorded demo video or screenshots; demo currently relies on CLI commands and checked-in artifacts.
Supporting code changes remain uncommitted, so links to action.yml, redaction.py, selfcheck.py, and updated ci.yml are not live on GitHub.
No real user/time-savings data; “Lazy Payoff” must stay based on actual local runs.
Latest rewrite has not yet been re-verified or committed.

Next Move

Proofread the latest submission.md against the code and remove any remaining over-polished/AI-sounding phrasing; preserve the exact header and section order.
Run uv run pytest -q, uv run ruff check ., and the README self-aud … [truncated 1276 chars]

You

Continue if you have next steps, or stop and ask for clarification if you are unsure how to proceed.

Agent

▸ bash git status --short && git log --oneline -5

Input

$ git status --short && git log --oneline -5

Output

 M .github/workflows/ci.yml
 M PLAN.md
 M README.md
 M src/doxify/cli.py
 M src/doxify/monitoring.py
 M src/doxify/ollama_client.py
 M src/doxify/pipeline.py
 M src/doxify/scout.py
 M submission.md
?? .github/workflows/sentry-nightly.yml
?? action.yml
?? docs/
?? src/doxify/audit.py
?? src/doxify/log.py
?? src/doxify/redaction.py
?? src/doxify/selfcheck.py
?? tests/conftest.py
?? tests/test_audit.py
?? tests/test_logging.py
?? tests/test_monitoring.py
?? tests/test_redaction.py
?? tests/test_self_audit.py
?? tests/test_selfcheck.py
?? tests/test_verify_cli.py
c1d4a57 docs(submission): add Hacktoberfest Week 3 post
2f2bfdd feat(monitoring): add Sentry error monitoring with MIT license
d5c94b8 feat(scout): add evidence-backed upgrade impact analysis
f4b1d79 chore(demo): add precomputed nextj
… [truncated 94 chars]

▸ bash git diff --stat && git diff -- submission.md | sed -n '1,240p'

Input

$ git diff --stat && git diff -- submission.md | sed -n '1,240p'

Output

 .github/workflows/ci.yml    |  32 +++
 PLAN.md                     |  14 +-
 README.md                   |  59 +++++-
 src/doxify/cli.py           | 165 ++++++++++++----
 src/doxify/monitoring.py    | 463 +++++++++++++++++++++++++++++++++++++++++---
 src/doxify/ollama_client.py |  52 ++++-
 src/doxify/pipeline.py      |  11 +-
 src/doxify/scout.py         |   5 +-
 submission.md               | 306 +++++++++++------------------
 9 files changed, 834 insertions(+), 273 deletions(-)
diff --git a/submission.md b/submission.md
index d3885cb..ad7d00e 100644
--- a/submission.md
+++ b/submission.md
@@ -1,77 +1,52 @@
 *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
 
-# Doxify: for sloths who
… [truncated 16111 chars]

▸ read file: ~/Desktop/repos/doxify/submission.md

Input

file: ~/Desktop/repos/doxify/submission.md

Output

<path>~/Desktop/repos/doxify/submission.md</path>
<type>file</type>
<content>
1: *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
2: 
3: # I built a local Gemma tool that writes the README I keep avoiding
4: 
5: My demo project had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
6: 
7: I had built the thing. I had not explained it.
8: 
9: Every project ends the same way for me. The last commit lands, my brain shuts off, and the RE
… [truncated 23185 chars]

Agent

▸ bash rg -n "SAFE_DATA_COLLECTION|gen_ai|database_query_data|before_send_log|cron_m...

Input

$ rg -n "SAFE_DATA_COLLECTION|gen_ai|database_query_data|before_send_log|cron_monitor|def http_span|def model_span|def command_transaction|monitor_config|schedule|checkin_margin|max_runtime" src/doxify/monitoring.py src/doxify/selfcheck.py src/doxify/ollama_client.py

Output

src/doxify/monitoring.py:23:    SAFE_DATA_COLLECTION,
src/doxify/monitoring.py:37:    "schedule": {"type": "crontab", "value": "0 3 * * *"},
src/doxify/monitoring.py:38:    "checkin_margin": 10,
src/doxify/monitoring.py:39:    "max_runtime": 15,
src/doxify/monitoring.py:153:                data_collection=SAFE_DATA_COLLECTION,
src/doxify/monitoring.py:160:                before_send_log=sanitize_log,
src/doxify/monitoring.py:319:def command_transaction(command: str) -> Iterator[None]:
src/doxify/monitoring.py:385:def model_span(
src/doxify/monitoring.py:427:def http_span(label: str, url: str) -> Iterator[Span | None]:
src/doxify/monitoring.py:438:def cron_monitor(
src/doxify/monitoring.py:440:    monitor_config: dict[str, Any] | None = None,
src/doxify/monitoring.py:451:        monitor_con
… [truncated 38 chars]

▸ bash rg -n "fetch_.*notes|SERPAPI|serpapi|--notes|release" src/doxify/scout.py src...

Input

$ rg -n "fetch_.*notes|SERPAPI|serpapi|--notes|release" src/doxify/scout.py src/doxify/cli.py | head -120

Output

src/doxify/cli.py:383:        "--notes",
src/doxify/cli.py:388:        help="Offline release notes file. Skips GitHub and SerpApi.",
src/doxify/cli.py:404:    max_releases: int = typer.Option(
src/doxify/cli.py:406:        "--max-releases",
src/doxify/cli.py:407:        help="Maximum number of GitHub releases to fetch.",
src/doxify/cli.py:412:        help="Analyze every fetched release instead of the first target-line release.",
src/doxify/cli.py:429:    """Fetch release notes, extract breaking changes, and search your repo."""
src/doxify/cli.py:452:                max_releases=max_releases,
src/doxify/scout.py:41:GITHUB_API = "https://api.github.com/repos/{repo}/releases"
src/doxify/scout.py:42:SERPAPI_URL = "https://serpapi.com/search.json"
src/doxify/scout.py:55:RELEASE_NOTES_JSON = "re
… [truncated 5513 chars]

▸ bash sed -n '1,220p' .github/workflows/ci.yml && printf '\n--- action.yml ---\n' &...

Input

$ sed -n '1,220p' .github/workflows/ci.yml && printf '\n--- action.yml ---\n' && sed -n '1,200p' action.yml

Output

name: CI

on:
  push:
    branches: ["**"]
  pull_request:

permissions:
  contents: read

jobs:
  test:
    name: Lint, test, and build
    runs-on: ubuntu-latest
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name: Install uv
        uses: astral-sh/setup-uv@v6
        with:
          python-version: "3.10"
          enable-cache: true
          cache-dependency-glob: uv.lock

      - name: Install dependencies
        run: uv sync --frozen

      - name: Lint
        run: uv run ruff check .

      - name: Test
        run: uv run pytest -q

      - name: Build package
        run: uv build

      - name: Upload distributions
        uses: actions/upload-artifact@v4
        with:
          name: dist
          path: dist/
          if-no-files-f
… [truncated 2935 chars]

▸ bash rg -n "extract_claims|verify_claims|retrieve_evidence|GeneratedSection|templa...

Input

$ rg -n "extract_claims|verify_claims|retrieve_evidence|GeneratedSection|template_section|SECTION_SPECS" src/doxify/pipeline.py src/doxify/*.py | head -120

Output

src/doxify/audit.py:8:from .claims import CITATION_RE, extract_claims
src/doxify/audit.py:12:from .verifier import summarize_claims, verify_claims
src/doxify/audit.py:109:            claims = extract_claims(
src/doxify/audit.py:117:            claims = extract_claims(
src/doxify/audit.py:162:    verified = verify_claims(extracted, evidence)
src/doxify/pipeline.py:9:from .claims import extract_claims
src/doxify/pipeline.py:21:from .generator import GeneratedSection, generate_section, template_section
src/doxify/pipeline.py:43:from .retrieval import SECTION_SPECS, retrieve_evidence
src/doxify/pipeline.py:54:from .verifier import summarize_claims, verify_claims
src/doxify/pipeline.py:132:    for index, spec in enumerate(SECTION_SPECS, start=1):
src/doxify/pipeline.py:133:        emit("generat
… [truncated 2468 chars]

Agent

▸ bash sed -n '120,190p' src/doxify/pipeline.py && printf '\n--- monitoring 1-90 ---...

Input

$ sed -n '120,190p' src/doxify/pipeline.py && printf '\n--- monitoring 1-90 ---\n' && sed -n '1,90p' src/doxify/monitoring.py && printf '\n--- monitoring 130-180 ---\n' && sed -n '130,180p' src/doxify/monitoring.py && printf '\n--- monitoring 310-470 ---\n' && sed -n '310,470p' src/doxify/monitoring.py

Output

        provider=client.provider,
        model_host=client.host,
        status="running",
    )
    write_manifest(output / MANIFEST, manifest, [])
    write_evidence_json(output, scan.repo, scan.evidence)
    emit("scan", f"Collected {len(scan.evidence)} evidence cards")

    sections: list[CaseStudySection] = []
    claims = []
    warnings: list[str] = []

    for index, spec in enumerate(SECTION_SPECS, start=1):
        emit("generate", f"[{index}/{len(SECTION_SPECS)}] Drafting {spec.title}")
        cards = retrieve_evidence(scan.evidence, spec, limit=3)
        if spec.id in {"snapshot", "problem", "reflection"}:
            generated = GeneratedSection(
                body=template_section(spec, cards),
                fallback_used=False,
            )
        else:
            
… [truncated 10272 chars]

▸ bash sed -n '490,560p' src/doxify/scout.py && printf '\n--- serpapi ---\n' && sed ...

Input

$ sed -n '490,560p' src/doxify/scout.py && printf '\n--- serpapi ---\n' && sed -n '432,490p' src/doxify/scout.py && printf '\n--- quote rule ---\n' && sed -n '940,975p' src/doxify/scout.py

Output

def fetch_release_notes(
    package: str,
    github_repo: str | None,
    from_version: str,
    to_version: str,
    *,
    notes_file: Path | None = None,
    github_token: str | None = None,
    serpapi_key: str | None = None,
    max_releases: int = MAX_RELEASES,
) -> tuple[list[ReleaseNote], list[str]]:
    warnings: list[str] = []
    if notes_file is not None:
        try:
            body = notes_file.expanduser().resolve().read_text(encoding="utf-8")
        except OSError as exc:
            raise ScoutError(f"Could not read release notes file: {exc}") from exc
        if not body.strip():
            raise ScoutError(f"Release notes file is empty: {notes_file}")
        return [
            ReleaseNote(
                version=f"{from_version}..{to_version}",
                t
… [truncated 5185 chars]

▸ bash sed -n '1,220p' src/doxify/redaction.py && printf '\n--- selfcheck ---\n' && ...

Input

$ sed -n '1,220p' src/doxify/redaction.py && printf '\n--- selfcheck ---\n' && sed -n '1,220p' src/doxify/selfcheck.py

Output

from __future__ import annotations

import copy
import re
from pathlib import Path
from typing import Any
from urllib.parse import urlsplit

MAX_TEXT_LENGTH = 2048
FILTERED = "[Filtered]"
REDACTED_PATH = "<path>"

SAFE_DATA_COLLECTION: dict[str, Any] = {
    "user_info": False,
    "cookies": {"mode": "off"},
    "http_headers": {"request": {"mode": "off"}},
    "http_bodies": [],
    "url_query_params": {"mode": "off"},
    "graphql": {"document": False, "variables": False},
    "gen_ai": {"inputs": False, "outputs": False},
    "database_query_data": False,
    "queues": False,
    "stack_frame_variables": False,
    "frame_context_lines": 0,
}

SAFE_TAGS = frozenset(
    {
        "command",
        "environment",
        "exit_code",
        "model",
        "outcome",
        "provide
… [truncated 7139 chars]

▸ bash sed -n '1,140p' src/doxify/generator.py && printf '\n--- claims/verifier snip...

Input

$ sed -n '1,140p' src/doxify/generator.py && printf '\n--- claims/verifier snippets ---\n' && sed -n '1,120p' src/doxify/claims.py && sed -n '73,210p' src/doxify/verifier.py

Output

from __future__ import annotations

import re
from dataclasses import dataclass

from .claims import CITATION_RE, GAP_RE
from .errors import GenerationError, ModelError
from .models import EvidenceCard, SectionSpec
from .ollama_client import OllamaClient
from .prompts import repair_messages, section_messages


@dataclass
class GeneratedSection:
    body: str
    fallback_used: bool
    error: str | None = None


def generate_section(
    client: OllamaClient,
    spec: SectionSpec,
    cards: list[EvidenceCard],
    *,
    repo_name: str,
    role: str | None = None,
    draft: str | None = None,
) -> GeneratedSection:
    messages = section_messages(
        spec,
        cards,
        repo_name=repo_name,
        role=role,
        draft=draft,
    )
    try:
        body = _clean(clien
… [truncated 12425 chars]

Agent

▸ bash rg -n "def .*quote|quote_in|_normalize_quote|word-boundary|re.compile" src/do...

Input

$ rg -n "def .*quote|quote_in|_normalize_quote|word-boundary|re.compile" src/doxify/scout.py | head -60 && rg -n "deploy|production|tests pass|OAuth|award|first|only" src/doxify/verifier.py | head -80

Output

142:_SEMVER_RE = re.compile(
147:_HEADING_RE = re.compile(r"(?m)^(#{1,6})[ \t]+(.+?)[ \t]*$")
148:_BREAKING_RE = re.compile(
152:_API_RE = re.compile(r"[^A-Za-z0-9_$@./:<>-]+")
618:def _normalize_quote(value: str) -> str:
625:def quote_in_notes(quote: str, body: str) -> bool:
626:    normalized = _normalize_quote(quote)
627:    return len(normalized) >= 12 and normalized in _normalize_quote(body)
669:_MULTIPART_API_RE = re.compile(
672:_SIMPLE_CODE_RE = re.compile(r"`([A-Za-z_$][A-Za-z0-9_$]*)`")
675:def extract_apis_from_quote(quote: str) -> list[str]:
695:def _declared_api_text(quote: str) -> str:
911:            if version_matches and quote_in_notes(raw.quote, note.body):
914:        if quote_in_notes(raw.quote, note.body):
968:            key = (note.version, _normalize_quote(raw.quote
… [truncated 1282 chars]

▸ bash jq '{summary: .summary, total: (.claims|length), statuses: (.claims|group_by(...

Input

$ jq '{summary: .summary, total: (.claims|length), statuses: (.claims|group_by(.status)|map({(.[0].status): length})|add)}' output/next-dashboard/case-study/claims.json && printf '\n--- self-audit ---\n' && uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --check --json 2>/dev/null | jq '{summary: .summary, total: (.claims|length), statuses: (.claims|group_by(.status)|map({(.[0].status): length})|add)}'

Output

{
  "summary": {
    "verified": 13,
    "attested": 0,
    "needs_evidence": 34,
    "rejected": 0,
    "sections": 6,
    "evidence_cards": 23
  },
  "total": 47,
  "statuses": {
    "needs_evidence": 34,
    "verified": 13
  }
}

--- self-audit ---

▸ bash git diff --check && uv run pytest -q

Input

$ git diff --check && uv run pytest -q

Output

........................................................................ [ 98%]
.                                                                        [100%]
73 passed in 0.87s

▸ bash uv run ruff check .

Input

$ uv run ruff check .

Output

All checks passed!

Agent

▸ bash uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence...

Input

$ uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --check; printf 'exit=%s\n' $?

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.
exit=0

Input

$ rg -n "def verify|--json|json_output|fail_on|--check" src/doxify/cli.py | head -80 && sed -n '540,720p' src/doxify/cli.py

Output

17:    parse_fail_on,
174:    json_output: bool = typer.Option(False, "--json", help="Print machine-readable JSON."),
176:        False, "--check-model", help="Also check the configured Ollama model."
178:    model: str | None = typer.Option(None, help="Model to check with --check-model."),
207:        if json_output and result is not None:
213:    if json_output:
464:def verify(
490:    fail_on: str = typer.Option(
497:        "--check",
507:        fail_statuses = parse_fail_on(fail_on)
594:    fail_on: set[ClaimStatus],
615:    failures = failing_claims(report.claims, fail_on)
        failed.extend(failing_claims(artifact_report.claims, fail_statuses))

    if failed:
        console.print(
            f"[red]Verification failed:[/red] {len(failed)} claim(s) matched --fail-on."
        
… [truncated 3237 chars]

▸ bash sed -n '1,260p' src/doxify/audit.py

Input

$ sed -n '1,260p' src/doxify/audit.py

Output

from __future__ import annotations

import re
from collections.abc import Iterable
from dataclasses import dataclass, field
from pathlib import Path

from .claims import CITATION_RE, extract_claims
from .errors import SessionError
from .models import Claim, ClaimStatus, CompileSummary, EvidenceCard
from .readme import GENERATED_MARKER
from .verifier import summarize_claims, verify_claims

EVIDENCE_MARKER_RE = re.compile(
    r"<!--\s*doxify-evidence:\s*([^>]*?)\s*-->",
    re.IGNORECASE | re.DOTALL,
)
ATTESTED_MARKER_RE = re.compile(
    r"<!--\s*doxify-attested:\s*([^>]*?)\s*-->",
    re.IGNORECASE | re.DOTALL,
)
COMMENT_RE = re.compile(r"<!--.*?-->", re.DOTALL)
VISIBLE_MARKER_RE = re.compile(r"\[(needs evidence|rejected|GAP)\]", re.IGNORECASE)
SECTION_RE = re.compile(r"^##\s+(.+?)\s*$")

… [truncated 7318 chars]

▸ bash sed -n '1,120p' src/doxify/verifier.py && sed -n '210,300p' src/doxify/verifi...

Input

$ sed -n '1,120p' src/doxify/verifier.py && sed -n '210,300p' src/doxify/verifier.py

Output

from __future__ import annotations

import re

from .models import Claim, ClaimStatus, CompileSummary, EvidenceCard
from .text import content_tokens

NUMBER_RE = re.compile(r"(?<![\w.])(\d[\d,]*(?:\.\d+)?)(?![\w])")
CODE_TOKEN_RE = re.compile(r"`([^`]+)`|\b([a-z]+[A-Z][A-Za-z0-9_]*)\b")

FORBIDDEN_PATTERNS: list[tuple[str, re.Pattern[str], str]] = [
    (
        "oauth",
        re.compile(r"\boauth\b", re.IGNORECASE),
        "The cited evidence does not contain an OAuth implementation.",
    ),
    (
        "tests pass",
        re.compile(r"\b(?:all\s+)?tests?\s+(?:pass|passed|passing)\b", re.IGNORECASE),
        "Doxify did not run the project's tests.",
    ),
    (
        "deployment",
        re.compile(
            r"\b(?:deployed|in production|production-ready|live at|shipped t
… [truncated 6023 chars]

Agent

▸ bash uv run python - <<'PY' import inspect, sentry_sdk print(sentry_sdk.VERSION) s...

Input

$ uv run python - <<'PY'
import inspect, sentry_sdk
print(sentry_sdk.VERSION)
sig = inspect.signature(sentry_sdk.init)
print('data_collection' in sig.parameters)
print([p for p in sig.parameters if 'collect' in p or 'send' in p or 'body' in p or 'log' in p])
PY

Output

2.73.0
False
[]

▸ bash uv run python - <<'PY' from pathlib import Path p=Path('README.md') text=p.re...

Input

$ uv run python - <<'PY'
from pathlib import Path
p=Path('README.md')
text=p.read_text()
print(text.count('<!-- doxify-evidence:'), text.count('<!-- doxify-attested:'))
print([line for line in text.splitlines() if 'doxify-evidence' in line or 'doxify-attested' in line])
PY

Output

1 8
['<!-- doxify-attested: project description and positioning -->', '<!-- doxify-attested: installation instructions -->', '<!-- doxify-attested: local setup and privacy behavior -->', '<!-- doxify-attested: cloud setup, privacy, and billing guidance -->', '<!-- doxify-attested: command reference -->', '<!-- doxify-evidence: E2 E4 E5 E6 E7 -->', '<!-- doxify-attested: scout usage instructions -->', 'fail; sections marked `doxify-attested` are author-owned and pass unless', '<!-- doxify-attested: CI usage instructions -->', '<!-- doxify-attested: contributor instructions -->']

▸ bash uv run python - <<'PY' import json from collections import Counter from pathl...

Input

$ uv run python - <<'PY'
import json
from collections import Counter
from pathlib import Path
for f in ['output/next-dashboard/case-study/claims.json']:
    data=json.loads(Path(f).read_text())
    print(f, data['summary'])
    print(Counter(c['status'] for c in data['claims']))
PY

Output

output/next-dashboard/case-study/claims.json {'verified': 13, 'attested': 0, 'needs_evidence': 34, 'rejected': 0, 'sections': 6, 'evidence_cards': 23}
Counter({'needs_evidence': 34, 'verified': 13})

▸ bash git diff -- .github/workflows/ci.yml README.md PLAN.md src/doxify/cli.py src/...

Input

$ git diff -- .github/workflows/ci.yml README.md PLAN.md src/doxify/cli.py src/doxify/monitoring.py src/doxify/ollama_client.py src/doxify/pipeline.py src/doxify/scout.py | sed -n '1,260p'

Output

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2704633..74e0a7d 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -41,3 +41,35 @@ jobs:
           name: dist
           path: dist/
           if-no-files-found: error
+
+  verify:
+    name: Verify evidence-backed claims
+    runs-on: ubuntu-latest
+    env:
+      SENTRY_DSN: ""
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+
+      - name: Verify self-audit README
+        uses: ./
+        with:
+          artifact: README.md
+          evidence: docs/self-audit/evidence.json
+          fail-on: needs_evidence,rejected
+
+      - name: Verify unresolved case study (expected failure)
+        id: negative
+        continue-on-error: true
+        uses: ./
+
… [truncated 8941 chars]

Agent

▸ bash uv run python - <<'PY' import inspect, sentry_sdk print(inspect.signature(sen...

Input

$ uv run python - <<'PY'
import inspect, sentry_sdk
print(inspect.signature(sentry_sdk.init))
print(inspect.getsource(sentry_sdk.init)[:2000])
PY

Output

(*args: 'Optional[str]', **kwargs: 'Any') -> 'ContextManager[Any]'
def _init(*args: "Optional[str]", **kwargs: "Any") -> "ContextManager[Any]":
    """Initializes the SDK and optionally integrations.

    This takes the same arguments as the client constructor.
    """
    client = sentry_sdk.Client(*args, **kwargs)
    sentry_sdk.get_global_scope().set_client(client)
    _check_python_deprecations()
    rv = _InitGuard(client)
    return rv

▸ bash uv run python - <<'PY' import sentry_sdk, inspect from sentry_sdk.client impo...

Input

$ uv run python - <<'PY'
import sentry_sdk, inspect
from sentry_sdk.client import Client
src=inspect.getsource(Client)
for term in ['data_collection','gen_ai','http_bodies','url_query_params']:
    print(term, term in src)
idx=src.find('data_collection')
print(src[idx-1200:idx+2200] if idx>=0 else 'not found')
PY

Output

data_collection True
gen_ai True
http_bodies False
url_query_params False
transport.record_lost_event(
                    reason=reason,
                    data_category=data_category,
                    item=item,
                    quantity=quantity,
                )

        try:
            _client_init_debug.set(self.options["debug"])
            self.transport = make_transport(self.options)

            self.monitor = None
            if self.transport:
                if self.options["enable_backpressure_handling"]:
                    self.monitor = Monitor(self.transport)

            # Setup Spotlight before creating batchers so _capture_envelope can use it.
            # setup_spotlight handles all config/env var resolution per the SDK spec.
            from sentry_sdk.spot
… [truncated 2675 chars]

▸ bash rg -n "data_collection|SAFE_DATA_COLLECTION|before_send_log|enable_logs" .ven...

Input

$ rg -n "data_collection|SAFE_DATA_COLLECTION|before_send_log|enable_logs" .venv/lib/python*/site-packages/sentry_sdk 2>/dev/null | head -80

Output

(no output)

Agent

▸ bash uv run python - <<'PY' import inspect import sentry_sdk.client as c src=inspe...

Input

$ uv run python - <<'PY'
import inspect
import sentry_sdk.client as c
src=inspect.getsource(c)
for term in ['_map_from_send_default_pii','data_collection','url_query_params','http_bodies','graphql','queues']:
    print(term, src.count(term))
idx=src.find('def _map_from_send_default_pii')
print(src[idx:idx+3500])
PY

Output

_map_from_send_default_pii 2
data_collection 13
url_query_params 0
http_bodies 0
graphql 0
queues 0

Agent

▸ bash uv run python - <<'PY' import sentry_sdk, pathlib p=pathlib.Path(sentry_sdk._...

Input

$ uv run python - <<'PY'
import sentry_sdk, pathlib
p=pathlib.Path(sentry_sdk.__file__).parent
print(p)
for f in p.rglob('*.py'):
    t=f.read_text(errors='ignore')
    if 'data_collection' in t:
        print(f)
PY

Output

~/Desktop/repos/doxify/.venv/lib/python3.10/site-packages/sentry_sdk
~/Desktop/repos/doxify/.venv/lib/python3.10/site-packages/sentry_sdk/client.py
~/Desktop/repos/doxify/.venv/lib/python3.10/site-packages/sentry_sdk/tracing_utils.py
~/Desktop/repos/doxify/.venv/lib/python3.10/site-packages/sentry_sdk/scope.py
~/Desktop/repos/doxify/.venv/lib/python3.10/site-packages/sentry_sdk/consts.py
~/Desktop/repos/doxify/.venv/lib/python3.10/site-packages/sentry_sdk/data_collection.py
~/Desktop/repos/doxify/.venv/lib/python3.10/site-packages/sentry_sdk/utils.py
~/Desktop/repos/doxify/.venv/lib/python3.10/site-packages/sentry_sdk/integrations/pymongo.py
~/Desktop/repos/doxify/.venv/lib/python3.1
… [truncated 5286 chars]

▸ bash uv run python - <<'PY' from sentry_sdk.client import _map_from_send_default_p...

Input

$ uv run python - <<'PY'
from sentry_sdk.client import _map_from_send_default_pii
import inspect
print(inspect.getsource(_map_from_send_default_pii))
PY

Output

def _map_from_send_default_pii(
    *,
    send_default_pii: bool,
    include_local_variables: bool,
    include_source_context: bool,
) -> "DataCollection":
    """
    Build a fully-resolved ``DataCollection`` dict that mirrors the data
    ``send_default_pii`` collects today. Used when ``data_collection`` is not
    provided explicitly.
    """
    terms = [] if send_default_pii else ["forwarded", "-ip", "remote-", "via", "-user"]

    return {
        "provided_by_user": False,
        "user_info": send_default_pii,
        "cookies": {"mode": "denylist", "terms": terms},
        # Headers are collected in both PII modes today (sensitive ones filtered
        # when PII is off), so this never maps to "off".
        "http_headers": {
            "request": {"mode": "denylist", "terms":
… [truncated 668 chars]

▸ bash uv run python - <<'PY' from sentry_sdk.consts import DEFAULT_OPTIONS import p...

Input

$ uv run python - <<'PY'
from sentry_sdk.consts import DEFAULT_OPTIONS
import pprint
pprint.pp(DEFAULT_OPTIONS.get('data_collection'))
PY

Output

None

Agent

▸ bash ollama list 2>&1 | head -20; printf '\n--- show ---\n'; ollama show gemma3:1b...

Input

$ ollama list 2>&1 | head -20; printf '\n--- show ---\n'; ollama show gemma3:1b 2>&1 | head -40

Output

Error: could not connect to ollama server, run 'ollama serve' to start it

--- show ---
Error: could not connect to ollama server, run 'ollama serve' to start it

▸ bash rg -n "806|800|815|8 GB|8GB|model size|gemma3:1b" README.md docs src tests PL...

Input

$ rg -n "806|800|815|8 GB|8GB|model size|gemma3:1b" README.md docs src tests PLAN.md | head -60

Output

README.md:28:Local mode uses Ollama and `gemma3:1b`. Nothing about the repository leaves
README.md:33:ollama pull gemma3:1b
README.md:62:| Model | `--model` | `DOXIFY_MODEL` | `gemma3:1b` local, `gemma4:31b` cloud |
PLAN.md:71:The current implementation is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, and a local `gemma3:1b` model through Ollama. Local inference remains the default: it reads a local repository, writes compile artifacts to a local session directory, and calls only the local Ollama server. Users without a local Ollama install can explicitly opt into Ollama Cloud with `--provider cloud` and `OLLAMA_API_KEY`; in that mode evidence cards are sent to Ollama Cloud's hosted model instead. The tool has no database and no account system of its own. Telemetry is off 
… [truncated 2713 chars]

▸ bash rg -n "self-check|verification summary|attested|<!-- doxify" README.md | head...

Input

$ rg -n "self-check|verification summary|attested|<!-- doxify" README.md | head -50 && sed -n '1,220p' docs/self-audit/evidence.json | head -80

Output

11:<!-- doxify-attested: project description and positioning -->
24:<!-- doxify-attested: installation instructions -->
38:<!-- doxify-attested: local setup and privacy behavior -->
68:<!-- doxify-attested: cloud setup, privacy, and billing guidance -->
90:<!-- doxify-attested: command reference -->
103:<!-- doxify-evidence: E2 E4 E5 E6 E7 -->
119:<!-- doxify-attested: scout usage instructions -->
124:fail; sections marked `doxify-attested` are author-owned and pass unless
125:`attested` is added to `fail-on`. Point it at an evidence-marked README:
144:<!-- doxify-attested: CI usage instructions -->
153:<!-- doxify-attested: contributor instructions -->
{
  "schema_version": "1.0",
  "repo": {
    "path": ".",
    "name": "doxify",
    "head_sha": "2f2bfdd69d0bcb18747d97db147083e1ebc9fe8a"
… [truncated 1701 chars]

Agent

▸ bash uv run doxify verify --artifact output/next-dashboard/case-study/case-study.m...

Input

$ uv run doxify verify --artifact output/next-dashboard/case-study/case-study.md --evidence output/next-dashboard/case-study/evidence.json --fail-on needs_evidence,rejected --check >/tmp/doxify-negative.out 2>&1; code=$?; sed -n '1,30p' /tmp/doxify-negative.out; echo "exit=$code"

Output

                            Artifact: case-study.md                             
┌───────────────────┬──────────────────────────────────────────────────────────┐
│ Mode              │ case_study                                               │
│ Sections          │ 6                                                        │
│ Attested sections │ 0                                                        │
│ Claims            │ 13 verified, 0 attested, 71 needing evidence, 0 rejected │
└───────────────────┴──────────────────────────────────────────────────────────┘
C1 needs_evidence “This project, nextjs-dashboard, is a Next.js application 
focused on creating interactive dashboards.  It utilizes React and JavaScript 
for its core functionality. [E3]
  Citation does not overlap with the claim's
… [truncated 1029 chars]

▸ bash uv build

Input

$ uv build

Output

Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl

▸ bash rg -n "E2|E4|E5|E6|E7" docs/self-audit/evidence.json | head -20 && rg -n "sel...

Input

$ rg -n "E2|E4|E5|E6|E7" docs/self-audit/evidence.json | head -20 && rg -n "self-check" src/doxify/cli.py | head -30

Output

61:      "id": "E2",
110:      "id": "E4",
146:      "id": "E5",
177:      "id": "E6",
222:      "id": "E7",
635:      "id": "E20",
676:      "id": "E21",
718:      "id": "E22",
753:      "id": "E23",
794:      "id": "E24",
839:      "id": "E25",
882:      "id": "E26",
921:      "id": "E27",
963:      "id": "E28",
172:@app.command(name="self-check")
217:    table = Table(title="Doxify self-check", show_header=True)

Agent

▸ bash git rev-list --count HEAD && git log --oneline | wc -l && jq '.repo.commit_co...

Input

$ git rev-list --count HEAD && git log --oneline | wc -l && jq '.repo.commit_count, .repo.head_sha' docs/self-audit/evidence.json

Output

9
9
8
"2f2bfdd69d0bcb18747d97db147083e1ebc9fe8a"

▸ bash git show --stat --oneline c1d4a57 && git show c1d4a57:submission.md | wc -l &...

Input

$ git show --stat --oneline c1d4a57 && git show c1d4a57:submission.md | wc -l && wc -l submission.md

Output

c1d4a57 docs(submission): add Hacktoberfest Week 3 post
 submission.md | 501 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 501 insertions(+)
501
411 submission.md

▸ bash git diff -- submission.md | sed -n '240,520p'

Input

$ git diff -- submission.md | sed -n '240,520p'

Output

-
-The hard part was not getting a model to write. The hard part was making a 1B model trustworthy enough to be useful.
-
-A 1B model cannot hold a whole repository in context. Doxify does not ask it to. It gives the model a small set of precise evidence cards and a citation grammar. The model's job is to turn those cards into readable prose. The compiler's job is to decide whether the prose is allowed to survive.
+A 1B model cannot hold a whole repository. Doxify does not ask it to. It gives the model a small set of precise evidence cards and a citation grammar. The model turns those cards into prose. The compiler decides whether the prose is allowed to survive.
 
 ### The compile loop
 
-The pipeline does not let the model write the whole document and then hope. It builds the case study 
… [truncated 16401 chars]

Agent

▸ bash jq '[.claims[] | select(.status=="needs_evidence")][0:3] | map({id,text,statu...

Input

$ jq '[.claims[] | select(.status=="needs_evidence")][0:3] | map({id,text,status,reason,gap_question})' output/next-dashboard/case-study/claims.json

Output

[
  {
    "id": "C1",
    "text": "Okay, here’s the section text based on the provided evidence cards and goal:",
    "status": "needs_evidence",
    "reason": "No citation token was found.",
    "gap_question": "What evidence supports this sentence: Okay, here’s the section text based on the provided evidence cards and goal:?"
  },
  {
    "id": "C2",
    "text": "“This project, nextjs-dashboard, is a Next.js application focused on creating interactive dashboards.",
    "status": "needs_evidence",
    "reason": "No citation token was found.",
    "gap_question": "What evidence supports this sentence: “This project, nextjs-dashboard, is a Next.js application focused on creating interactive dashboards.?"
  },
  {
    "id": "C4",
    "text": "“The stack of this project consists primarily of 
… [truncated 448 chars]

▸ bash jq '[.claims[] | select(.status=="verified")][0:3] | map({id,text,status,reas...

Input

$ jq '[.claims[] | select(.status=="verified")][0:3] | map({id,text,status,reason})' output/next-dashboard/case-study/claims.json

Output

[
  {
    "id": "C3",
    "text": "It utilizes React and JavaScript for its core functionality. [E3] The repository contains a README at README.md, detailing the project's purpose and setup.”",
    "status": "verified",
    "reason": "Supported by cited repository evidence."
  },
  {
    "id": "C11",
    "text": "We’ve observed that maintaining consistent code structure and clear documentation is crucial for efficient development and collaboration. [E3] The README provides a foundational overview of the project, outlining its purpose and key features – a vital starting point for understanding the codebase. [E6] This commit timeline reveals a relatively recent development cycle, highlighting the need for streamlined workflows.",
    "status": "verified",
    "reason": "Supported by cited re
… [truncated 463 chars]

▸ bash sed -n '1,120p' output/next-dashboard/case-study/case-study.md

Input

$ sed -n '1,120p' output/next-dashboard/case-study/case-study.md

Output

# nextjs-dashboard: an evidence-backed case study

> Compiled locally with Doxify. Citations point to the evidence appendix.
> Unverified statements are marked [needs evidence]; author context is marked [attested].

## Snapshot

Okay, here’s the section text based on the provided evidence cards and goal: [needs evidence]

“This project, nextjs-dashboard, is a Next.js application focused on creating interactive dashboards. [needs evidence]  It utilizes React and JavaScript for its core functionality. [E3] The repository contains a README at README.md, detailing the project's purpose and setup.”

“The stack of this project consists primarily of React, Node.js, and npm (or yarn).  [E6] The top-level structure includes three commits between October 1st, 2026, and October 1st, 2026. These commi
… [truncated 12012 chars]

Agent

▸ bash sed -n '160,240p' src/doxify/cli.py

Input

$ sed -n '160,240p' src/doxify/cli.py

Output

            "API key",
            "set" if client.api_key else "missing",
            "OLLAMA_API_KEY (checked on first call)",
        )
    healthy, detail = client.health()
    table.add_row("Endpoint", "ok" if healthy else "missing", detail)
    console.print(table)

    if not git_path or not healthy:
        raise typer.Exit(code=1)


@app.command(name="self-check")
def self_check(
    json_output: bool = typer.Option(False, "--json", help="Print machine-readable JSON."),
    check_model: bool = typer.Option(
        False, "--check-model", help="Also check the configured Ollama model."
    ),
    model: str | None = typer.Option(None, help="Model to check with --check-model."),
    host: str | None = typer.Option(None, help="Ollama endpoint URL."),
    provider: str | None = typer.
… [truncated 2122 chars]

Agent

▸ bash sed -n '1070,1120p' src/doxify/scout.py && sed -n '600,640p' src/doxify/scout.py

Input

$ sed -n '1070,1120p' src/doxify/scout.py && sed -n '600,640p' src/doxify/scout.py

Output

        if relative.suffix.lower() not in SEARCHABLE_SUFFIXES:
            continue
        path = root / Path(relative)
        try:
            resolved = path.resolve(strict=True)
            resolved.relative_to(root)
        except (OSError, ValueError):
            continue
        if resolved.is_file() and not resolved.is_symlink():
            candidates.append((resolved, relative))
    return candidates


def search_repository(
    root: Path,
    changes: list[BreakingChange],
    *,
    tracked_files: list[str] | None = None,
    max_matches: int = MAX_MATCHES,
) -> tuple[list[BreakingChange], int]:
    patterns: dict[str, re.Pattern[str]] = {}
    change_ids: dict[str, list[str]] = {}
    for change in changes:
        change.matches = []
        for api in change.apis:
       
… [truncated 2364 chars]

Agent

▸ bash rg -n "model_span|record_model_usage|http_span|begin_stage|end_stage" src/dox...

Input

$ rg -n "model_span|record_model_usage|http_span|begin_stage|end_stage" src/doxify/ollama_client.py src/doxify/scout.py src/doxify/cli.py | head -80 && sed -n '80,180p' src/doxify/ollama_client.py

Output

src/doxify/cli.py:32:    begin_stage,
src/doxify/cli.py:90:        begin_stage(stage)
src/doxify/scout.py:29:from .monitoring import http_span
src/doxify/scout.py:351:        with http_span(label, url) as span, urlopen(request, timeout=timeout) as response:
src/doxify/ollama_client.py:12:from .monitoring import model_span, record_model_usage
src/doxify/ollama_client.py:136:            with model_span(
src/doxify/ollama_client.py:151:                record_model_usage(
            return False, str(exc)
        if self.model in models:
            return True, f"{self.label} is reachable and {self.model} is available."
        if self.is_cloud:
            return False, (
                f"{self.model} is not available on Ollama Cloud. "
                "Choose another model with --model or
… [truncated 3364 chars]

Agent

▸ bash sed -n '80,110p' src/doxify/cli.py && rg -n "begin_stage\(|stage\(" src/doxif...

Input

$ sed -n '80,110p' src/doxify/cli.py && rg -n "begin_stage\(|stage\(" src/doxify/cli.py src/doxify/pipeline.py | head -80

Output

    for argument in sys.argv[1:]:
        if not argument.startswith("-"):
            return argument
    return "help"


def _stage_callback(progress, task):
    def on_stage(stage: str, detail: str) -> None:
        progress.update(task, description=detail)
        log_event(logging.INFO, "stage.start", stage=stage)
        begin_stage(stage)

    return on_stage


def _read_draft(path: Path | None) -> str | None:
    if path is None:
        return None
    try:
        return path.read_text(encoding="utf-8")
    except OSError as exc:
        raise typer.BadParameter(f"Could not read draft file: {exc}") from exc


def _warn_cloud(client: OllamaClient) -> None:
    if not client.is_cloud:
        return
    console.print(
        "[yellow]Cloud mode sends repository evidence (file path
… [truncated 293 chars]

Agent

▸ bash sed -n '1,60p' src/doxify/retrieval.py

Input

$ sed -n '1,60p' src/doxify/retrieval.py

Output

from __future__ import annotations

from .models import EvidenceCard, SectionSpec
from .text import content_tokens

SECTION_SPECS: list[SectionSpec] = [
    SectionSpec(
        id="snapshot",
        title="Snapshot",
        goal="Summarize what the project is, its stack, size, and timeline.",
        keywords=["identity", "stack", "languages", "commits", "files", "readme"],
    ),
    SectionSpec(
        id="problem",
        title="The problem",
        goal="Explain the problem this project addresses and why it matters.",
        keywords=["problem", "purpose", "readme", "description", "context"],
    ),
    SectionSpec(
        id="approach",
        title="The approach",
        goal="Describe the main technical approach and major components.",
        keywords=["architecture", "st
… [truncated 1199 chars]

Agent

▸ bash sed -n '90,150p' src/doxify/monitoring.py

Input

$ sed -n '90,150p' src/doxify/monitoring.py

Output

        return configured
    try:
        version = importlib.metadata.version("doxify")
    except importlib.metadata.PackageNotFoundError:
        version = "0.1.0"
    return f"doxify@{version}"


def _environment() -> str:
    return os.environ.get("SENTRY_ENVIRONMENT", "development")


def _dsn() -> str | None:
    dsn = os.environ.get("SENTRY_DSN", "").strip()
    if not dsn:
        return None
    if not _env_bool("DOXIFY_SENTRY", default=True):
        return None
    return dsn


def _monitor_slug() -> str | None:
    return os.environ.get("SENTRY_MONITOR_SLUG")


def init_monitoring() -> bool:
    """Initialize Sentry only when an explicit DSN is configured.

    Initialization failures are non-fatal: the CLI continues without telemetry.
    """
    global _initialized, _status
… [truncated 869 chars]

Agent

▸ bash sed -n '1,200p' .github/workflows/sentry-nightly.yml && ls docs && find docs ...

Input

$ sed -n '1,200p' .github/workflows/sentry-nightly.yml && ls docs && find docs -maxdepth 2 -type f | sort

Output

name: Sentry nightly health check

on:
  schedule:
    - cron: "0 3 * * *"
  workflow_dispatch:

permissions:
  contents: read

jobs:
  self-check:
    name: Doxify self-check and cron check-in
    runs-on: ubuntu-latest
    timeout-minutes: 5
    env:
      SENTRY_DSN: ${{ secrets.SENTRY_DSN }}
      SENTRY_ENVIRONMENT: production
      SENTRY_TRACES_SAMPLE_RATE: "1.0"
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name: Install uv
        uses: astral-sh/setup-uv@v6
        with:
          python-version: "3.10"
          enable-cache: true
          cache-dependency-glob: uv.lock

      - name: Install dependencies
        run: uv sync --frozen

      - name: Run self-check
        run: uv run doxify self-check --json --monitor-slug doxify-night
… [truncated 83 chars]

Agent

▸ webfetch https://dev.to/challenges/hacktoberfest-week3-2026-10-19

Input

https://dev.to/challenges/hacktoberfest-week3-2026-10-19

Output

 Hacktoberfest Open-Source AI Challenge: Week 3 - DEV Challenge - DEV Community                                             

[Skip to content](#main-content)

Navigation menu [![DEV Community](https://media2.dev.to/dynamic/image/quality=100/https://dev-to-uploads.s3.amazonaws.com/uploads/logos/resized_logo_UQww2soKuUsjaOGNB38o.png)](/)

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[Log in](https://dev.to/enter?signup_subforem=1) [Create account](https://dev.to/enter?signup_subforem=1&state=new-user)

## DEV Community

Close

 

[Challenges](/challenges) → Hacktoberfest Open-Source AI Challenge: Week 3

![Hacktoberfest Open-Source AI Challenge: Week 3](https://media2.dev.to/dynamic/image/width=1300/https://dev-to-uploads.s3.
… [truncated 22301 chars]

Agent

▸ bash rg -n -i "Best Use of GitHub Copilot|Best Use of Entire|Copilot|Entire|SerpAp...

Input

$ rg -n -i "Best Use of GitHub Copilot|Best Use of Entire|Copilot|Entire|SerpApi|Sentry Agent|Gemma|demo|video|submission requirements|judging|What to Build" ~/.local/share/opencode/tool-output/tool_16fdb1ed6001A0VLHSt2O6NAVL | head -120

Output

...output truncated...

Full output saved to: ~/.local/share/opencode/tool-output/tool_16fdbfa5a001C0KwQxQx5vwQXy

187:### Best Use of Gemma
189:Use Gemma, Google's open-weight model, in building your project: run it locally, fine-tune it, or serve it through Google Cloud or another provider.
229:Give an open-source agent a voice, transcribe audio for a local model, or generate narration for your demo.
249:![Entire](data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCA5NTkuOTQgMjM2LjgxIiBmaWxsPSIjMDAwMDAwIiByb2xlPSJpbWciIGFyaWEtbGFiZWw9IkVudGlyZSI+PHBhdGggZD0iTTg5Ny4wOSwyMjIuMDFjLTQzLjAyLDAtNjkuMy0yNi44MS02OS4zLTY3LjI3czI2Ljc5LTY4LjA1LDY2LjcyLTY4LjA1LDY1LjQzLDI0Ljc0LDY1LjQzLDY0LjE4YzAsMy4zNSwwLDYuOTYtLjI2LDEwLjgzaC05Ny42M3YxLjU1YzAsMj
… [truncated 14940 chars]

Agent

▸ bash sed -n '180,340p' ~/.local/share/opencode/tool-output/tool_16fdb1ed6001A0VLHS...

Input

$ sed -n '180,340p' ~/.local/share/opencode/tool-output/tool_16fdb1ed6001A0VLHSt2O6NAVL | sed -E 's/!\[[^]]*\]\(data:[^)]*\)//g' | sed -E 's/<[^>]+>//g' | tr -s '\n' | head -200

Output


$200 USD
\+ Exclusive winner badge
### Best Use of Gemma
Use Gemma, Google's open-weight model, in building your project: run it locally, fine-tune it, or serve it through Google Cloud or another provider.
#### Prizes
$200 USD
\+ Exclusive winner badge
### Partner categories
$100 for each winner
### Best Use of Auth0 for AI Agents
Use Auth0 for AI Agents: sign users in to an agent, call tools on a user's behalf with Token Vault, ask a person to approve a risky action before the agent takes it, or limit what a RAG pipeline can retrieve with fine-grained authorization.
#### Prizes
$100 USD
\+ Exclusive winner badge
### Best Use of Backboard
Build with R-CLI, Backboard's open-source terminal coding agent, compare open-weight models through a single Backboard API key, or give an open-source p
… [truncated 2430 chars]

▸ bash sed -n '350,430p' ~/.local/share/opencode/tool-output/tool_16fdb1ed6001A0VLHS...

Input

$ sed -n '350,430p' ~/.local/share/opencode/tool-output/tool_16fdb1ed6001A0VLHSt2O6NAVL | sed -E 's/!\[[^]]*\]\(data:[^)]*\)//g' | sed -E 's/<[^>]+>//g' | tr -s '\n' | head -160

Output


#### Prizes
$100 USD
\+ Exclusive winner badge
### Best Use of Tiger Data
Store embeddings with pgvector, run hybrid keyword and vector search for an agent, or let an agent manage a database through Tiger MCP.
#### Prizes
$100 USD
\+ Exclusive winner badge
## How To Participate
Publish a post on DEV using the submission template above. Tell us what you built and what effort it saves, show us a demo, and explain why open innovation matters for what you built. If you can show us the lazy payoff, even better! The template adds the required tags: [#devchallenge](https://dev.to/t/devchallenge) and [#hf26challenge](https://dev.to/t/hf26challenge).
## Helpful Links & Resources
**Need help?** Come hang out and ask questions in the [MLH Discord](https://discord.com/invite/mlh), and read [Everythin
… [truncated 3534 chars]

▸ bash sed -n '500,580p' ~/.local/share/opencode/tool-output/tool_16fdb1ed6001A0VLHS...

Input

$ sed -n '500,580p' ~/.local/share/opencode/tool-output/tool_16fdb1ed6001A0VLHSt2O6NAVL | sed -E 's/!\[[^]]*\]\(data:[^)]*\)//g' | sed -E 's/<[^>]+>//g' | tr -s '\n' | head -160

Output


Anyone building with an Arduino UNO Q, whether you got one at an in-person Fest or have your own.
#### How do I claim partner credits?
Several partners are giving participants credits and promo codes, including Tinker, Render, Backboard, and a free .tech domain. Claim yours at [hacktoberfest.com/my/promos](https://hacktoberfest.com/my/promos/?utm_source=dev.to&utm_medium=challenge-page&utm_campaign=hacktoberfest-2026&utm_content=faq-claim-credits).
### Submission
#### Can I submit a pull request to an existing project?
No. **New projects, not pull requests:** each submission is a new project built during that challenge's window. Pull requests to existing projects don't count this year.
#### Can I work on an old project?
No, all submissions and their respective repositories must be started
… [truncated 3958 chars]

Agent

▸ bash sed -n '1,240p' docs/observability.md

Input

$ sed -n '1,240p' docs/observability.md

Output

# Observability

Doxify is local-first. Sentry monitoring is **off by default** and only starts
when you provide an explicit `SENTRY_DSN`. Without a DSN, Doxify writes no
telemetry and does not contact Sentry.

When enabled, monitoring sends a deliberately narrow slice of operational data:
command errors, timings, redacted structured logs, and model/HTTP spans. It does
not send prompts, completions, repository contents, evidence text, environment
variables, user identity, cookies, request bodies, query strings, or local
absolute paths.

## Enable locally

```bash
export SENTRY_DSN="[redacted]"
export SENTRY_ENVIRONMENT="development"
export SENTRY_TRACES_SAMPLE_RATE="1.0"
doxify self-check --json
```

Disable it at any time with `DOXIFY_SENTRY=0` or an empty `SENTRY_DSN`
… [truncated 4031 chars]

Agent

▸ bash sed -n '90,115p' README.md && jq '.evidence[] | select(.id=="E2" or .id=="E1"...

Input

$ sed -n '90,115p' README.md && jq '.evidence[] | select(.id=="E2" or .id=="E1" or .id=="E4" or .id=="E5" or .id=="E6" or .id=="E7") | {id,text,meta}' docs/self-audit/evidence.json

Output

<!-- doxify-attested: command reference -->

## Project facts

Doxify is written in Python. The project declares runtime dependencies including
`gitpython`, `ollama`, `pydantic`, `rich`, `sentry-sdk`, `tomli`, and `typer`.

The repository is organized into top-level paths including `src`, `tests`,
`output`, and `.github`.

The repository contains test-related files at `tests/test_readme.py`. CI is
defined in `.github/workflows/ci.yml`.

<!-- doxify-evidence: E2 E4 E5 E6 E7 -->

## Scout upgrades

`doxify scout` fetches release notes between two versions, extracts breaking
changes with exact quotes, and searches your tracked code for affected APIs.

```bash
doxify scout react 18 19 --repo /path/to/app
```

Use `--notes FILE` for offline notes, `--deep` to analyze every fetched release,
and 
… [truncated 1742 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: My demo project had 20 commit...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
My demo project had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
new:
The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: The sloth part is the design ...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
The sloth part is the design brief: you should be able to leave the repo running and come back to a review queue.
new:
The sloth test is simple: start it, walk away, and come back to a review queue.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Scout drops any breaking chan...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Scout drops any breaking change whose quote is not actually in the release notes. If the model fails, a deterministic fallback extracts breaking-change lines instead. The report only shows changes tha
… [truncated 116 chars]
new:
Scout drops any breaking change whose quote is not actually in the release notes. If the model fails, a deterministic fallback extracts breaking-change lines instead. The report only shows changes that have a code match, because a breaking change that does not touch this repository is not this repository's problem.

The repository includes a replay fixture for the React 18 to 19 upgrade, so extrac
… [truncated 101 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: The checked-in `nextjs-dashbo...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
The checked-in `nextjs-dashboard` run flagged 34 of its 47 claims. That is the product working. The 34 are the review queue.
new:
The checked-in `nextjs-dashboard` run left 34 of its 47 claims needing evidence. That is the product working. The 34 are the review queue.

That artifact is the raw run, not a cleaned-up sample. The `[needs evidence]` tags and the model's awkward openings are the point: the verifier flags them instead of hiding them.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: There is no hosted demo. Doxi...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
There is no hosted demo. Doxify is a CLI, and the repository under analysis does not have to leave the machine.
new:
There is no hosted demo. Doxify is a CLI, and the repository under analysis does not have to leave the machine. The walkthrough is the command block below; the checked-in artifacts are its output.

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: - [`src/doxify/redaction.py`]...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
- [`src/doxify/redaction.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/redaction.py) — the redaction policy.
- [`src/doxify/selfcheck.py`](https://github.com/Ekomjah/doxify/blob/main/src
… [truncated 307 chars]
new:
- [`src/doxify/redaction.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/redaction.py) — the redaction policy.
- [`src/doxify/selfcheck.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/selfcheck.py) — health checks for the Sentry cron monitor.
- [`docs/observability.md`](https://github.com/Ekomjah/doxify/blob/main/docs/observability.md) — Sentry setup, data policy, and dashb
… [truncated 412 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: ```python for spec in SECTION...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
```python
for spec in SECTION_SPECS:
    cards = retrieve_evidence(scan.evidence, spec, limit=3)

    if spec.id in {"snapshot", "problem", "reflection"}:
        generated = GeneratedSection(body=tem
… [truncated 344 chars]
new:
```python
for spec in SECTION_SPECS:
    cards = retrieve_evidence(scan.evidence, spec, limit=3)

    if spec.id in {"snapshot", "problem", "reflection"}:
        generated = GeneratedSection(
            body=template_section(spec, cards),
            fallback_used=False,
        )
    else:
        generated = generate_section(
            client,
            spec,
            cards,
           
… [truncated 291 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: The monitor config describes ...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
The monitor config describes a nightly 3 a.m. UTC check-in with a 10-minute margin and a 15-minute maximum runtime. Point a scheduler at it if you want the sloth to be watched.
new:
The monitor config describes a nightly 3 a.m. UTC check-in with a 10-minute margin and a 15-minute maximum runtime. `.github/workflows/sentry-nightly.yml` runs `doxify self-check` on that schedule, so a broken install shows up as a missed check-in.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: **Sentry's defaults were too ...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
**Sentry's defaults were too broad for private repositories.** Request bodies, headers, query strings, user info, and model inputs are now explicitly off. Tokens and paths are redacted. A monitoring f
… [truncated 61 chars]
new:
**Sentry is built for web apps, not private repositories.** Its defaults collect more than a local CLI should. Request bodies, headers, query strings, user info, and model inputs are now explicitly off. Tokens and paths are redacted. A monitoring feature that leaks the repository is worse than no monitoring.

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: For `scholarship-mcp`, the in...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
For `scholarship-mcp`, the input is 20 commits, nine tools, three models, and 26 records with no README. The first compile turns that raw history into a structured draft, a claim ledger, and an interv
… [truncated 59 chars]
new:
`scholarship-mcp` is the motivating input: 20 commits, nine tools, three models, and 26 records with no README. A compile turns that raw history into a structured draft, a claim ledger, and an interview defense pack. The job shifts from writing to verifying.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: **Best Use of Sentry Agent Tr...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
**Best Use of Sentry Agent Tracing.** Doxify records opt-in command transactions, pipeline stages, model spans, HTTP spans, token counts, and latency, while explicitly disabling prompt/output collecti
… [truncated 112 chars]
new:
**Best Use of Sentry Agent Tracing.** Doxify records opt-in command transactions, pipeline stages, model spans, HTTP spans, token counts, and latency, while explicitly disabling prompt/output collection and redacting secrets and paths. The trace tree above is the shape; `self-check --monitor-slug` and the nightly workflow turn a health check into a Sentry cron monitor.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: **Best Use of GitHub Copilot....

Input

file: ~/Desktop/repos/doxify/submission.md
old:
**Best Use of GitHub Copilot.** The category lists automating a project with GitHub Actions. The whole contribution path is automated: every push and pull request runs lint, 73 tests, a build, and the
… [truncated 109 chars]
new:
**Best Use of GitHub Copilot.** The category includes automating your project with GitHub Actions. The whole contribution path is automated: every push and pull request runs lint, 73 tests, a build, and the Doxify evidence gate. A Copilot-authored PR gets the same check as mine. The agent can propose; CI verifies.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: **Best Use of Entire.** The b...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
**Best Use of Entire.** The build session is summarized in `My Agent Session`, and every compile writes a `manifest.json` plus `claims.json` so the reasoning trail survives the chat. Doxify makes the 
… [truncated 37 chars]
new:
**Best Use of Entire.** The category asks you to share the agent session behind the project. I did that in `My Agent Session`, and every compile writes a `manifest.json` plus `claims.json` so the reasoning trail survives the chat. Doxify makes the output of the agent's work auditable.

Output

Edit applied successfully.

Agent

▸ read file: ~/Desktop/repos/doxify/submission.md

Input

file: ~/Desktop/repos/doxify/submission.md

Output

<path>~/Desktop/repos/doxify/submission.md</path>
<type>file</type>
<content>
1: *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
2: 
3: # I built a local Gemma tool that writes the README I keep avoiding
4: 
5: The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
6: 
7: I had built the thing. I had not explained it.
8: 
9: Every project ends the same way for me. The last commit lands, my brain shuts off, and the REA
… [truncated 24459 chars]

Agent

▸ bash git diff -- submission.md | sed -n '1,80p'

Input

$ git diff -- submission.md | sed -n '1,80p'

Output

diff --git a/submission.md b/submission.md
index d3885cb..28625ea 100644
--- a/submission.md
+++ b/submission.md
@@ -1,77 +1,52 @@
 *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
 
-# Doxify: for sloths who finished the project and forgot the README
+# I built a local Gemma tool that writes the README I keep avoiding
 
-I had a working project, 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
+The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
 
-The code was done. My brain was a puddle.
+I had built the thing. I had not explained it.
 
-If you have ever pushed the last com
… [truncated 5362 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Doxify is a local-first CLI t...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Doxify is a local-first CLI that scans a git repository, builds evidence cards, and asks Gemma to write from those cards. Then a deterministic verifier checks every sentence. This saves the time of op
… [truncated 55 chars]
new:
Doxify is a local-first CLI that scans a git repository, builds evidence cards, and asks Gemma to write from those cards. Then a deterministic verifier checks every sentence. It saves open-source developers, reviewers, bots, and fellow sloths from reverse-engineering the repo.

Output

Edit applied successfully.

Agent

▸ bash sed -n '240,360p' src/doxify/cli.py

Input

$ sed -n '240,360p' src/doxify/cli.py

Output

                model=model,
                force=force,
            )
            if current is not None:
                current.set_measurement("doxify.scan.cards", len(evidence))
        print_scan_summary(ScanResult(repo=scanned_repo, evidence=evidence), output)
    except DoxifyError as exc:
        error(str(exc))
        raise typer.Exit(code=1) from exc


@app.command()
def compile(
    repo: Path = typer.Argument(..., exists=True, file_okay=False, resolve_path=True),
    out: Path | None = typer.Option(None, "--out", "-o", help="Output directory."),
    draft: Path | None = typer.Option(None, "--draft", help="Optional Markdown notes."),
    role: str | None = typer.Option(None, "--role", help="Target role for tone."),
    model: str | None = typer.Option(
        None,
        h
… [truncated 3299 chars]

Agent

▸ bash rg -n "omitted|doxify-evidence|VERIFIED|ATTESTED" src/doxify/readme.py | head...

Input

$ rg -n "omitted|doxify-evidence|VERIFIED|ATTESTED" src/doxify/readme.py | head -60 && sed -n '1,220p' src/doxify/readme.py

Output

34:    omitted_claims: list[Claim]
69:    omitted = [
72:        if claim.status not in {ClaimStatus.VERIFIED, ClaimStatus.ATTESTED}
74:    if omitted:
78:                    f"<!-- doxify-unresolved: {len(omitted)} claim(s) need evidence; "
324:        if claim.status == ClaimStatus.ATTESTED and citation_free(claim.text)
344:        lines.extend(["", f"<!-- doxify-evidence: {ids} -->"])
from __future__ import annotations

import re
from dataclasses import dataclass
from pathlib import Path
from typing import Any

from .errors import SessionError
from .models import (
    Claim,
    ClaimStatus,
    CompileResult,
    EvidenceCard,
    EvidenceKind,
    RepoSummary,
)
from .text import compact_whitespace

GENERATED_MARKER = "<!-- doxify-generated -->"
CITATION_RE = re.compile(r"\s*\[E\d+\]
… [truncated 5967 chars]

Agent

▸ bash sed -n '300,355p' src/doxify/readme.py

Input

$ sed -n '300,355p' src/doxify/readme.py

Output

    )


def _limitations(lines: list[str], repo: RepoSummary) -> None:
    body: list[str] = []
    if not repo.deploy_files:
        body.append(
            "Doxify did not detect deployment configuration in the tracked files."
        )
    if repo.test_files:
        body.append(
            "Test files are listed above; this README does not claim that the tests pass."
        )
    body.append(
        "Add installation, environment, deployment, and licensing details that are not "
        "visible in the repository."
    )
    _section(lines, "Limitations and next steps", body, [])


def _project_notes(lines: list[str], claims: list[Claim]) -> None:
    attested = [
        claim
        for claim in claims
        if claim.status == ClaimStatus.ATTESTED and citation_free(claim.text)
… [truncated 909 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Doxify is a local-first CLI t...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Doxify is a local-first CLI that scans a git repository, builds evidence cards, and asks Gemma to write from those cards. Then a deterministic verifier checks every sentence. It saves open-source deve
… [truncated 77 chars]
new:
Doxify is a local-first CLI that scans a git repository, builds evidence cards, and asks Gemma to write from those cards. Then a deterministic verifier checks every sentence. It saves open-source developers, reviewers, and fellow sloths from reverse-engineering the repo. The bots get a better README too.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Doxify is a Python 3.10 CLI b...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Doxify is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, Ollama, and the Sentry SDK. The default model is `gemma3:1b` running locally. Users who cannot install Ollama can opt into Olla
… [truncated 144 chars]
new:
Doxify is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, Ollama, and the Sentry SDK. The default model is `gemma3:1b` running locally. Users who cannot or do not want to install Ollama can opt into Ollama Cloud with `--provider cloud` and `OLLAMA_API_KEY`; cloud mode defaults to `gemma4:31b` and warns that evidence cards will leave the machine.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: SAFE_DATA_COLLECTION = { ...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
SAFE_DATA_COLLECTION = {
    "user_info": False,
    "cookies": {"mode": "off"},
    "http_headers": {"request": {"mode": "off"}},
    "gen_ai": {"inputs": False, "outputs": False},
    "database_quer
… [truncated 53 chars]
new:
SAFE_DATA_COLLECTION = {
    "user_info": False,
    "cookies": {"mode": "off"},
    "http_headers": {"request": {"mode": "off"}},
    "http_bodies": [],
    "url_query_params": {"mode": "off"},
    "graphql": {"document": False, "variables": False},
    "gen_ai": {"inputs": False, "outputs": False},
    "database_query_data": False,
    "queues": False,
    "stack_frame_variables": False,
    "fr
… [truncated 24 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: The README run gave me a clea...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
The README run gave me a clean README with hidden provenance that CI can check. The Scout run turns a stack of release notes into a list of breaking changes and file/line matches.
new:
The README run gave me a clean README with hidden provenance that CI can check. Scout turns a stack of release notes into a list of breaking changes and file/line matches.

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: The design target is a sub-10...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
The design target is a sub-10-minute local compile on an 8 GB CPU laptop. The model is small, the prompts are bounded, and the expensive trust work is deterministic. I would rather ship a 1B model tha
… [truncated 82 chars]
new:
The design target is a sub-10-minute local compile on an 8 GB CPU laptop. The model is small, the prompts are bounded, and the expensive trust work is deterministic. I would rather ship a 1B model plus a verifier that says "I cannot prove that" than a larger model that says everything confidently.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: `#hf26challenge` `#hacktoberf...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
`#hf26challenge` `#hacktoberfest` `#opensource` `#ai` `#gemma` `#ollama` `#sentry` `#serpapi` `#githubactions` `#copilot` `#entire` `#portfolio` `#career` `#sloth`
new:
`#devchallenge` `#hf26challenge` `#hacktoberfest` `#opensource` `#ai` `#gemma` `#ollama` `#sentry` `#serpapi` `#githubactions` `#copilot` `#entire` `#portfolio` `#career` `#sloth`

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Doxify is a local-first CLI t...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Doxify is a local-first CLI that scans a git repository, builds evidence cards, and asks Gemma to write from those cards. Then a deterministic verifier checks every sentence. It saves open-source deve
… [truncated 105 chars]
new:
Doxify is a local-first CLI that scans a git repository, builds evidence cards, and asks Gemma to write from those cards. Then a deterministic verifier checks every sentence. It gives open-source developers, reviewers, bots, and fellow sloths their time back.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: The repository includes a rep...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
The repository includes a replay fixture for the React 18 to 19 upgrade, so extraction recall can be checked against a known list instead of judged by how convincing the output looks.
new:
The repository includes a [replay fixture](https://github.com/Ekomjah/doxify/blob/main/benchmarks/scout-react-18-19.json) for the React 18 to 19 upgrade, so extraction recall can be checked against a known list instead of judged by how convincing the output looks.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: **Sentry is built for web app...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
**Sentry is built for web apps, not private repositories.** Its defaults collect more than a local CLI should. Request bodies, headers, query strings, user info, and model inputs are now explicitly of
… [truncated 109 chars]
new:
**Sentry's defaults are built for web apps, not private repositories.** They collect more than a local CLI should. Request bodies, headers, query strings, user info, and model inputs are now explicitly off. Tokens and paths are redacted. A monitoring feature that leaks the repository is worse than no monitoring.

Output

Edit applied successfully.

Agent

Input

$ rg -n "!|actually|really|very|just|simply|seamless|leverage|unlock|game-changer|revolution|effortless|delve|landscape|testament" submission.md

Output

9:Every project ends the same way for me. The last commit lands, my brain shuts off, and the README is still empty. That page is the first thing an interviewer, a contributor, or another developer sees. If it is empty, they leave.
15:Doxify is a local-first CLI that scans a git repository, builds evidence cards, and asks Gemma to write from those cards. Then a deterministic verifier checks every sentence. It gives open-source developers, reviewers, bots, and fellow sloths their time back.
21:Doxify turns a finished repository into the things a tired developer actually needs:
27:| Scout | Which upgrade actually touches my code? | `scout.md`, `scout.json`, release notes, code matches |
32:Doxify is for the developer who just pushed the last commit and cannot face a blank page. It is for the 
… [truncated 3542 chars]

▸ bash wc -w submission.md && rg -n '^#{1,3} ' submission.md

Input

$ wc -w submission.md && rg -n '^#{1,3} ' submission.md

Output

3313 submission.md
3:# I built a local Gemma tool that writes the README I keep avoiding
19:## What I Built
38:### README
61:### Scout
71:### Case study
83:## Demo
117:## Code
137:## How I Built It
150:### The compile loop
183:### The verifier
205:### README provenance
226:### Scout's exact-quote rule
250:### SerpApi
267:### Sentry Agent Tracing
339:### GitHub Actions
367:### What broke along the way
377:### What I would do next
383:## Why Does Open Innovation Matter?
398:## My Agent Session
406:## The Lazy Payoff
420:## Prize Categories

▸ bash git diff --check && uv run pytest -q && uv run ruff check .

Input

$ git diff --check && uv run pytest -q && uv run ruff check .

Output

........................................................................ [ 98%]
.                                                                        [100%]
73 passed in 1.21s
All checks passed!

▸ bash uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence...

Input

$ uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --check && uv build

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.
Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl

Agent

▸ bash uv run python - <<'PY' from pathlib import Path text=Path('submission.md').re...

Input

$ uv run python - <<'PY'
from pathlib import Path
text=Path('submission.md').read_text()
required=['## What I Built','## Demo','## Code','## How I Built It','## Why Does Open Innovation Matter?','## My Agent Session','## The Lazy Payoff','## Prize Categories','#devchallenge','#hf26challenge']
for item in required:
    print(('OK ' if item in text else 'MISSING ')+item)
print('fences', text.count('```'))
print('words', len(text.split()))
PY

Output

OK ## What I Built
OK ## Demo
OK ## Code
OK ## How I Built It
OK ## Why Does Open Innovation Matter?
OK ## My Agent Session
OK ## The Lazy Payoff
OK ## Prize Categories
OK #devchallenge
OK #hf26challenge
fences 40
words 3317

▸ bash git diff --stat && git status --short

Input

$ git diff --stat && git status --short

Output

 .github/workflows/ci.yml    |  32 +++
 .obsidian/workspace.json    |  12 +-
 PLAN.md                     |  14 +-
 README.md                   |  59 +++++-
 src/doxify/cli.py           | 165 ++++++++++++----
 src/doxify/monitoring.py    | 463 +++++++++++++++++++++++++++++++++++++++++---
 src/doxify/ollama_client.py |  52 ++++-
 src/doxify/pipeline.py      |  11 +-
 src/doxify/scout.py         |   5 +-
 submission.md               | 301 +++++++++++-----------------
 10 files changed, 848 insertions(+), 266 deletions(-)
 M .github/workflows/ci.yml
 M .obsidian/workspace.json
 M PLAN.md
 M README.md
 M src/doxify/cli.py
 M src/doxify/monitoring.py
 M src/doxify/ollama_client.py
 M src/doxify/pipeline.py
 M src/doxify/scout.py
 M submission.md
?? .github/workflows/sentry-nightly.yml
?? action
… [truncated 319 chars]

Agent

▸ bash rg -n --hidden -g '!.git' -g '!dist' -g '!*.lock' -e 'SENTRY_DSN\s*=\s*["'"']...

Input

$ rg -n --hidden -g '!.git' -g '!dist' -g '!*.lock' -e 'SENTRY_DSN\s*=\s*["'"'][^"'"']+' -e 'sk-[A-Za-z0-9_-]{16,}' -e 'gh[pousr]_[A-Za-z0-9]{20,}' -e 'AKIA[0-9A-Z]{16}' -e 'api[_-]?key\s*=\s*["'"'][^"'"']+' . | head -50

Output

zsh:1: unmatched "

▸ bash git diff -- .obsidian/workspace.json | sed -n '1,120p'

Input

$ git diff -- .obsidian/workspace.json | sed -n '1,120p'

Output

diff --git a/.obsidian/workspace.json b/.obsidian/workspace.json
index ca57edf..39f63bd 100644
--- a/.obsidian/workspace.json
+++ b/.obsidian/workspace.json
@@ -13,12 +13,12 @@
             "state": {
               "type": "markdown",
               "state": {
-                "file": "PLAN.md",
+                "file": "submission.md",
                 "mode": "source",
                 "source": false
               },
               "icon": "lucide-file",
-              "title": "PLAN"
+              "title": "submission"
             }
           }
         ]
@@ -55,7 +55,7 @@
             "state": {
               "type": "search",
               "state": {
-                "query": "happens",
+                "query": "reverse",
                 "matchingCase": true,
               
… [truncated 548 chars]

▸ bash git diff -- src/doxify/ollama_client.py src/doxify/pipeline.py src/doxify/sco...

Input

$ git diff -- src/doxify/ollama_client.py src/doxify/pipeline.py src/doxify/scout.py | sed -n '1,260p'

Output

diff --git a/src/doxify/ollama_client.py b/src/doxify/ollama_client.py
index 9476c66..5b09163 100644
--- a/src/doxify/ollama_client.py
+++ b/src/doxify/ollama_client.py
@@ -1,11 +1,15 @@
 from __future__ import annotations
 
+import logging
 import os
+import time
 from typing import Any, Literal
 
 from ollama import Client, RequestError, ResponseError
 
 from .errors import ModelError
+from .log import log_event
+from .monitoring import model_span, record_model_usage
 
 DEFAULT_HOST = "http://127.0.0.1:11434"
 DEFAULT_MODEL = "gemma3:1b"
@@ -127,16 +131,62 @@ class OllamaClient:
         }
         if not self.is_cloud:
             payload["keep_alive"] = "10m"
+        started = time.perf_counter()
         try:
-            response = self._client.chat(**payload)
+            with mod
… [truncated 4542 chars]

Agent

▸ bash rg -n --hidden -g '!.git' -g '!dist' -g '!uv.lock' 'sk-[A-Za-z0-9_-]{16,}|gh[...

Input

$ rg -n --hidden -g '!.git' -g '!dist' -g '!uv.lock' 'sk-[A-Za-z0-9_-]{16,}|gh[pousr]_[A-Za-z0-9]{20,}|AKIA[0-9A-Z]{16}|SENTRY_DSN="[redacted]"[A-Za-z0-9]' . || true

Output

./tests/test_redaction.py:16:        "Authorization: Bearer [redacted-token] "
./docs/observability.md:16:export SENTRY_DSN="[redacted]"
./docs/observability.md:110:export SENTRY_DSN="[redacted]"

▸ bash git diff -- .github/workflows/ci.yml README.md src/doxify/cli.py | sed -n '1,...

Input

$ git diff -- .github/workflows/ci.yml README.md src/doxify/cli.py | sed -n '1,320p'

Output

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2704633..74e0a7d 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -41,3 +41,35 @@ jobs:
           name: dist
           path: dist/
           if-no-files-found: error
+
+  verify:
+    name: Verify evidence-backed claims
+    runs-on: ubuntu-latest
+    env:
+      SENTRY_DSN: ""
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+
+      - name: Verify self-audit README
+        uses: ./
+        with:
+          artifact: README.md
+          evidence: docs/self-audit/evidence.json
+          fail-on: needs_evidence,rejected
+
+      - name: Verify unresolved case study (expected failure)
+        id: negative
+        continue-on-error: true
+        uses: ./
+
… [truncated 9086 chars]

▸ bash git diff --name-only && git ls-files --others --exclude-standard | sort

Input

$ git diff --name-only && git ls-files --others --exclude-standard | sort

Output

.github/workflows/ci.yml
.obsidian/workspace.json
PLAN.md
README.md
src/doxify/cli.py
src/doxify/monitoring.py
src/doxify/ollama_client.py
src/doxify/pipeline.py
src/doxify/scout.py
submission.md
action.yml
docs/observability.md
docs/self-audit/evidence.json
.github/workflows/sentry-nightly.yml
src/doxify/audit.py
src/doxify/log.py
src/doxify/redaction.py
src/doxify/selfcheck.py
tests/conftest.py
tests/test_audit.py
tests/test_logging.py
tests/test_monitoring.py
tests/test_redaction.py
tests/test_self_audit.py
tests/test_selfcheck.py
tests/test_verify_cli.py

Agent

▸ bash uv run doxify self-check --json; echo "exit=$?"

Input

$ uv run doxify self-check --json; echo "exit=$?"

Output

{"checks": [{"detail": "3.10", "name": "python", "ok": true}, {"detail": "/usr/bin/git", "name": "git", "ok": true}, {"detail": "0.1.0", "name": "package", "ok": true}, {"detail": "read/write ok", "name": "tempdir", "ok": true}], "ok": true}
exit=0

▸ bash uv run doxify verify --artifact output/next-dashboard/case-study/case-study.m...

Input

$ uv run doxify verify --artifact output/next-dashboard/case-study/case-study.md --evidence output/next-dashboard/case-study/evidence.json --fail-on needs_evidence,rejected --check >/tmp/doxify-negative.out 2>&1; code=$?; tail -5 /tmp/doxify-negative.out; echo "exit=$code"

Output

C11 needs_evidence This commit timeline reveals a relatively recent development 
cycle, highlighting the need for streamlined workflows.
  No citation token was found.
  ... and 61 more
Verification failed: 71 claim(s) matched --fail-on.
exit=1

▸ bash uv run python - <<'PY' from pathlib import Path text=Path('submission.md').re...

Input

$ uv run python - <<'PY'
from pathlib import Path
text=Path('submission.md').read_text()
assert text.count('```') % 2 == 0
print(text.count('```')//2, 'code blocks')
PY

Output

20 code blocks

Agent

▸ bash git add .github/workflows/ci.yml .github/workflows/sentry-nightly.yml PLAN.md...

Input

$ git add .github/workflows/ci.yml .github/workflows/sentry-nightly.yml PLAN.md README.md action.yml docs src/doxify/audit.py src/doxify/cli.py src/doxify/log.py src/doxify/monitoring.py src/doxify/ollama_client.py src/doxify/pipeline.py src/doxify/redaction.py src/doxify/scout.py src/doxify/selfcheck.py tests/conftest.py tests/test_audit.py tests/test_logging.py tests/test_monitoring.py tests/test_redaction.py tests/test_self_audit.py tests/test_selfcheck.py tests/test_verify_cli.py && git status --short

Output

M  .github/workflows/ci.yml
A  .github/workflows/sentry-nightly.yml
 M .obsidian/workspace.json
M  PLAN.md
M  README.md
A  action.yml
A  docs/observability.md
A  docs/self-audit/evidence.json
A  src/doxify/audit.py
M  src/doxify/cli.py
A  src/doxify/log.py
M  src/doxify/monitoring.py
M  src/doxify/ollama_client.py
M  src/doxify/pipeline.py
A  src/doxify/redaction.py
M  src/doxify/scout.py
A  src/doxify/selfcheck.py
 M submission.md
A  tests/conftest.py
A  tests/test_audit.py
A  tests/test_logging.py
A  tests/test_monitoring.py
A  tests/test_redaction.py
A  tests/test_self_audit.py
A  tests/test_selfcheck.py
A  tests/test_verify_cli.py

You

alright. now, remember that one thing that brought me back from particiapating in the hacktoberfest week 3 when i saw it was due to poor cpu. add this to make my story more confvincing in the @submission.md file

Called the Read tool with the following input: {"filePath":"~/Desktop/repos/doxify/submission.md"}

<path>~/Desktop/repos/doxify/submission.md</path>
<type>file</type>
<content>
1: This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady
2:
3: # I built a local Gemma tool that writes the README I keep avoiding
4:
5: The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
6:
7: I had built the thing. I had not explained it.
8:
9: Every project ends the same way for me. The last commit lands, my brain shuts off, and the README is still empty. That page is the first thing an interviewer, a contributor, or another developer sees. If it is empty, they leave.
10:
11: Two years later, the other bill comes due. The dependencies have moved, the build is deprecated, and the release notes are a wall. I do not need a generic summary. I need to know which lines in my repo are affected.
12:
13: I built Doxify for both moments.
14:
15: Doxify is a local-first CLI that scans a git repository, builds evidence cards, and asks Gemma to write from those cards. Then a deterministic verifier checks every sentence. It gives open-source developers, reviewers, bots, and fellow sloths their time back.
16:
17: The model writes. The code checks.
18:
19: ## What I Built
20:
21: Doxify turns a finished repository into the things a tired developer actually needs:
22:
23: | Surface | Question it answers | What it writes |
24: |---|---|---|
25: | Case study compiler | What did I build, and can I defend it? | case-study.md, claims.json, defense.md |
26: | README compiler | What does this repo do, and how do I run it? | An evidence-marked README.md |
27: | Scout | Which upgrade actually touches my code? | scout.md, scout.json, release notes, code matches |
28: | CI gate | Can I trust the docs in this PR? | A pass or fail from the same verifier |
29:
30: The case study came first. It was the core of this build and it is still the deepest part: six sections, a claim ledger, and an interview defense pack. The README and Scout reuse the same evidence engine, so they are not side projects. The case study is the story. The README is what visitors read. Scout is what future-you runs.
31:
32: Doxify is for the developer who just pushed the last commit and cannot face a blank page. It is for the developer whose best work is private or under NDA. It is for the maintainer who comes back to a project after two years of dependency drift. It is also for the open-source maintainer whose README is the first thing contributors and bots read.
33:
34: It is not a portfolio site generator. It is a review tool. The useful output is not just a draft. It is the list of claims that did not survive verification.
35:
36: The sloth test is simple: start it, walk away, and come back to a review queue.
37:
38: ### README
39:
40: doxify readme runs the same compile, then renders a README from verified and attested material.
41:
42: Readers get clean Markdown. CI gets provenance:
43:
44: markdown 45:  46:  47:
48:
49: Unresolved claims are left out of the visible page. The README builder also refuses to overwrite an existing README without --force, and it keeps a backup when it does.
50:
51: python 52: if target.exists() and not force: 53: raise SessionError( 54: f"README target already exists: {target}. " 55: "Pass --force to overwrite it, or use --output to write elsewhere." 56: ) 57:
58:
59: The tool does not eat your existing README while you are looking away.
60:
61: ### Scout
62:
63: doxify scout react 18 19 --repo /path/to/app fetches release notes in the upgrade range, extracts breaking changes with exact quotes, and searches the tracked code for the affected APIs.
64:
65: The point is not "here is everything that changed in React 19." The point is "here is the short list of changes that touch this repository, with file and line matches."
66:
67: Scout drops any breaking change whose quote is not actually in the release notes. If the model fails, a deterministic fallback extracts breaking-change lines instead. The report only shows changes that have a code match, because a breaking change that does not touch this repository is not this repository's problem.
68:
69: The repository includes a replay fixture for the React 18 to 19 upgrade, so extraction recall can be checked against a known list instead of judged by how convincing the output looks.
70:
71: ### Case study
72:
73: doxify compile produces six sections: Snapshot, The problem, The approach, The hard part, What shipped, and What I would change.
74:
75: For each narrative section, Doxify retrieves up to three evidence cards and gives them to Gemma. The model writes with [E#] citations. The verifier checks the citations, numbers, identifiers, and a list of claims that code cannot prove.
76:
77: Unsupported sentences are not deleted silently. They are marked [needs evidence], paired with a gap question, and included in the claim ledger. Author context can be added with doxify attest and is labeled as an attestation, not repository proof.
78:
79: The checked-in nextjs-dashboard run left 34 of its 47 claims needing evidence. That is the product working. The 34 are the review queue.
80:
81: That artifact is the raw run, not a cleaned-up sample. The [needs evidence] tags and the model's awkward openings are the point: the verifier flags them instead of hiding them.
82:
83: ## Demo
84:
85: There is no hosted demo. Doxify is a CLI, and the repository under analysis does not have to leave the machine. The walkthrough is the command block below; the checked-in artifacts are its output.
86:
87: The motivating demo is scholarship-mcp: 20 commits, nine MCP tools
… [truncated 19383 chars]

[attached file: submission.md]

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: I built Doxify for both momen...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
I built Doxify for both moments.

Doxify is a local-first CLI
new:
I built Doxify for both moments.

I almost skipped this challenge because of my CPU. Most AI demos I saw assumed a GPU or a cloud account. My laptop is CPU-only. The thing that brought me back was `gemma3:1b`: small enough to run locally, open-weight, and good enough to draft when a deterministic verifier checks the output. That constraint shaped the whole build.

Doxify is a local-first CLI

Output

▸ edit file: ~/Desktop/repos/doxify/submission.md old: - **It runs on a normal lapto...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
- **It runs on a normal laptop.** `gemma3:1b` is about 806 MB and runs on an 8 GB CPU laptop. After the model download, the default workflow is offline. No API key, no per-token bill.
new:
- **It runs on a normal laptop.** `gemma3:1b` is about 806 MB and runs on the 8 GB CPU-only laptop that almost kept me out of this challenge. After the model download, the default workflow is offline. No API key, no per-token bill.

Output

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: I built Doxify for both momen...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
I built Doxify for both moments.

Doxify is a local-first CLI
new:
I built Doxify for both moments.

I almost skipped this challenge because my laptop has a weak CPU. Most AI demos I saw assumed a GPU. `gemma3:1b` changed that: a small open-weight model that runs locally on the machine I already have. That constraint shaped the build: a small model, bounded prompts, and a deterministic verifier to carry the trust work.

Doxify is a local-first CLI

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: **The first case study was to...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
**The first case study was too confident.** The a local demo repo, when tested, produced 34 unsupported claims out of 47.
new:
**The first case study was too confident.** The local demo repo produced 34 unsupported claims out of 47.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: The design target is a sub-10...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
The design target is a sub-10-minute local compile on an 8 GB CPU laptop. The model is small, the prompts are bounded, and the expensive trust work is deterministic.
new:
The design target is a sub-10-minute local compile on an 8 GB CPU laptop, because that is the machine I have. The model is small, the prompts are bounded, and the expensive trust work is deterministic.

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: - **It runs on a normal lapto...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
- **It runs on a normal laptop.** `gemma3:1b` is about 806 MB and runs on an 8 GB CPU laptop. After the model download, the default workflow is offline. No API key, no per-token bill.
new:
- **It runs on a normal laptop.** The same weak CPU that almost kept me out runs `gemma3:1b`, which is about 806 MB. After the model download, the default workflow is offline. No API key, no per-token bill.

Output

Edit applied successfully.

Agent

▸ bash sed -n '1,25p' submission.md && printf '\n--- broke ---\n' && sed -n '365,378...

Input

$ sed -n '1,25p' submission.md && printf '\n--- broke ---\n' && sed -n '365,378p' submission.md && printf '\n--- why ---\n' && sed -n '385,400p' submission.md && printf '\n--- payoff ---\n' && sed -n '410,425p' submission.md

Output

*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*

# I built a local Gemma tool that writes the README I keep avoiding

The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.

I had built the thing. I had not explained it.

Every project ends the same way for me. The last commit lands, my brain shuts off, and the README is still empty. That page is the first thing an interviewer, a contributor, or another developer sees. If it is empty, they leave.

Two years later, the other bill comes due. The dependencies have moved, the build is deprecated, and the release notes are a wall. I do not need a generic summary. I need to know wh
… [truncated 4578 chars]

Agent

▸ read file: ~/Desktop/repos/doxify/submission.md

Input

file: ~/Desktop/repos/doxify/submission.md

Output

<path>~/Desktop/repos/doxify/submission.md</path>
<type>file</type>
<content>
1: *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
2: 
3: # I built a local Gemma tool that writes the README I keep avoiding
4: 
5: The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
6: 
7: I had built the thing. I had not explained it.
8: 
9: Every project ends the same way for me. The last commit lands, my brain shuts off, and the REA
… [truncated 1292 chars]

▸ bash sed -n '383,400p' submission.md && sed -n '365,375p' submission.md

Input

$ sed -n '383,400p' submission.md && sed -n '365,375p' submission.md

Output

After that: semantic verification instead of lexical overlap, more language support in Scout, and a better story for non-semver dependencies.

## Why Does Open Innovation Matter?

Four things were possible because the pieces are open:

- **The repo can stay private.** A developer with an NDA or sensitive customer data cannot upload the code to a hosted writing tool. Local Gemma means the evidence does not go to a model API.
- **It runs on a normal laptop.** The same weak CPU that almost kept me out runs `gemma3:1b`, which is about 806 MB. After the model download, the default workflow is offline. No API key, no per-token bill.
- **The model is a flag.** `--model` or `DOXIFY_MODEL` can swap Gemma for another Ollama model without changing the verifier.
- **The verifier is inspectable.** You 
… [truncated 1440 chars]

▸ bash git diff --check && uv run pytest -q && uv run ruff check .

Input

$ git diff --check && uv run pytest -q && uv run ruff check .

Output

........................................................................ [ 98%]
.                                                                        [100%]
73 passed in 3.14s
All checks passed!

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: I almost skipped this challen...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
I almost skipped this challenge because my laptop has a weak CPU. Most AI demos I saw assumed a GPU. `gemma3:1b` changed that: a small open-weight model that runs locally on the machine I already have
… [truncated 121 chars]
new:
I almost skipped this challenge because my laptop has a weak CPU. Most AI demos I saw assumed a GPU. I did not want to enter a challenge I could not run. `gemma3:1b` changed that: a small open-weight model that runs locally on the machine I already have. That constraint shaped the build: a small model, bounded prompts, and a deterministic verifier to carry the trust work.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: **The first case study was to...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
**The first case study was too confident.** The local demo repo produced 34 unsupported claims out of 47.
new:
**The first case study was too confident.** The run against the local demo repo left 34 of its 47 claims needing evidence.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: - **It runs on a normal lapto...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
- **It runs on a normal laptop.** The same weak CPU that almost kept me out runs `gemma3:1b`, which is about 806 MB. After the model download, the default workflow is offline. No API key, no per-token
… [truncated 6 chars]
new:
- **It runs on a normal laptop.** The same weak CPU that almost kept me out is enough for `gemma3:1b`, which is about 806 MB. After the model download, the default workflow is offline. No API key, no per-token bill.

Output

Edit applied successfully.

Agent

Input

$ rg -n '\b(?:the a|a a|the the|to to|and and|is is|of of)\b|\bteh\b|\brecieve\b|\bseperate\b' submission.md || true

Output

(no output)

▸ bash git diff -- submission.md | sed -n '1,80p'

Input

$ git diff -- submission.md | sed -n '1,80p'

Output

diff --git a/submission.md b/submission.md
index d3885cb..77834f8 100644
--- a/submission.md
+++ b/submission.md
@@ -1,77 +1,54 @@
 *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
 
-# Doxify: for sloths who finished the project and forgot the README
+# I built a local Gemma tool that writes the README I keep avoiding
 
-I had a working project, 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
+The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
 
-The code was done. My brain was a puddle.
+I had built the thing. I had not explained it.
 
-If you have ever pushed the last com
… [truncated 5582 chars]

▸ bash git status --short

Input

$ git status --short

Output

M  .github/workflows/ci.yml
A  .github/workflows/sentry-nightly.yml
 M .obsidian/workspace.json
M  PLAN.md
M  README.md
A  action.yml
A  docs/observability.md
A  docs/self-audit/evidence.json
A  src/doxify/audit.py
M  src/doxify/cli.py
A  src/doxify/log.py
M  src/doxify/monitoring.py
M  src/doxify/ollama_client.py
M  src/doxify/pipeline.py
A  src/doxify/redaction.py
M  src/doxify/scout.py
A  src/doxify/selfcheck.py
 M submission.md
A  tests/conftest.py
A  tests/test_audit.py
A  tests/test_logging.py
A  tests/test_monitoring.py
A  tests/test_redaction.py
A  tests/test_self_audit.py
A  tests/test_selfcheck.py
A  tests/test_verify_cli.py

You

[session context compacted]

Agent

Objective

Finish submission.md as a winning Hacktoberfest Week 3 entry with a sloth-focused, concrete narrative and accurate technical claims.
Add the user’s poor-CPU backstory — the constraint that nearly kept them out of the challenge — and then commit/push the article plus supporting code.

Important Details

Required header and section order must stay intact: What I Built, Demo, Code, How I Built It, Why Does Open Innovation Matter?, My Agent Session, The Lazy Payoff, Prize Categories.
Current title: # I built a local Gemma tool that writes the README I keep avoiding.
Current user-attached submission.md is 432 lines / ~3317 words / 20 code blocks; all required sections and tags are present, including #devchallenge and #hf26challenge.
User wants the poor-CPU constraint added to make the story more convincing. Keep it honest: align with the existing 8 GB CPU laptop / no useful GPU / gemma3:1b ~806 MB positioning; do not invent benchmark numbers.
Current line 369 has a typo: **The first case study was too confident.** The a local demo repo, when tested, produced 34 unsupported claims out of 47. Fix this while editing.
Do not overclaim: there is no actual Copilot CLI/session, no Entire/DevRelay embed, no hosted demo, no video, and no screenshots. Copilot category relies on GitHub Actions automation; Entire category relies on My Agent Session plus manifest.json/claims.json.
No fabricated user study/time-savings data. The Lazy Payoff must stay based on actual local runs on nextjs-dashboard and Doxify’s own README.
Verified facts: 73 tests pass, Ruff passes, build passes, self-audit = 5 verified / 8 attested, nextjs-dashboard = 13 verified / 34 needs evidence / 0 rejected.
Direct artifact verification of output/next-dashboard/case-study/case-study.md yields 71 needs-evidence because it re-extracts claims; the article’s 34 refers to the compile/claims.json run.
Sentry SDK 2.73.0 supports the data_collection option; the article’s SAFE_DATA_COLLECTION block is now full and matches src/doxify/redaction.py.
Sentry is opt-in via SENTRY_DSN; DOXIFY_SENTRY=0 disables it. CI sets SENTRY_DSN="". Prompts/outputs are not recorded; URLs are stripped to scheme/host/path.
SerpApi remains the Scout fallback after --notes FILE and GitHub releases; exact-quote validation still applies; --notes preserves offline use.
Supporting code/docs are staged except submission.md; .obsidian/workspace.json is dirty and must not be committed.
Staged files include action.yml, docs/, .github/workflows/sentry-nightly.yml, src/doxify/{audit,log,redaction,selfcheck}.py, new tests, and modifications to .github/workflows/ci.yml, README.md, PLAN.md, and core src/doxify/ modules.
No commit has been made for the current staged code or the latest submission.md rewrite. The previously pushed article is still commit c1d4a57.

Work State

Completed

Base submission was committed/pushed as c1d4a57 (docs(submission): add Hacktoberfest Week 3 post).
Latest submission.md rewrite was completed: new opening, sloth framing, “What broke along the way,” “What I would do next,” README/Scout/case-study details, Sentry/SerpApi/GitHub Actions sections, and prize-category summaries.
Article refinements added: The repository had... opening, The sloth test..., replay-fixture link, raw-run caveat, demo walkthrough sentence, actual compile-loop code, nightly workflow reference, full SAFE_DATA_COLLECTION block, and #devchallenge.
Verified implementation details against source: monitoring.py, redaction.py, selfcheck.py, scout.py, pipeline.py, audit.py, action.yml, and .github/workflows/ci.yml.
Ran and passed uv run pytest -q (73 tests), uv run ruff check ., uv build, and README self-audit.
Staged supporting code/docs/workflows/action/tests; intentionally left .obsidian/workspace.json unstaged.
Current user-provided submission.md was reviewed and is ready for the CPU-story addition plus typo fix.

Active

Add the poor-CPU hesitation/backstory to submission.md in the most convincing place, likely the intro or Why Does Open Innovation Matter? / The Lazy Payoff.
Fix line 369: replace The a local demo repo, when tested... with a clean, accurate sentence.
After edits, proofread for consistency and run the verification commands again.
Stage submission.md, then commit and push the staged code plus the article per the earlier commit/push request.

Blocked

No actual Copilot/Entire/DevRelay integration or demo video/screenshots; categories remain represented through GitHub Actions, session summary, and checked-in artifacts.
Supporting code is staged but not committed/pushed, so new GitHub links in the article will 404 until pushed.
.obsidian/workspace.json remains modified and must be excluded from commits.
No real measured CPU benchmark; the CPU story should stay a personal constraint aligned with the existing design target.

Next Move

Edit submission.md to add the poor-CPU backstory and fix the line-369 typo without inventing benchmarks.
Re-run uv run pytest -q, uv run ruff check ., README self-audit, and uv build; then stage submission.md, commit staged code and article separately, and push main while excluding .obsidian/workspace.json.

Relevant Files

submission.md: main deliverable; current 432-line version needs CPU story and typo fix.
PLAN.md: source for 8 GB CPU laptop, no useful GPU, and ~806 MB gemma3:1b positioning.
README.md: self-audit markers, product docs, and evidence-backed project facts.
src/doxify/monitoring.py: opt-in Sentry transactions, model spans, cron monitor.
src/doxify/redaction.py: SAFE_DATA_COLLECTION, secret/path redaction, safe URL handling.
src/doxify/selfcheck.py: local health checks for Sentry cron monitor.
src/doxify/scout.py: release notes, SerpApi fallba … [truncated 807 chars]

You

[session context compacted]

Agent

Objective

Add the user’s poor-CPU backstory to submission.md and keep the Hacktoberfest Week 3 post winning, accurate, and ready to commit/push.

Important Details

Latest user request: add that poor CPU almost stopped them from entering Hacktoberfest Week 3 and use it to make the story more convincing in submission.md.
Required section order must stay intact: What I Built, Demo, Code, How I Built It, Why Does Open Innovation Matter?, My Agent Session, The Lazy Payoff, Prize Categories.
Required tags are #devchallenge and #hf26challenge; both are currently present.
Core framing: sloth developer finishes the last commit and cannot face the README; years later, dependency drift makes Scout useful. Core line: “The model writes. The code checks.”
Challenge facts checked from the DEV page: Entire = share agent sessions behind the project; GitHub Copilot includes automating with GitHub Actions; Sentry wants setup/performance/traces; SerpApi = live search/grounding; Gemma must be used locally, fine-tuned, or served.
No actual Copilot session, Entire/DevRelay embed, hosted demo, or video; the article represents these honestly through GitHub Actions automation, session summaries, CLI commands, and checked-in artifacts.
Do not fabricate user studies or time savings; scholarship-mcp is input data only, not a completed checked-in run.
Verified numbers: 73 tests pass; Ruff and build pass; self-audit = 5 verified / 8 attested; nextjs-dashboard = 13 verified / 34 needs evidence / 0 rejected.
Verifying output/next-dashboard/case-study/case-study.md as an artifact yields 71 needs-evidence claims and exits 1; this is expected for the CI negative test.
Current article: 432 lines, ~3317 words, 20 code blocks; code fences are balanced.
Current article title: # I built a local Gemma tool that writes the README I keep avoiding.
Style references: devto-digest, Mountain Dewar cryocooler, Mama POS day-book; concrete details, short paragraphs, honest failures, no generic AI prose.
Deadline context: 2026-10-25 11:59 PM PDT = 2026-10-26 7:59 AM WAT.
Git state: supporting code/docs are staged; submission.md is unstaged; .obsidian/workspace.json is modified and must not be committed.
Previous pushed submission is commit c1d4a57; latest rewrite and supporting code are still uncommitted.
Latest CPU-story edit attempts failed with Could not find oldString in the file; re-read submission.md before editing.
Current line 369 has a typo: **The first case study was too confident.** The a local demo repo, when tested, produced 34 unsupported claims out of 47.
No Ollama server is running (ollama list fails), so gemma3:1b was not re-run this session; performance claims rely on PLAN.md and existing artifacts.

Work State

Completed

Latest style rewrite written to submission.md: stronger sloth intro, README/Scout/case-study sections, Demo, Code, How I Built It, Why Open Innovation Matters, My Agent Session, Lazy Payoff, Prize Categories.
Added “What broke along the way” and “What I would do next.”
Fixed the compile-loop snippet to match pipeline.py, including fallback_used=False.
Expanded the Sentry SAFE_DATA_COLLECTION snippet to the actual 11-key policy.
Added references to docs/observability.md and .github/workflows/sentry-nightly.yml.
Added the Scout replay-fixture link to benchmarks/scout-react-18-19.json.
Added transparency that the nextjs-dashboard case study is the raw run with awkward model openings.
Added #devchallenge to the tag line.
Verified sentry_sdk 2.73.0 supports data_collection; SAFE_DATA_COLLECTION keys are valid.
Ran uv run pytest -q → 73 passed; uv run ruff check . → clean; uv build → success; self-audit → 5 verified / 8 attested.
Ran negative CI verification on the unresolved case study → exit 1 as expected.
Ran uv run doxify self-check --json → ok: true.
Fetched the DEV challenge page and confirmed category requirements and required tags.
Performed secret scan: only dummy token in tests/test_redaction.py and placeholder DSN in docs/observability.md.
Staged supporting files: .github/workflows/ci.yml, .github/workflows/sentry-nightly.yml, PLAN.md, README.md, action.yml, docs/, src/doxify/{audit,cli,log,monitoring,ollama_client,pipeline,redaction,scout,selfcheck}.py, tests/*.

Active

Adding the CPU backstory paragraph after I built Doxify for both moments. and before Doxify is a local-first CLI....
Updating the **It runs on a normal laptop.** bullet to call back to the 8 GB CPU-only laptop that almost kept the user out.
Proofreading the full article; fix line 369 typo and any remaining flow issues.
Deciding commit/push scope: code/docs are staged, but submission.md is still unstaged.

Blocked

Latest CPU-story edits have not been applied because both oldString replacements failed; current file state must be re-read first.
No Ollama server available for a fresh local gemma3:1b run.
No actual Copilot/Entire/DevRelay integration, demo video, or screenshots.
GitHub links to action.yml, redaction.py, selfcheck.py, docs/observability.md, and the new workflows will 404 until supporting code/docs are pushed.
Latest submission.md rewrite has not been committed or pushed.

Next Move

Re-read submission.md, then add the CPU anecdote after I built Doxify for both moments. and update the It runs on a normal laptop. bullet to mention the CPU-only laptop that almost kept the user out; fix the line 369 typo.
Re-run quick checks, then commit/push staged code/docs plus submission.md, keeping .obsidian/workspace.json unstaged.

Relevant Files

submission.md: main deliverable; latest rewrite uncommitted; needs CPU story and typo fix.
PLAN.md: positioning, demo facts, 806 MB / 8 GB laptop target, deadline.
README.md: product docs, self-audit markers, command details.

… [truncated 1138 chars]

You

Continue if you have next steps, or stop and ask for clarification if you are unsure how to proceed.

Agent

Objective

Add the poor-CPU backstory to submission.md so the Hacktoberfest Week 3 story feels personal and convincing, then publish the article with its supporting code.

Important Details

Latest user request: add that poor CPU almost stopped them from participating in Hacktoberfest Week 3; use it to make the story more convincing in submission.md.
Current article already contains the CPU story in the intro and a callback in Why Does Open Innovation Matter?; it is now 434 lines with 20 code blocks.
Added intro text: “I almost skipped this challenge because my laptop has a weak CPU… I did not want to enter a challenge I could not run. gemma3:1b changed that…” followed by the “small model, bounded prompts, deterministic verifier” constraint.
Updated bullet: “The same weak CPU that almost kept me out is enough for gemma3:1b, which is about 806 MB.”
Updated design-target sentence: “The design target is a sub-10-minute local compile on an 8 GB CPU laptop, because that is the machine I have.”
Fixed typo: current text reads “The run against the local demo repo left 34 of its 47 claims needing evidence.”
Required header and section order must stay: What I Built, Demo, Code, How I Built It, Why Does Open Innovation Matter?, My Agent Session, The Lazy Payoff, Prize Categories.
Current title: # I built a local Gemma tool that writes the README I keep avoiding; required tags #devchallenge and #hf26challenge are present.
Category mapping: Gemma = local gemma3:1b + deterministic verifier; Entire = My Agent Session + checked-in manifest.json/claims.json; Copilot = GitHub Action/CI/nightly workflow; Sentry = opt-in SDK/traces/cron; SerpApi = Scout fallback.
No actual Copilot/Entire/DevRelay integration, no hosted demo, no video, no screenshots. Represent these honestly through GitHub Actions, session summary, and artifacts.
No fabricated user study/time savings. The Lazy Payoff stays based on actual local runs on nextjs-dashboard and Doxify’s own README.
Verified facts: 73 tests pass, Ruff passes, build passes, self-audit = 5 verified / 8 attested, nextjs-dashboard = 13 verified / 34 needs evidence / 0 rejected.
Direct artifact verification of output/next-dashboard/case-study/case-study.md yields 71 needs-evidence because it re-extracts claims; the article’s 34 refers to the compile/claims.json run.
Sentry SDK 2.73.0 supports the data_collection option; SAFE_DATA_COLLECTION matches src/doxify/redaction.py. Sentry is opt-in via SENTRY_DSN; DOXIFY_SENTRY=0 disables it.
SerpApi remains the Scout fallback after --notes FILE and GitHub releases; exact-quote validation still applies.
Current git state: supporting code/docs/workflows/tests are staged; submission.md is unstaged; .obsidian/workspace.json is dirty and must not be committed.
Previous pushed article is still commit c1d4a57; no commit exists for the current staged code or latest article.
Style references: devto-digest, Mountain Dewar cryocooler, Mama POS day-book; concrete, short paragraphs, honest failures, sloth humor.
Deadline: 2026-10-25 11:59 PM PDT = 2026-10-26 7:59 AM WAT.

Work State

Completed

CPU constraint has been successfully added to the intro, Why Does Open Innovation Matter?, and the design-target sentence.
Line-369 typo was fixed to “The run against the local demo repo left 34 of its 47 claims needing evidence.”
Latest submission.md rewrite completed: new opening, sloth framing, “What broke along the way,” “What I would do next,” README/Scout/case-study details, Sentry/SerpApi/GitHub Actions sections, and prize-category summaries.
Article refinements added: The repository had... opening, The sloth test..., replay-fixture link, raw-run caveat, demo walkthrough sentence, actual compile-loop code, nightly workflow reference, full SAFE_DATA_COLLECTION block, and #devchallenge.
Verified implementation details against source: monitoring.py, redaction.py, selfcheck.py, scout.py, pipeline.py, audit.py, action.yml, and .github/workflows/ci.yml.
Ran and passed uv run pytest -q (73 tests), uv run ruff check ., uv build, README self-audit, and git diff --check.
Staged supporting code/docs/workflows/action/tests; intentionally left .obsidian/workspace.json unstaged.
Common typo scan in submission.md found no remaining duplicated-word patterns.

Active

Final proofread of the 434-line submission.md and confirmation that the CPU story reads naturally alongside the technical claims.
submission.md is still uncommitted; the supporting code/docs remain staged but uncommitted.
Pending publish: commit staged code/docs, stage and commit submission.md, then push main.

Blocked

No actual Copilot/Entire/DevRelay integration or demo video/screenshots; categories rely on GitHub Actions, session summary, and checked-in artifacts.
Supporting code is staged but not committed/pushed, so new GitHub links in the article will 404 until pushed.
.obsidian/workspace.json remains modified and must be excluded from commits.
No real measured CPU benchmark; the CPU story is a personal constraint aligned with the existing 8 GB CPU laptop / gemma3:1b ~806 MB positioning.

Next Move

Run a final proofread/git diff --check, then stage submission.md, commit staged code/docs and the article separately, and push main while excluding .obsidian/workspace.json.
Verify the pushed GitHub links resolve and the DEV article renders correctly with both required tags.

Relevant Files

submission.md: 434-line main deliverable; CPU story integrated; uncommitted.
PLAN.md: source for 8 GB CPU laptop, no useful GPU, and ~806 MB gemma3:1b positioning.
README.md: self-audit markers, product docs, and evidence-backed project facts.
src/doxify/monitoring.py: opt-in Sentry transactions, model spans, cron monitor.
src/doxify/redaction.py: `SAFE_DATA_CO … [truncated 988 chars]

You

Continue if you have next steps, or stop and ask for clarification if you are unsure how to proceed.

Agent

▸ bash git status --short && printf '\n--- recent commits ---\n' && git log --onelin...

Input

$ git status --short && printf '\n--- recent commits ---\n' && git log --oneline -5 && printf '\n--- branch ---\n' && git branch --show-current && git remote -v

Output

M  .github/workflows/ci.yml
A  .github/workflows/sentry-nightly.yml
 M .obsidian/workspace.json
M  PLAN.md
M  README.md
A  action.yml
A  docs/observability.md
A  docs/self-audit/evidence.json
A  src/doxify/audit.py
M  src/doxify/cli.py
A  src/doxify/log.py
M  src/doxify/monitoring.py
M  src/doxify/ollama_client.py
M  src/doxify/pipeline.py
A  src/doxify/redaction.py
M  src/doxify/scout.py
A  src/doxify/selfcheck.py
 M submission.md
A  tests/conftest.py
A  tests/test_audit.py
A  tests/test_logging.py
A  tests/test_monitoring.py
A  tests/test_redaction.py
A  tests/test_self_audit.py
A  tests/test_selfcheck.py
A  tests/test_verify_cli.py

--- recent commits ---
c1d4a57 docs(submission): add Hacktoberfest Week 3 post
2f2bfdd feat(monitoring): add Sentry error monitoring with MIT license
d5c94b
… [truncated 313 chars]

▸ bash sed -n '1,25p' submission.md && printf '\n--- broke ---\n' && sed -n '360,378...

Input

$ sed -n '1,25p' submission.md && printf '\n--- broke ---\n' && sed -n '360,378p' submission.md && printf '\n--- why ---\n' && sed -n '383,400p' submission.md && printf '\n--- payoff ---\n' && sed -n '408,425p' submission.md

Output

*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*

# I built a local Gemma tool that writes the README I keep avoiding

The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.

I had built the thing. I had not explained it.

Every project ends the same way for me. The last commit lands, my brain shuts off, and the README is still empty. That page is the first thing an interviewer, a contributor, or another developer sees. If it is empty, they leave.

Two years later, the other bill comes due. The dependencies have moved, the build is deprecated, and the release notes are a wall. I do not need a generic summary. I need to know wh
… [truncated 4930 chars]

▸ bash rg -n "weak CPU|CPU|8 GB|806|almost|participat" submission.md PLAN.md

Input

$ rg -n "weak CPU|CPU|8 GB|806|almost|participat" submission.md PLAN.md

Output

PLAN.md:528:- The compile finishes on the 8GB CPU laptop in under 10 minutes.
PLAN.md:982:Compiles can take minutes on a CPU. Do not block a single HTTP request for the whole compile.
PLAN.md:1692:The target laptop has 8GB RAM and no useful GPU. `gemma3:1b` is already installed and is about 806MB. A larger model would be slower and may not fit comfortably.
PLAN.md:2163:Target: under 10 minutes on the 8GB CPU laptop.
submission.md:15:I almost skipped this challenge because my laptop has a weak CPU. Most AI demos I saw assumed a GPU. I did not want to enter a challenge I could not run. `gemma3:1b` changed that: a small open-weight model that runs locally on the machine I already have. That constraint shaped the build: a small model, bounded prompts, and a deterministic verifier to carry the 
… [truncated 599 chars]

Agent

Input

$ rg -n "self-audit|self-check|verify --|doxify verify|pytest|ruff|uv build" README.md pyproject.toml Makefile 2>/dev/null | head -80

Output

pyproject.toml:30:    "pytest>=9.1.1",
pyproject.toml:31:    "ruff>=0.17.2",
pyproject.toml:34:[tool.ruff]
pyproject.toml:38:[tool.ruff.lint]
README.md:78:doxify verify SESSION [--artifact PATH] [--fail-on STATUSES]
README.md:85:`doxify verify` exits non-zero when a claim needs evidence or is rejected. Use
README.md:131:    evidence: docs/self-audit/evidence.json
README.md:149:uv run pytest -q
README.md:150:uv run ruff check .

▸ bash git diff --cached --stat && printf '\n--- unstaged ---\n' && git diff --stat ...

Input

$ git diff --cached --stat && printf '\n--- unstaged ---\n' && git diff --stat && printf '\n--- submission stats ---\n' && wc -l -w submission.md && rg -c '^```' submission.md && rg -n '^#devchallenge|#hf26challenge' submission.md

Output

 .github/workflows/ci.yml             |  32 ++
 .github/workflows/sentry-nightly.yml |  35 ++
 PLAN.md                              |  14 +-
 README.md                            |  59 ++-
 action.yml                           |  69 +++
 docs/observability.md                | 123 +++++
 docs/self-audit/evidence.json        | 998 +++++++++++++++++++++++++++++++++++
 src/doxify/audit.py                  | 250 +++++++++
 src/doxify/cli.py                    | 165 ++++--
 src/doxify/log.py                    |  97 ++++
 src/doxify/monitoring.py             | 463 +++++++++++++++-
 src/doxify/ollama_client.py          |  52 +-
 src/doxify/pipeline.py               |  11 +-
 src/doxify/redaction.py              | 338 ++++++++++++
 src/doxify/scout.py                  |   5 +-
 src/doxify/selfchec
… [truncated 903 chars]

▸ bash git diff --cached --check && git diff --check

Input

$ git diff --cached --check && git diff --check

Output

(no output)

Agent

▸ bash sed -n '100,160p' README.md && printf '\n--- cli help ---\n' && uv run doxify...

Input

$ sed -n '100,160p' README.md && printf '\n--- cli help ---\n' && uv run doxify --help

Output

The repository contains test-related files at `tests/test_readme.py`. CI is
defined in `.github/workflows/ci.yml`.

<!-- doxify-evidence: E2 E4 E5 E6 E7 -->

## Scout upgrades

`doxify scout` fetches release notes between two versions, extracts breaking
changes with exact quotes, and searches your tracked code for affected APIs.

```bash
doxify scout react 18 19 --repo /path/to/app
```

Use `--notes FILE` for offline notes, `--deep` to analyze every fetched release,
and `--expect FILE` to replay a known breaking-change list. Scout writes
`scout.md`, `scout.json`, `release-notes.json`, and `manifest.json`; it never
modifies the scanned repository.

<!-- doxify-attested: scout usage instructions -->

## Verify in CI

The composite action runs the same deterministic checker. Unmarked sections
… [truncated 2945 chars]

▸ bash uv run pytest -q && uv run ruff check . && uv build && git diff --check

Input

$ uv run pytest -q && uv run ruff check . && uv build && git diff --check

Output

........................................................................ [ 98%]
.                                                                        [100%]
73 passed in 1.17s
All checks passed!
Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl

You

Continue if you have next steps, or stop and ask for clarification if you are unsure how to proceed.

Agent

▸ bash sed -n '100,160p' README.md && printf '\n--- CLI verify help ---\n' && uv run...

Input

$ sed -n '100,160p' README.md && printf '\n--- CLI verify help ---\n' && uv run doxify verify --help 2>&1 | sed -n '1,80p' && printf '\n--- self-check help ---\n' && uv run doxify self-check --help 2>&1 | sed -n '1,80p'

Output

The repository contains test-related files at `tests/test_readme.py`. CI is
defined in `.github/workflows/ci.yml`.

<!-- doxify-evidence: E2 E4 E5 E6 E7 -->

## Scout upgrades

`doxify scout` fetches release notes between two versions, extracts breaking
changes with exact quotes, and searches your tracked code for affected APIs.

```bash
doxify scout react 18 19 --repo /path/to/app
```

Use `--notes FILE` for offline notes, `--deep` to analyze every fetched release,
and `--expect FILE` to replay a known breaking-change list. Scout writes
`scout.md`, `scout.json`, `release-notes.json`, and `manifest.json`; it never
modifies the scanned repository.

<!-- doxify-attested: scout usage instructions -->

## Verify in CI

The composite action runs the same deterministic checker. Unmarked sections
… [truncated 3464 chars]

Agent

▸ bash rg -n "self-audit|self audit|5 verified|attested" README.md | head -40 && pri...

Input

$ rg -n "self-audit|self audit|5 verified|attested" README.md | head -40 && printf '\n--- evidence check ---\n' && uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --check 2>&1 | tail -40

Output

11:<!-- doxify-attested: project description and positioning -->
24:<!-- doxify-attested: installation instructions -->
38:<!-- doxify-attested: local setup and privacy behavior -->
68:<!-- doxify-attested: cloud setup, privacy, and billing guidance -->
90:<!-- doxify-attested: command reference -->
119:<!-- doxify-attested: scout usage instructions -->
124:fail; sections marked `doxify-attested` are author-owned and pass unless
125:`attested` is added to `fail-on`. Point it at an evidence-marked README:
131:    evidence: docs/self-audit/evidence.json
144:<!-- doxify-attested: CI usage instructions -->
153:<!-- doxify-attested: contributor instructions -->

--- evidence check ---
                             Artifact: README.md                              
┌───────────────────┬───────────
… [truncated 463 chars]

▸ bash uv run pytest -q && uv run ruff check . && uv build

Input

$ uv run pytest -q && uv run ruff check . && uv build

Output

........................................................................ [ 98%]
.                                                                        [100%]
73 passed in 1.28s
All checks passed!
Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl

▸ bash uv run doxify verify output/next-dashboard/case-study/case-study.md --evidenc...

Input

$ uv run doxify verify output/next-dashboard/case-study/case-study.md --evidence docs/self-audit/evidence.json --check 2>&1 | tail -30; printf '\nexit=%s\n' "$?"

Output

Usage: doxify verify [OPTIONS] [session]
Try 'doxify verify --help' for help.
╭─ Error ──────────────────────────────────────────────────────────────────────╮
│ Invalid value for 'session': Directory                                       │
│ 'output/next-dashboard/case-study/case-study.md' is a file.                  │
╰──────────────────────────────────────────────────────────────────────────────╯

exit=0

Agent

▸ read file: ~/Desktop/repos/doxify/submission.md

Input

file: ~/Desktop/repos/doxify/submission.md

Output

<path>~/Desktop/repos/doxify/submission.md</path>
<type>file</type>
<content>
1: *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
2: 
3: # I built a local Gemma tool that writes the README I keep avoiding
4: 
5: The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
6: 
7: I had built the thing. I had not explained it.
8: 
9: Every project ends the same way for me. The last commit lands, my brain shuts off, and the REA
… [truncated 25250 chars]

Agent

▸ read file: ~/Desktop/repos/doxify/submission.md

Input

file: ~/Desktop/repos/doxify/submission.md

Output

<path>~/Desktop/repos/doxify/submission.md</path>
<type>file</type>
<content>
1: *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
2: 
3: # I built a local Gemma tool that writes the README I keep avoiding
4: 
5: The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
6: 
7: I had built the thing. I had not explained it.
8: 
9: Every project ends the same way for me. The last commit lands, my brain shuts off, and the REA
… [truncated 12715 chars]

Agent

▸ read file: ~/Desktop/repos/doxify/submission.md

Input

file: ~/Desktop/repos/doxify/submission.md

Output

<path>~/Desktop/repos/doxify/submission.md</path>
<type>file</type>
<content>
221: ids = " ".join(dict.fromkeys(card.id for card in cards))
222: if ids:
223:     lines.extend(["", f"<!-- doxify-evidence: {ids} -->"])
224: ```
225: 
226: That is how Doxify audits its own README. The repository has a committed evidence file, hidden markers, and a CI job that fails if a section is unmarked or unsupported. The self-audit currently reports five verified claims and eight author-attested claims.
227: 
228: ### Scout's exact-quote rule
229: 
230: ```python
231: def quote_in_notes(quote: st
… [truncated 12094 chars]

Agent

▸ read file: ~/Desktop/repos/doxify/submission.md

Input

file: ~/Desktop/repos/doxify/submission.md

Output

<path>~/Desktop/repos/doxify/submission.md</path>
<type>file</type>
<content>
221: ids = " ".join(dict.fromkeys(card.id for card in cards))
222: if ids:
223:     lines.extend(["", f"<!-- doxify-evidence: {ids} -->"])
224: ```
225: 
226: That is how Doxify audits its own README. The repository has a committed evidence file, hidden markers, and a CI job that fails if a section is unmarked or unsupported. The self-audit currently reports five verified claims and eight author-attested claims.
227: 
228: ### Scout's exact-quote rule
229: 
230: ```python
231: def quote_in_notes(quote: st
… [truncated 12094 chars]

Agent

▸ bash uv run doxify compile --help 2>&1 | sed -n '1,100p'; printf '\n--- readme ---...

Input

$ uv run doxify compile --help 2>&1 | sed -n '1,100p'; printf '\n--- readme ---\n'; uv run doxify readme --help 2>&1 | sed -n '1,100p'; printf '\n--- scout ---\n'; uv run doxify scout --help 2>&1 | sed -n '1,100p'

Output

                                                                                
 Usage: doxify compile [OPTIONS] {repo}                                         
                                                                                
 Run the full scan, draft, verify, defense, and export pipeline.                
                                                                                
╭─ Arguments ──────────────────────────────────────────────────────────────────╮
│ *    repo      <directory>  [required]                                       │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─ Options ────────────────────────────────────────────────────────────────────╮
│ --out       -o      <path>  Output directory.                        
… [truncated 5147 chars]

▸ bash rg -n "SECURITY|secret|token|api_key|password" submission.md README.md docs/o...

Input

$ rg -n "SECURITY|secret|token|api_key|password" submission.md README.md docs/observability.md action.yml .github/workflows/*.yml | head -40

Output

submission.md:192:    claim.reason = "No citation token was found."
submission.md:203:The verifier also checks numbers against the cited evidence, checks code identifiers, checks token overlap, and flags claims that code cannot prove: deployment, "tests pass," OAuth, user counts, performance improvements, awards, team size, and "first/only" claims.
submission.md:257:key = serpapi_key or os.environ.get("SERPAPI_API_KEY")
submission.md:259:    notes = fetch_serpapi_notes(package, from_version, to_version, api_key=key)
submission.md:280:Inside the Ollama client, a model call becomes a span with provider, model, temperature, max tokens, latency, and token usage. The prompt and the output are not recorded.
submission.md:287:    max_tokens=num_predict,
submission.md:292:        prompt_tokens=pro
… [truncated 1405 chars]

▸ bash git diff --cached -- .github/workflows/ci.yml .github/workflows/sentry-nightl...

Input

$ git diff --cached -- .github/workflows/ci.yml .github/workflows/sentry-nightly.yml action.yml | sed -n '1,220p'

Output

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2704633..74e0a7d 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -41,3 +41,35 @@ jobs:
           name: dist
           path: dist/
           if-no-files-found: error
+
+  verify:
+    name: Verify evidence-backed claims
+    runs-on: ubuntu-latest
+    env:
+      SENTRY_DSN: ""
+    steps:
+      - name: Check out repository
+        uses: actions/checkout@v4
+
+      - name: Verify self-audit README
+        uses: ./
+        with:
+          artifact: README.md
+          evidence: docs/self-audit/evidence.json
+          fail-on: needs_evidence,rejected
+
+      - name: Verify unresolved case study (expected failure)
+        id: negative
+        continue-on-error: true
+        uses: ./
+
… [truncated 3641 chars]

Agent

▸ bash ls -la output/next-dashboard/case-study/ | sed -n '1,30p'; printf '\n--- dire...

Input

$ ls -la output/next-dashboard/case-study/ | sed -n '1,30p'; printf '\n--- direct negative ---\n'; set +e; uv run doxify verify --artifact output/next-dashboard/case-study/case-study.md --evidence output/next-dashboard/case-study/evidence.json --check >/tmp/doxify-negative.out 2>&1; code=$?; tail -30 /tmp/doxify-negative.out; echo "exit=$code"

Output

total 140
drwxrwxr-x 2 [user] [user]  4096 Oct 23 16:32 .
drwxrwxr-x 3 [user] [user]  4096 Oct 23 15:54 ..
-rw-rw-r-- 1 [user] [user] 12956 Oct 23 16:32 case-study.md
-rw-rw-r-- 1 [user] [user] 25383 Oct 23 16:32 claims.json
-rw-rw-r-- 1 [user] [user]  3446 Oct 23 16:32 defense.json
-rw-rw-r-- 1 [user] [user]  2774 Oct 23 16:32 defense.md
-rw-rw-r-- 1 [user] [user] 21653 Oct 23 15:54 evidence.json
-rw-rw-r-- 1 [user] [user]   971 Oct 23 16:32 manifest.json
-rw-rw-r-- 1 [user] [user] 23939 Oct 23 16:32 sections.json
-rw-rw-r-- 1 [user] [user] 25383 Oct 23 16:32 verification.json

--- direct negative ---
  No citation token was found.
C3 needs_evidence “The stack of this project consists primarily of React, 
Node.js, and npm (or yarn). [E6]
  Citation does not overlap wit
… [truncated 1439 chars]

▸ bash uv run doxify self-check --json

Input

$ uv run doxify self-check --json

Output

{
  "checks": [
    {
      "detail": "3.10",
      "name": "python",
      "ok": true
    },
    {
      "detail": "/usr/bin/git",
      "name": "git",
      "ok": true
    },
    {
      "detail": "0.1.0",
      "name": "package",
      "ok": true
    },
    {
      "detail": "read/write ok",
      "name": "tempdir",
      "ok": true
    }
  ],
  "ok": true
}

▸ bash git diff --cached --name-only | while read -r f; do [ -f "$f" ] && printf '%s...

Input

$ git diff --cached --name-only | while read -r f; do [ -f "$f" ] && printf '%s ' "$f" && wc -c < "$f"; done | tail -30

Output

.github/workflows/ci.yml 1751
.github/workflows/sentry-nightly.yml 803
PLAN.md 96605
README.md 4393
action.yml 1964
docs/observability.md 4831
docs/self-audit/evidence.json 29782
src/doxify/audit.py 8118
src/doxify/cli.py 20881
src/doxify/log.py 3076
src/doxify/monitoring.py 13446
src/doxify/ollama_client.py 7723
src/doxify/pipeline.py 11750
src/doxify/redaction.py 10086
src/doxify/scout.py 49737
src/doxify/selfcheck.py 2119
tests/conftest.py 348
tests/test_audit.py 4203
tests/test_logging.py 1560
tests/test_monitoring.py 7428
tests/test_redaction.py 4228
tests/test_self_audit.py 718
tests/test_selfcheck.py 1851
tests/test_verify_cli.py 3570

Agent

▸ bash python - <<'PY' import re from pathlib import Path text = Path('submission.md...

Input

$ python - <<'PY'
import re
from pathlib import Path
text = Path('submission.md').read_text()
for url in sorted(set(re.findall(r'https://github\.com/Ekomjah/doxify/(?:blob|tree)/main/([^\s)]+)', text))):
    p = Path(url)
    print(('OK  ' if p.exists() else 'MISS'), url)
PY

Output

zsh:1: command not found: python

▸ bash git diff --cached -- src/doxify/cli.py src/doxify/pipeline.py src/doxify/scou...

Input

$ git diff --cached -- src/doxify/cli.py src/doxify/pipeline.py src/doxify/scout.py src/doxify/ollama_client.py | sed -n '1,240p'

Output

diff --git a/src/doxify/cli.py b/src/doxify/cli.py
index 0b9479d..e785f40 100644
--- a/src/doxify/cli.py
+++ b/src/doxify/cli.py
@@ -1,7 +1,9 @@
 from __future__ import annotations
 
+import logging
 import re
 import shutil
+import sys
 from datetime import datetime
 from pathlib import Path
 
@@ -24,8 +26,17 @@ from .console import (
     stage_progress,
 )
 from .errors import DoxifyError
+from .log import configure_logging, log_event
 from .models import ClaimStatus, CompileSummary, ScanResult
-from .monitoring import init_monitoring, report_exception
+from .monitoring import (
+    begin_stage,
+    command_transaction,
+    cron_monitor,
+    flush_monitoring,
+    init_monitoring,
+    monitoring_status,
+    span,
+)
 from .ollama_client import DEFAULT_MODEL, OllamaClient
 from .pi
… [truncated 7503 chars]

Input

$ rg -n "TODO|FIXME|XXX|print\(|breakpoint\(|pdb|ghp_|sk-|AKIA|SENTRY_DSN=.*https" src tests action.yml docs .github/workflows README.md PLAN.md submission.md | head -80

Output

docs/observability.md:16:export SENTRY_DSN="[redacted]"
docs/observability.md:110:export SENTRY_DSN="[redacted]"
src/doxify/console.py:40:    console.print(table)
src/doxify/console.py:62:    console.print(table)
src/doxify/console.py:65:        console.print(
src/doxify/console.py:89:    console.print(table)
src/doxify/console.py:92:        console.print(
src/doxify/console.py:123:    console.print(table)
src/doxify/console.py:127:        console.print(
src/doxify/console.py:132:        console.print(f"  ... and {len(touching) - 5} more in the report.")
src/doxify/console.py:134:        console.print(
src/doxify/console.py:139:        console.print(f"\n[yellow]{len(report.warnings)} warning(s) recorded in the report.[/yellow]")
src/doxify/console.py
… [truncated 1092 chars]

Agent

▸ bash git diff --cached | rg -n -i "(ghp_|github_pat_|glpat-|sk-[A-Za-z0-9]{20,}|AK...

Input

$ git diff --cached | rg -n -i "(ghp_|github_pat_|glpat-|sk-[A-Za-z0-9]{20,}|AKIA[0-9A-Z]{16}|xox[baprs]-|-----BEGIN (RSA |OPENSSH |EC |DSA )?PRIVATE KEY-----|sntrys_|SENTRY_DSN\s*=\s*https?://[^\"' ]+@)" || true

Output

2810:+    re.compile(r"\bgithub_pat_[A-Za-z0-9_]{20,}\b"),
3673:+        "Authorization: Bearer [redacted-token] "
3679:+    assert "ghp_" not in redacted

▸ bash git diff --cached -- docs/self-audit/evidence.json | sed -n '1,80p'; printf '...

Input

$ git diff --cached -- docs/self-audit/evidence.json | sed -n '1,80p'; printf '\n--- paths in evidence ---\n'; rg -n '/home/|/Users/|C:\\\\' docs/self-audit/evidence.json | head -20 || true

Output

diff --git a/docs/self-audit/evidence.json b/docs/self-audit/evidence.json
new file mode 100644
index 0000000..d180303
--- /dev/null
+++ b/docs/self-audit/evidence.json
@@ -0,0 +1,998 @@
+{
+  "schema_version": "1.0",
+  "repo": {
+    "path": ".",
+    "name": "doxify",
+    "head_sha": "2f2bfdd69d0bcb18747d97db147083e1ebc9fe8a",
+    "branch": "main",
+    "commit_count": 8,
+    "first_commit_date": "2026-10-23",
+    "last_commit_date": "2026-10-24",
+    "tracked_file_count": 51,
+    "languages": {
+      "Python": 28,
+      "JSON": 13,
+      "Markdown": 4,
+      "TOML": 1,
+      "YAML": 1
+    },
+    "readme_path": "README.md",
+    "manifests": [
+      "pyproject.toml"
+    ],
+    "test_files": [
+      "tests/test_ollama_client.py",
+      "tests/test_readme.py",
+      "te
… [truncated 1231 chars]

▸ bash git diff -- .obsidian/workspace.json | sed -n '1,80p'

Input

$ git diff -- .obsidian/workspace.json | sed -n '1,80p'

Output

diff --git a/.obsidian/workspace.json b/.obsidian/workspace.json
index ca57edf..39f63bd 100644
--- a/.obsidian/workspace.json
+++ b/.obsidian/workspace.json
@@ -13,12 +13,12 @@
             "state": {
               "type": "markdown",
               "state": {
-                "file": "PLAN.md",
+                "file": "submission.md",
                 "mode": "source",
                 "source": false
               },
               "icon": "lucide-file",
-              "title": "PLAN"
+              "title": "submission"
             }
           }
         ]
@@ -55,7 +55,7 @@
             "state": {
               "type": "search",
               "state": {
-                "query": "happens",
+                "query": "reverse",
                 "matchingCase": true,
               
… [truncated 548 chars]

Agent

▸ bash python3 - <<'PY' import re from pathlib import Path text = Path('submission.m...

Input

$ python3 - <<'PY'
import re
from pathlib import Path
text = Path('submission.md').read_text()
for url in sorted(set(re.findall(r'https://github\.com/Ekomjah/doxify/(?:blob|tree)/main/([^\s)]+)', text))):
    p = Path(url)
    print(('OK  ' if p.exists() else 'MISS'), url)
PY

Output

OK   .github/workflows/ci.yml
OK   .github/workflows/sentry-nightly.yml
OK   action.yml
OK   benchmarks/scout-react-18-19.json
OK   docs/observability.md
OK   output/next-dashboard/case-study/case-study.md
OK   output/next-dashboard/case-study/claims.json
OK   output/next-dashboard/case-study/defense.md
OK   src/doxify/evidence.py
OK   src/doxify/monitoring.py
OK   src/doxify/pipeline.py
OK   src/doxify/redaction.py
OK   src/doxify/scout.py
OK   src/doxify/selfcheck.py
OK   src/doxify/verifier.py

▸ bash git diff --cached -- src/doxify/pipeline.py src/doxify/scout.py src/doxify/ol...

Input

$ git diff --cached -- src/doxify/pipeline.py src/doxify/scout.py src/doxify/ollama_client.py | sed -n '1,200p'

Output

diff --git a/src/doxify/ollama_client.py b/src/doxify/ollama_client.py
index 9476c66..5b09163 100644
--- a/src/doxify/ollama_client.py
+++ b/src/doxify/ollama_client.py
@@ -1,11 +1,15 @@
 from __future__ import annotations
 
+import logging
 import os
+import time
 from typing import Any, Literal
 
 from ollama import Client, RequestError, ResponseError
 
 from .errors import ModelError
+from .log import log_event
+from .monitoring import model_span, record_model_usage
 
 DEFAULT_HOST = "http://127.0.0.1:11434"
 DEFAULT_MODEL = "gemma3:1b"
@@ -127,16 +131,62 @@ class OllamaClient:
         }
         if not self.is_cloud:
             payload["keep_alive"] = "10m"
+        started = time.perf_counter()
         try:
-            response = self._client.chat(**payload)
+            with mod
… [truncated 4542 chars]

▸ bash git diff --cached -- src/doxify/monitoring.py src/doxify/redaction.py src/dox...

Input

$ git diff --cached -- src/doxify/monitoring.py src/doxify/redaction.py src/doxify/log.py | sed -n '1,220p'

Output

diff --git a/src/doxify/log.py b/src/doxify/log.py
new file mode 100644
index 0000000..1fb64b6
--- /dev/null
+++ b/src/doxify/log.py
@@ -0,0 +1,97 @@
+from __future__ import annotations
+
+import json
+import logging
+import os
+import sys
+from datetime import datetime, timezone
+from typing import Any
+
+from .redaction import SAFE_LOG_FIELDS, redact_text, redact_value
+
+LOGGER_NAME = "doxify"
+_configured = False
+
+logger = logging.getLogger(LOGGER_NAME)
+
+
+class _RedactingFilter(logging.Filter):
+    def filter(self, record: logging.LogRecord) -> bool:
+        record.msg = redact_text(record.msg)
+        if record.args:
+            record.args = redact_value(record.args)
+        fields = getattr(record, "doxify_fields", None)
+        if isinstance(fields, dict):
+            r
… [truncated 5658 chars]

Agent

All checks pass: 73 tests, Ruff, build, README self-audit (5 verified / 8 attested), self-check, and the expected-failure case study. The CPU story is already integrated cleanly, so I’m committing the code and article separately.

▸ bash git diff --cached --check && git commit -m "feat(observability): add tracing,...

Input

$ git diff --cached --check && git commit -m "feat(observability): add tracing, self-check, and verification action"

Output

[main afd9b8b] feat(observability): add tracing, self-check, and verification action
 24 files changed, 3585 insertions(+), 75 deletions(-)
 create mode 100644 .github/workflows/sentry-nightly.yml
 create mode 100644 action.yml
 create mode 100644 docs/observability.md
 create mode 100644 docs/self-audit/evidence.json
 create mode 100644 src/doxify/audit.py
 create mode 100644 src/doxify/log.py
 create mode 100644 src/doxify/redaction.py
 create mode 100644 src/doxify/selfcheck.py
 create mode 100644 tests/conftest.py
 create mode 100644 tests/test_audit.py
 create mode 100644 tests/test_logging.py
 create mode 100644 tests/test_monitoring.py
 create mode 100644 tests/test_redaction.py
 create mode 100644 tests/test_self_audit.py
 create mode 100644 tests/test_selfcheck.py
 create mode 100
… [truncated 29 chars]

Agent

▸ bash git log -3 --format='---%n%s%n%b'

Input

$ git log -3 --format='---%n%s%n%b'

Output

---
feat(observability): add tracing, self-check, and verification action

---
docs(submission): add Hacktoberfest Week 3 post

---
feat(monitoring): add Sentry error monitoring with MIT license

▸ bash git status --short --branch

Input

$ git status --short --branch

Output

## main...origin/main [ahead 1]
 M .obsidian/workspace.json
 M submission.md

▸ bash git diff --cached --numstat | tail -5; printf '\n--- submission diff check --...

Input

$ git diff --cached --numstat | tail -5; printf '\n--- submission diff check ---\n'; git diff --check -- submission.md

Output


--- submission diff check ---

Agent

▸ bash git status --short && git add submission.md && git diff --cached --check && g...

Input

$ git status --short && git add submission.md && git diff --cached --check && git commit -m "docs(submission): sharpen Hacktoberfest story and add CPU constraint"

Output

 M .obsidian/workspace.json
 M submission.md
[main a26a20f] docs(submission): sharpen Hacktoberfest story and add CPU constraint
 1 file changed, 118 insertions(+), 185 deletions(-)

Agent

▸ bash git add submission.md && git commit -m "docs(submission): sharpen Week 3 stor...

Input

$ git add submission.md && git commit -m "docs(submission): sharpen Week 3 story and add CPU constraint" && git push origin main

Output

On branch main
Your branch is ahead of 'origin/main' by 2 commits.
  (use "git push" to publish your local commits)

Changes not staged for commit:
  (use "git add <file>..." to update what will be committed)
  (use "git restore <file>..." to discard changes in working directory)
    modified:   .obsidian/workspace.json

no changes added to commit (use "git add" and/or "git commit -a")

Agent

▸ bash git status --short --branch && git log --oneline -3 && git push origin main

Input

$ git status --short --branch && git log --oneline -3 && git push origin main

Output

## main...origin/main [ahead 2]
 M .obsidian/workspace.json
a26a20f docs(submission): sharpen Hacktoberfest story and add CPU constraint
afd9b8b feat(observability): add tracing, self-check, and verification action
c1d4a57 docs(submission): add Hacktoberfest Week 3 post
To github.com:Ekomjah/doxify.git
   c1d4a57..a26a20f  main -> main

Agent

▸ bash git status --short --branch && git log --oneline -3 && git remote -v

Input

$ git status --short --branch && git log --oneline -3 && git remote -v

Output

## main...origin/main
 M .obsidian/workspace.json
a26a20f docs(submission): sharpen Hacktoberfest story and add CPU constraint
afd9b8b feat(observability): add tracing, self-check, and verification action
c1d4a57 docs(submission): add Hacktoberfest Week 3 post
origin  [redacted-email]:Ekomjah/doxify.git (fetch)
origin  [redacted-email]:Ekomjah/doxify.git (push)

▸ bash git ls-remote --heads origin main

Input

$ git ls-remote --heads origin main

Output

a26a20f75ca4e23991dae09b8ba56263e9544851 refs/heads/main

Agent

▸ bash git show origin/main:submission.md | rg -n "weak CPU|almost kept me out|nearl...

Input

$ git show origin/main:submission.md | rg -n "weak CPU|almost kept me out|nearly|8 GB CPU laptop"

Output

15:I almost skipped this challenge because my laptop has a weak CPU. Most AI demos I saw assumed a GPU. I did not want to enter a challenge I could not run. `gemma3:1b` changed that: a small open-weight model that runs locally on the machine I already have. That constraint shaped the build: a small model, bounded prompts, and a deterministic verifier to carry the trust work.
390:- **It runs on a normal laptop.** The same weak CPU that almost kept me out is enough for `gemma3:1b`, which is about 806 MB. After the model download, the default workflow is offline. No API key, no per-token bill.
418:The design target is a sub-10-minute local compile on an 8 GB CPU laptop, because that is the machine I have. The model is small, the prompts are bounded, and the expensive trust work is determinist
… [truncated 137 chars]

▸ bash git status --short --branch

Input

$ git status --short --branch

Output

## main...origin/main
 M .obsidian/workspace.json

▸ bash gh run list --limit 3 2>&1 | sed -n '1,20p'

Input

$ gh run list --limit 3 2>&1 | sed -n '1,20p'

Output

completed    success docs(submission): sharpen Hacktoberfest story and add CPU constraint    CI  main    push    40137693434 17s 2026-10-24T22:14:27Z
completed   failure docs(submission): add Hacktoberfest Week 3 post CI  main    push    40122512889 12s 2026-10-24T18:50:02Z
completed   failure feat(monitoring): add Sentry error monitoring with MIT license  CI  main    push    40117647728 15s 2026-10-24T17:46:27Z

Agent

▸ bash gh run list --limit 6 2>&1 | sed -n '1,20p'

Input

$ gh run list --limit 6 2>&1 | sed -n '1,20p'

Output

failed to get runs: Get "https://api.github.com/repos/Ekomjah/doxify/actions/runs?per_page=6&exclude_pull_requests=true": net/http: TLS handshake timeout

Agent

▸ bash gh run list --limit 5 2>&1 | head -10

Input

$ gh run list --limit 5 2>&1 | head -10

Output

error connecting to api.github.com
check your internet connection or https://githubstatus.com

Agent

Added the CPU constraint to the intro, tied it into Why Does Open Innovation Matter? and The Lazy Payoff, and fixed the line-369 typo. Verified 73 tests, Ruff, build, README self-audit, and self-check; the expected-failure case still exits 1. Pushed afd9b8b (code/observability) and a26a20f (submission); latest CI is green. .obsidian/workspace.json remains unstaged.

Agent

Added the poor-CPU backstory to the intro, laptop bullet, and design-target paragraph; fixed the case-study typo. All checks pass (73 tests, Ruff, build, self-audit), and latest CI succeeded. Pushed afd9b8b and a26a20f to main; .obsidian/workspace.json remains uncommitted.

Agent

Confirmed. Both commits are pushed, CI is green, and .obsidian/workspace.json remains intentionally unstaged.

Agent

Correct. The only remaining step is publishing submission.md on DEV with #devchallenge and #hf26challenge; the repo is clean except the intentionally uncommitted .obsidian/workspace.json.

Agent

Ready for DEV publishing; the repo is clean apart from the intentional .obsidian/workspace.json change.

Agent

I can’t publish to DEV from this environment. Create a new DEV post, paste submission.md, add #devchallenge and #hf26challenge in the tag field, then submit it to the Week 3 challenge. The repo is otherwise ready.

Agent

Proceed. Paste submission.md, keep the existing title, and add #devchallenge + #hf26challenge as DEV tags—not just body text. After publishing, spot-check the GitHub artifact links and confirm the post appears in the challenge feed.

You

plan how to host doxify so the people reading the blog can easily install the cli and test it out, preferably with curl. i am thinking of using raw.githubcontent.com/... .sh

Agent

▸ bash sed -n '1,220p' pyproject.toml && printf '\n--- README install ---\n' && sed ...

Input

$ sed -n '1,220p' pyproject.toml && printf '\n--- README install ---\n' && sed -n '1,100p' README.md

Output

[project]
name = "doxify"
version = "0.1.0"
license = "MIT"
description = "Compile evidence-backed READMEs and portfolio case studies from local git repositories"
readme = "README.md"
authors = [
    { name = "Ekomjah Edet", email = "[redacted-email]" }
]
requires-python = ">=3.10"
dependencies = [
    "gitpython>=3.2.1",
    "ollama>=0.6.3",
    "pydantic>=2.14.1",
    "rich>=15.0.0",
    "sentry-sdk>=2.73.0",
    "tomli>=2.5.0",
    "typer>=0.27.3",
]

[project.scripts]
doxify = "doxify:main"

[build-system]
requires = ["uv_build>=0.13.1,<0.14.0"]
build-backend = "uv_build"

[dependency-groups]
dev = [
    "pytest>=9.1.1",
    "ruff>=0.17.2",
]

[tool.ruff]
target-version = "py310"
line-length = 100

[tool.ruff.lint]
select = ["E4", "E7", "E9", "F", "I", "UP", "B", "SIM", "RUF"]
ign
… [truncated 3050 chars]

▸ bash sed -n '1,140p' .github/workflows/ci.yml && printf '\n--- git tags ---\n' && ...

Input

$ sed -n '1,140p' .github/workflows/ci.yml && printf '\n--- git tags ---\n' && git tag -l && printf '\n--- remote ---\n' && git remote -v && printf '\n--- branch ---\n' && git status --short --branch

Output

name: CI

on:
  push:
    branches: ["**"]
  pull_request:

permissions:
  contents: read

jobs:
  test:
    name: Lint, test, and build
    runs-on: ubuntu-latest
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name: Install uv
        uses: astral-sh/setup-uv@v6
        with:
          python-version: "3.10"
          enable-cache: true
          cache-dependency-glob: uv.lock

      - name: Install dependencies
        run: uv sync --frozen

      - name: Lint
        run: uv run ruff check .

      - name: Test
        run: uv run pytest -q

      - name: Build package
        run: uv build

      - name: Upload distributions
        uses: actions/upload-artifact@v4
        with:
          name: dist
          path: dist/
          if-no-files-f
… [truncated 1165 chars]

▸ bash ls -la && printf '\n--- packaging files ---\n' && glob=''; find . -maxdepth 2...

Input

$ ls -la && printf '\n--- packaging files ---\n' && glob=''; find . -maxdepth 2 -type f \( -name '*.sh' -o -name 'MANIFEST.in' -o -name 'Dockerfile' -o -name 'install*' \) -print

Output

total 304
drwxrwxr-x 14 [user] [user]  4096 Oct 24 21:59 .
drwxrwxr-x 16 [user] [user]  4096 Oct 23 23:32 ..
drwxrwxr-x  7 [user] [user]  4096 Oct 24 23:23 .git
drwxrwxr-x  3 [user] [user]  4096 Oct 23 23:15 .github
-rw-rw-r--  1 [user] [user]   158 Oct 23 23:21 .gitignore
drwxrwxr-x  2 [user] [user]  4096 Oct 22 17:40 .obsidian
drwxrwxr-x  3 [user] [user]  4096 Oct 23 21:08 .pytest_cache
-rw-rw-r--  1 [user] [user]     5 Oct 22 22:27 .python-version
drwxrwxr-x  3 [user] [user]  4096 Oct 23 21:01 .ruff_cache
drwxrwxr-x  4 [user] [user]  4096 Oct 22 22:27 .venv
-rw-rw-r--  1 [user] [user]  1069 Oct 24 18:45 LICENSE
-rw-rw-r--  1 [user] [user] 96605 Oct 24 19:51 PLAN.md
-rw-rw-r--  1 [user] [user]  4393 Oct 24 18:59 README.md
-rw-rw-r--  1 [user] [user]  1964 Oct 
… [truncated 561 chars]

Agent

▸ bash curl -fsSL --max-time 15 https://pypi.org/pypi/doxify/json | python3 -c 'impo...

Input

$ curl -fsSL --max-time 15 https://pypi.org/pypi/doxify/json | python3 -c 'import json,sys; d=json.load(sys.stdin); i=d["info"]; print("name:",i["name"]); print("version:",i["version"]); print("summary:",i["summary"]); print("home:",i.get("home_page")); print("project_urls:",i.get("project_urls")); print("releases:", sorted(d["releases"], reverse=True)[:10])' 2>&1 || true

Output

curl: (22) The requested URL returned error: 404
Traceback (most recent call last):
  File "<string>", line 1, in <module>
    import json,sys; d=json.load(sys.stdin); i=d["info"]; print("name:",i["name"]); print("version:",i["version"]); print("summary:",i["summary"]); print("home:",i.get("home_page")); print("project_urls:",i.get("project_urls")); print("releases:", sorted(d["releases"], reverse=True)[:10])
                       ~~~~~~~~~^^^^^^^^^^^
  File "/usr/lib/python3.14/json/__init__.py", line 298, in load
    return loads(fp.read(),
        cls=cls, object_hook=object_hook,
        parse_float=parse_float, parse_int=parse_int,
        parse_constant=parse_constant, object_pairs_hook=object_pairs_hook, **kw)
  File "/usr/lib/python3.14/json/__init__.py", line 352, in loads
    re
… [truncated 455 chars]

▸ bash curl -fsSL --max-time 15 https://api.github.com/repos/Ekomjah/doxify/releases...

Input

$ curl -fsSL --max-time 15 https://api.github.com/repos/Ekomjah/doxify/releases | python3 -c 'import json,sys; d=json.load(sys.stdin); print("releases:", len(d)); [print(r.get("tag_name"), r.get("name"), r.get("draft"), r.get("prerelease")) for r in d[:5]]' 2>&1 || true

Output

releases: 0

▸ bash sed -n '1,80p' .gitignore && printf '\n--- dist ---\n' && ls -lh dist && prin...

Input

$ sed -n '1,80p' .gitignore && printf '\n--- dist ---\n' && ls -lh dist && printf '\n--- entrypoint ---\n' && rg -n "def main|__version__|importlib.metadata|Typer\(|version" src/doxify/__init__.py src/doxify/cli.py pyproject.toml | head -60

Output

# Python-generated files
__pycache__/
*.py[oc]
build/
dist/
wheels/
*.egg-info

# Virtual environments
.venv

# Local tool caches
.pytest_cache/
.ruff_cache/

--- dist ---
total 128K
-rw-rw-r-- 1 [user] [user] 68K Oct 24 23:06 doxify-0.1.0-py3-none-any.whl
-rw-rw-r-- 1 [user] [user] 60K Oct 24 23:06 doxify-0.1.0.tar.gz

--- entrypoint ---
src/doxify/cli.py:53:app = typer.Typer(
src/doxify/cli.py:67:def _default_scout_output(package: str, from_version: str, to_version: str) -> Path:
src/doxify/cli.py:70:    safe_from = re.sub(r"[^A-Za-z0-9_.-]+", "-", from_version).strip("-") or "from"
src/doxify/cli.py:71:    safe_to = re.sub(r"[^A-Za-z0-9_.-]+", "-", to_version).strip("-") or "to"
src/doxify/cli.py:367:    from_version: str = typer.Argument(..., metavar="FROM", help="Current version, 
… [truncated 459 chars]

Agent

▸ bash sed -n '1,80p' src/doxify/__init__.py && sed -n '45,85p' src/doxify/cli.py &&...

Input

$ sed -n '1,80p' src/doxify/__init__.py && sed -n '45,85p' src/doxify/cli.py && sed -n '615,635p' src/doxify/cli.py && printf '\n--- uv version ---\n' && uv --version && printf '\n--- pipx ---\n' && command -v pipx || true

Output

from .cli import main

__all__ = ["main"]
    load_evidence_file,
    readme_repo,
    scan_only,
    verify_session,
)
from .scout import scout_repo
from .selfcheck import SelfCheckError, run_self_check

app = typer.Typer(
    no_args_is_help=True,
    help=(
        "Doxify compiles evidence-backed READMEs and portfolio case studies "
        "from local git repositories, and scouts breaking dependency upgrades."
    ),
)


def _default_output(repo: Path) -> Path:
    stamp = datetime.now().strftime("%Y%m%d-%H%M%S")
    return Path.cwd() / "doxify-out" / f"{repo.name}-{stamp}"


def _default_scout_output(package: str, from_version: str, to_version: str) -> Path:
    stamp = datetime.now().strftime("%Y%m%d-%H%M%S")
    safe_package = re.sub(r"[^A-Za-z0-9_.-]+", "-", package).strip("-") or
… [truncated 1198 chars]

▸ bash curl -fsSL --max-time 15 https://api.github.com/repos/Ekomjah/doxify | python...

Input

$ curl -fsSL --max-time 15 https://api.github.com/repos/Ekomjah/doxify | python3 -c 'import json,sys; d=json.load(sys.stdin); print({k:d.get(k) for k in ["full_name","default_branch","visibility","license","description","homepage","has_wiki","has_issues"]})' 2>&1 || true

Output

{'full_name': 'Ekomjah/doxify', 'default_branch': 'main', 'visibility': 'public', 'license': {'key': 'mit', 'name': 'MIT License', 'spdx_id': 'MIT', 'url': 'https://api.github.com/licenses/mit', 'node_id': 'MDc6TGljZW5zZTEz'}, 'description': 'Compile evidence-backed READMEs and portfolio case studies from local git repositories', 'homepage': None, 'has_wiki': True, 'has_issues': True}

Input

$ rg -n "doxify (scan|verify|readme|compile|doctor|self-check)|uvx|pipx|install" README.md submission.md docs -g '*.md' | head -80

Output

README.md:22:Or install the package and run `doxify` directly.
README.md:24:<!-- doxify-attested: installation instructions -->
README.md:34:doxify doctor
README.md:35:doxify readme /path/to/repo
README.md:40:## Cloud mode (no local Ollama install)
README.md:47:doxify doctor --provider cloud
README.md:48:doxify readme /path/to/repo --provider cloud
README.md:73:doxify doctor [--provider local|cloud]
README.md:74:doxify scan REPO
README.md:75:doxify compile REPO
README.md:76:doxify readme REPO [--output PATH]
README.md:78:doxify verify SESSION [--artifact PATH] [--fail-on STATUSES]
README.md:85:`doxify verify` exits non-zero when a claim needs evidence or is rejected. Use
submission.md:50:`doxify readme` runs the same compile, then renders a README from verified and attested material.
submi
… [truncated 1962 chars]

Agent

▸ bash uv tool install --help | sed -n '1,220p'

Input

$ uv tool install --help | sed -n '1,220p'

Output

Install commands provided by a Python package

Usage: uv tool install [OPTIONS] <PACKAGE>

Arguments:
  <PACKAGE>  The package to install commands from

Options:
  -w, --with <WITH>
          Include the following additional requirements
      --with-requirements <WITH_REQUIREMENTS>
          Run with the packages listed in the given files
  -e, --editable
          Install the target package in editable mode, such that changes in the package's source
          directory are reflected without reinstallation
      --with-editable <WITH_EDITABLE>
          Include the given packages in editable mode
      --with-executables-from <WITH_EXECUTABLES_FROM>
          Install executables from the following packages
  -c, --constraints <CONSTRAINTS>
          Constrain versions using the given requ
… [truncated 9987 chars]

▸ bash uv python install --help | sed -n '1,160p'; printf '\n--- tool dir ---\n'; uv...

Input

$ uv python install --help | sed -n '1,160p'; printf '\n--- tool dir ---\n'; uv tool dir; printf '\n--- managed pythons ---\n'; uv python list | head -20

Output

Download and install Python versions

Usage: uv python install [OPTIONS] [TARGETS]...

Arguments:
  [TARGETS]...  The Python version(s) to install [env: UV_PYTHON=]

Options:
  -i, --install-dir <INSTALL_DIR>
          The directory to store the Python installation in [env: UV_PYTHON_INSTALL_DIR=]
      --no-bin
          Do not install a Python executable into the `bin` directory
      --no-registry
          Do not register the Python installation in the Windows registry
      --mirror <MIRROR>
          Set the URL to use as the source for downloading Python installations
      --pypy-mirror <PYPY_MIRROR>
          Set the URL to use as the source for downloading PyPy installations
      --graalpy-mirror <GRAALPY_MIRROR>
          Set the URL to use as the source for downloading GraalPy
… [truncated 4086 chars]

▸ bash curl -fsSL --max-time 15 https://docs.astral.sh/uv/reference/cli/ | rg -o 'uv...

Input

$ curl -fsSL --max-time 15 https://docs.astral.sh/uv/reference/cli/ | rg -o 'uv tool install[^<]{0,120}' | head -10 2>/dev/null || true

Output

uv tool install
uv tool install
uv tool install
uv tool install
uv tool install
uv tool install [OPTIONS] &lt;PACKAGE&gt;
uv tool install

Agent

▸ bash git status --short --branch && printf '\n--- submission diff ---\n' && git di...

Input

$ git status --short --branch && printf '\n--- submission diff ---\n' && git diff -- submission.md | sed -n '1,120p' && printf '\n--- show later ---\n' && git show --stat --oneline HEAD

Output

## main...origin/main
 M .obsidian/workspace.json
 M submission.md
?? .cursor/
?? .entire/
?? .opencode/

--- submission diff ---
diff --git a/submission.md b/submission.md
index 963ddec..a6d42a8 100644
--- a/submission.md
+++ b/submission.md
@@ -1,23 +1,31 @@
 *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
 
-# I built a local Gemma tool that writes the README I keep avoiding
+# A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.
 
 The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
 
 I had built the thing. I had not explained it.
 
-Every project ends the same way for me. The last commit lands, my bra
… [truncated 3277 chars]

▸ bash git diff --stat && git log --oneline -4

Input

$ git diff --stat && git log --oneline -4

Output

 .obsidian/workspace.json | 12 ++++++------
 submission.md            | 16 ++++++++++++----
 2 files changed, 18 insertions(+), 10 deletions(-)
a26a20f docs(submission): sharpen Hacktoberfest story and add CPU constraint
afd9b8b feat(observability): add tracing, self-check, and verification action
c1d4a57 docs(submission): add Hacktoberfest Week 3 post
2f2bfdd feat(monitoring): add Sentry error monitoring with MIT license

▸ bash git show HEAD:submission.md | rg -n "weak CPU|almost kept me out|The a local|...

Input

$ git show HEAD:submission.md | rg -n "weak CPU|almost kept me out|The a local|The run against" || true; printf '\n--- working ---\n'; rg -n "weak CPU|almost kept me out|The a local|The run against" submission.md || true

Output

15:I almost skipped this challenge because my laptop has a weak CPU. Most AI demos I saw assumed a GPU. I did not want to enter a challenge I could not run. `gemma3:1b` changed that: a small open-weight model that runs locally on the machine I already have. That constraint shaped the build: a small model, bounded prompts, and a deterministic verifier to carry the trust work.
371:**The first case study was too confident.** The run against the local demo repo left 34 of its 47 claims needing evidence. That is exactly the kind of fluent, vague writing I was trying to avoid. The fix was not a longer prompt. It was smaller evidence sets, deterministic templates for structural sections, and a review queue that shows every unresolved claim.
390:- **It runs on a normal laptop.** The same weak CPU 
… [truncated 1034 chars]

Agent

▸ bash unzip -l dist/doxify-0.1.0-py3-none-any.whl | sed -n '1,80p'; printf '\n--- m...

Input

$ unzip -l dist/doxify-0.1.0-py3-none-any.whl | sed -n '1,80p'; printf '\n--- metadata ---\n'; unzip -p dist/doxify-0.1.0-py3-none-any.whl 'doxify-0.1.0.dist-info/METADATA' | sed -n '1,80p'

Output

Archive:  dist/doxify-0.1.0-py3-none-any.whl
  Length      Date    Time    Name
---------  ---------- -----   ----
        0  1980-01-01 00:00   doxify/
       42  1980-01-01 00:00   doxify/__init__.py
       61  1980-01-01 00:00   doxify/__main__.py
     8118  1980-01-01 00:00   doxify/audit.py
     3742  1980-01-01 00:00   doxify/claims.py
    20881  1980-01-01 00:00   doxify/cli.py
     5749  1980-01-01 00:00   doxify/console.py
     6039  1980-01-01 00:00   doxify/defense.py
      566  1980-01-01 00:00   doxify/errors.py
    17985  1980-01-01 00:00   doxify/evidence.py
     4913  1980-01-01 00:00   doxify/exporter.py
     4339  1980-01-01 00:00   doxify/generator.py
     5618  1980-01-01 00:00   doxify/git_repo.py
        0  1980-01-01 00:00   doxify/interview.py
     3076  1980-01-01 
… [truncated 3452 chars]

▸ bash git show HEAD:pyproject.toml | sed -n '1,80p'; printf '\n--- current ---\n'; ...

Input

$ git show HEAD:pyproject.toml | sed -n '1,80p'; printf '\n--- current ---\n'; sed -n '1,80p' pyproject.toml

Output

[project]
name = "doxify"
version = "0.1.0"
license = "MIT"
description = "Compile evidence-backed READMEs and portfolio case studies from local git repositories"
readme = "README.md"
authors = [
    { name = "Ekomjah Edet", email = "[redacted-email]" }
]
requires-python = ">=3.10"
dependencies = [
    "gitpython>=3.2.1",
    "ollama>=0.6.3",
    "pydantic>=2.14.1",
    "rich>=15.0.0",
    "sentry-sdk>=2.73.0",
    "tomli>=2.5.0",
    "typer>=0.27.3",
]

[project.scripts]
doxify = "doxify:main"

[build-system]
requires = ["uv_build>=0.13.1,<0.14.0"]
build-backend = "uv_build"

[dependency-groups]
dev = [
    "pytest>=9.1.1",
    "ruff>=0.17.2",
]

[tool.ruff]
target-version = "py310"
line-length = 100

[tool.ruff.lint]
select = ["E4", "E7", "E9", "F", "I", "UP", "B", "SIM", "RUF"]
ign
… [truncated 847 chars]

▸ bash curl -fsSL --max-time 15 https://raw.githubusercontent.com/Ekomjah/doxify/mai...

Input

$ curl -fsSL --max-time 15 https://raw.githubusercontent.com/Ekomjah/doxify/main/README.md >/dev/null && echo "raw main OK"; curl -fsSL --max-time 15 https://raw.githubusercontent.com/Ekomjah/doxify/main/install.sh >/dev/null 2>&1 && echo "install.sh exists" || echo "install.sh missing (expected)"

Output

curl: (28) Resolving timed out after 15001 milliseconds


<shell_metadata>
shell tool terminated command after exceeding timeout 30000 ms. If this command is expected to take longer and is not waiting for interactive input, retry with a larger timeout value in milliseconds.
</shell_metadata>

You

continue

Agent

Recommendation

Ship two layers:

Publish the wheel/sdist to PyPI as doxify — the canonical install path.
Add install.sh at the repo root — the curl-friendly bootstrap for the blog.

The raw URL is fine, but use raw.githubusercontent.com and pin it to a release tag:

curl -fsSL https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh
sh /tmp/doxify-install.sh

Avoid raw.githubcontent.com; the correct host is raw.githubusercontent.com. Prefer the download-then-run form over curl | sh, because a failed download can otherwise look like a successful install.

Current Findings

uv build already produces doxify-0.1.0-py3-none-any.whl and an sdist; the wheel is pure Python and contains the doxify console script.
No git tags or GitHub Releases exist yet.
PyPI returns 404 for doxify, so the name appears unclaimed — reserve it before publishing.
README.md only documents uv sync; there is no one-line install.
The CLI has no --version flag, which the installer and blog should use as a smoke test.
CI builds the package but does not publish it.
The working tree is dirty: submission.md has uncommitted edits, .obsidian/ is modified, and .cursor/, .entire/, .opencode/ are untracked. A release tag must come from a clean, deliberate commit.

Target User Experience

curl -fsSL https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh
sh /tmp/doxify-install.sh

doxify --version
doxify self-check --json

Then a no-model test:

git clone --depth 1 https://github.com/Ekomjah/doxify /tmp/doxify-demo
doxify scan /tmp/doxify-demo

And the full local test:

ollama serve
ollama pull gemma3:1b
doxify readme /tmp/doxify-demo

Manual alternatives to document:

uv tool install doxify
pipx install doxify
uv tool upgrade doxify
uv tool uninstall doxify

Windows can use WSL initially; add install.ps1 after launch if needed.

Implementation Plan

1. Package readiness

Add doxify --version using package metadata, with a test.
Add [project.urls] for Homepage, Repository, Issues, and Changelog.
Add PyPI classifiers and keywords.
Verify the wheel installs cleanly in a fresh environment:
- uv build
- uv tool install --force dist/doxify-0.1.0-py3-none-any.whl
- doxify --version
- doxify self-check --json
- doxify scan /tmp/doxify-demo
Keep dist/ out of git.

2. Installer

Create a small POSIX install.sh that:

Uses set -euo pipefail.
Supports Linux, macOS, and WSL; rejects native Windows with a PowerShell/WSL message.
Requires curl; fails with a clear message if missing.
Installs uv if absent by downloading the official installer to a temporary file, not piping it directly.
Installs Doxify per-user with:
- uv tool install --force "doxify==${DOXIFY_VERSION}" from PyPI by default.
- DOXIFY_VERSION override for pinning.
- A DOXIFY_WHEEL test hook for CI/local wheel testing.
Does not use sudo.
Does not install Ollama or download a model automatically.
Checks for git and warns that it is required for scanning.
Runs doxify --version and doxify self-check --json after installation.
Prints PATH guidance for ~/.local/bin; does not edit shell rc files by default.
Prints the next commands:
- doxify self-check
- doxify scan /path/to/repo
- ollama pull gemma3:1b for full README generation
Is idempotent and safe to rerun.

Keep the script short enough that readers can inspect it. Add sh -n install.sh and ShellCheck to CI.

3. Publishing

Add .github/workflows/release.yml triggered by v* tags:

Check out the tag.
Run tests and Ruff.
Build wheel and sdist.
Install the built wheel in a temporary environment and run the smoke tests.
Publish to PyPI with Trusted Publishing (id-token: write, environment: pypi) using pypa/gh-action-pypi-publish.
Create a GitHub Release with the wheel, sdist, SHA256SUMS, and install.sh.

For speed, the first release can be manual:

uv build
uv publish
gh release create v0.1.0 dist/* --generate-notes

Then move to Trusted Publishing so no long-lived PyPI token is stored.

Use a tag URL for the blog:

https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh

Keep main/install.sh as the latest-version convenience URL, but do not put the mutable URL in the published article.

4. Documentation and article

Update README.md:

Quick curl install for Linux/macOS.
uv tool install doxify and pipx install doxify.
Upgrade/uninstall commands.
“Try it without a model” commands.
Full Ollama setup.
Windows note.
Link to the release and PyPI page.

Update submission.md under Demo:

Add the curl install block.
Add a 30-second smoke test (doxify --version, doxify self-check).
Keep uv sync as the contributor/source path.
Add a short “no Ollama required for scan/verify” note.

The article’s existing “no hosted demo” claim remains accurate; the install script is the distribution path, not a hosted demo.

5. Validation

Before publishing the article:

Test the installer in a clean ubuntu:24.04 container with no Python or uv preinstalled.
Test on macOS via CI.
Test pinned tag install and main install.
Test upgrade and uninstall.
Verify the raw URL returns 200 and the script hash matches.
Test from a clean $HOME.
Confirm Sentry remains disabled without SENTRY_DSN.
Confirm the installer does not touch shell configs or install the model.
Verify PyPI page, GitHub Release assets, and README links.

Fallback If PyPI Is a Blocker

If you do not want to create a PyPI account before the deadline:

Create a GitHub Release with the wheel and sdist.
Make install.sh download the pinned wheel to a temporary file.
Verify its SHA256 against SHA256SUMS.
Run `uv tool install --force … [truncated 663 chars]

You

create the install.sh script. add version tags and other neccessary content. stick with install.sh as the method for installation for now

Agent

▸ bash sed -n '1,110p' src/doxify/cli.py && sed -n '610,635p' src/doxify/cli.py

Input

$ sed -n '1,110p' src/doxify/cli.py && sed -n '610,635p' src/doxify/cli.py

Output

from __future__ import annotations

import logging
import re
import shutil
import sys
from datetime import datetime
from pathlib import Path

import typer
from rich.table import Table

from .audit import (
    ArtifactReport,
    audit_artifact,
    failing_claims,
    parse_fail_on,
)
from .console import (
    console,
    error,
    print_compile_summary,
    print_readme_summary,
    print_scan_summary,
    print_scout_summary,
    stage_progress,
)
from .errors import DoxifyError
from .log import configure_logging, log_event
from .models import ClaimStatus, CompileSummary, ScanResult
from .monitoring import (
    begin_stage,
    command_transaction,
    cron_monitor,
    flush_monitoring,
    init_monitoring,
    monitoring_status,
    span,
)
from .ollama_client import DEFAULT_MODEL
… [truncated 3003 chars]

▸ bash ls tests && sed -n '1,120p' tests/test_ollama_client.py && sed -n '1,80p' tes...

Input

$ ls tests && sed -n '1,120p' tests/test_ollama_client.py && sed -n '1,80p' tests/conftest.py

Output

__pycache__
conftest.py
test_audit.py
test_logging.py
test_monitoring.py
test_ollama_client.py
test_readme.py
test_redaction.py
test_scout.py
test_self_audit.py
test_selfcheck.py
test_verify_cli.py
from __future__ import annotations

from pathlib import Path
from types import SimpleNamespace
from typing import Any

import pytest
from ollama import ResponseError
from typer.testing import CliRunner

import doxify.cli as cli
import doxify.ollama_client as ollama_client
from doxify.errors import DoxifyError, ModelError
from doxify.ollama_client import OllamaClient


def _use_temp_env(monkeypatch: pytest.MonkeyPatch) -> None:
    for name in (
        "DOXIFY_PROVIDER",
        "DOXIFY_MODEL",
        "DOXIFY_OLLAMA_HOST",
        "OLLAMA_API_KEY",
    ):
        monkeypatch.delenv(name, raisin
… [truncated 3287 chars]

▸ bash sed -n '1,50p' README.md && sed -n '85,130p' submission.md && printf '\n--- w...

Input

$ sed -n '1,50p' README.md && sed -n '85,130p' submission.md && printf '\n--- workflow tail ---\n' && sed -n '1,120p' .github/workflows/ci.yml

Output

# Doxify

Doxify compiles evidence-backed READMEs and portfolio case studies from local
git repositories. It also scouts breaking dependency upgrades against your
code.

The core pipeline is deterministic: scan the repository, build evidence cards,
generate prose from that evidence, verify every claim, and export the result.
The model only writes; the compiler checks.

<!-- doxify-attested: project description and positioning -->

## Install

Requires Python 3.10+ and git.

```bash
uv sync
uv run doxify --help
```

Or install the package and run `doxify` directly.

<!-- doxify-attested: installation instructions -->

## Local mode (default)

Local mode uses Ollama and `gemma3:1b`. Nothing about the repository leaves
your machine.

```bash
ollama serve
ollama pull gemma3:1b
doxify doctor
do
… [truncated 4434 chars]

Agent

▸ bash uv tool dir --help 2>&1 | sed -n '1,80p'; printf '\n--- bin ---\n'; uv tool d...

Input

$ uv tool dir --help 2>&1 | sed -n '1,80p'; printf '\n--- bin ---\n'; uv tool dir --bin 2>&1 || true

Output

Show the path to the uv tools directory

Usage: uv tool dir [OPTIONS]

Options:
      --bin  Show the directory into which `uv tool` will install executables.

Cache options:
  -n, --no-cache               Avoid reading from or writing to the cache, instead using a temporary
                               directory for the duration of the operation [env: UV_NO_CACHE=]
      --cache-dir <CACHE_DIR>  Path to the cache directory [env: UV_CACHE_DIR=]

Python options:
      --managed-python       Require use of uv-managed Python versions [env: UV_MANAGED_PYTHON=]
      --no-managed-python    Disable use of uv-managed Python versions [env: UV_NO_MANAGED_PYTHON=]
      --no-python-downloads  Disable automatic downloads of Python. [env:
                             "UV_PYTHON_DOWNLOADS=never"]

Gl
… [truncated 1191 chars]

You

clear the git tree; commit all changes by batches

Agent

▸ bash git status --short --branch && printf '\n--- tracked local dirs ---\n' && git...

Input

$ git status --short --branch && printf '\n--- tracked local dirs ---\n' && git ls-files .obsidian .cursor .entire .opencode && printf '\n--- all status ---\n' && git status --porcelain=v1 -uall

Output

## main...origin/main
 M .obsidian/workspace.json
 M submission.md
?? .cursor/
?? .entire/
?? .opencode/

--- tracked local dirs ---
.obsidian/app.json
.obsidian/appearance.json
.obsidian/core-plugins.json
.obsidian/workspace.json

--- all status ---
 M .obsidian/workspace.json
 M submission.md
?? .cursor/hooks.json
?? .entire/.gitignore
?? .entire/settings.json
?? .opencode/plugins/entire.ts

▸ bash find .cursor .entire .opencode -maxdepth 2 -type f 2>/dev/null | sed -n '1,80...

Input

$ find .cursor .entire .opencode -maxdepth 2 -type f 2>/dev/null | sed -n '1,80p'; printf '\n--- obsidian files ---\n'; find .obsidian -maxdepth 2 -type f | sed -n '1,40p'

Output

.cursor/hooks.json
.entire/.gitignore
.entire/settings.json
.opencode/plugins/entire.ts

--- obsidian files ---
.obsidian/appearance.json
.obsidian/workspace.json
.obsidian/app.json
.obsidian/core-plugins.json

▸ bash git diff --stat && printf '\n--- submission diff summary ---\n' && git diff -...

Input

$ git diff --stat && printf '\n--- submission diff summary ---\n' && git diff -- submission.md | sed -n '1,80p'

Output

 .obsidian/workspace.json | 12 ++++++------
 submission.md            | 23 ++++++++++++++---------
 2 files changed, 20 insertions(+), 15 deletions(-)

--- submission diff summary ---
diff --git a/submission.md b/submission.md
index 963ddec..eef69a1 100644
--- a/submission.md
+++ b/submission.md
@@ -1,23 +1,31 @@
 *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
 
-# I built a local Gemma tool that writes the README I keep avoiding
+# A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.
 
 The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
 
 I had built the thing. I had not explained it.
 
-Every project e
… [truncated 5189 chars]

Agent

▸ bash git status --short --branch && printf '\n--- untracked dirs ---\n' && find .c...

Input

$ git status --short --branch && printf '\n--- untracked dirs ---\n' && find .cursor .entire .opencode -maxdepth 3 -type f -printf '%p %s bytes\n' 2>/dev/null | head -80

Output

## main...origin/main
 M .obsidian/workspace.json
 M submission.md
?? .cursor/
?? .entire/
?? .opencode/

--- untracked dirs ---
.cursor/hooks.json 1216 bytes
.entire/.gitignore 58 bytes
.entire/settings.json 94 bytes
.opencode/plugins/entire.ts 26120 bytes

▸ bash git diff -- submission.md | sed -n '1,220p'

Input

$ git diff -- submission.md | sed -n '1,220p'

Output

diff --git a/submission.md b/submission.md
index 963ddec..eef69a1 100644
--- a/submission.md
+++ b/submission.md
@@ -1,23 +1,31 @@
 *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
 
-# I built a local Gemma tool that writes the README I keep avoiding
+# A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.
 
 The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
 
 I had built the thing. I had not explained it.
 
-Every project ends the same way for me. The last commit lands, my brain shuts off, and the README is still empty. That page is the first thing an interviewer, a contributor, or another developer sees
… [truncated 5005 chars]

▸ bash git diff -- .obsidian/workspace.json | sed -n '1,120p'

Input

$ git diff -- .obsidian/workspace.json | sed -n '1,120p'

Output

diff --git a/.obsidian/workspace.json b/.obsidian/workspace.json
index ca57edf..39f63bd 100644
--- a/.obsidian/workspace.json
+++ b/.obsidian/workspace.json
@@ -13,12 +13,12 @@
             "state": {
               "type": "markdown",
               "state": {
-                "file": "PLAN.md",
+                "file": "submission.md",
                 "mode": "source",
                 "source": false
               },
               "icon": "lucide-file",
-              "title": "PLAN"
+              "title": "submission"
             }
           }
         ]
@@ -55,7 +55,7 @@
             "state": {
               "type": "search",
               "state": {
-                "query": "happens",
+                "query": "reverse",
                 "matchingCase": true,
               
… [truncated 548 chars]

Agent

▸ bash printf '%s\n' '--- .cursor/hooks.json ---'; sed -n '1,120p' .cursor/hooks.jso...

Input

$ printf '%s\n' '--- .cursor/hooks.json ---'; sed -n '1,120p' .cursor/hooks.json; printf '%s\n' '--- .entire/settings.json ---'; sed -n '1,120p' .entire/settings.json; printf '%s\n' '--- .entire/.gitignore ---'; sed -n '1,80p' .entire/.gitignore; printf '%s\n' '--- .opencode/plugins/entire.ts ---'; sed -n '1,160p' .opencode/plugins/entire.ts

Output

--- .cursor/hooks.json ---
{
  "hooks": {
    "beforeSubmitPrompt": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec entire hooks cursor before-submit-prompt'"
      }
    ],
    "preCompact": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec entire hooks cursor pre-compact'"
      }
    ],
    "sessionEnd": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec entire hooks cursor session-end'"
      }
    ],
    "sessionStart": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec entire hooks cursor session-start'"
      }
    ],
    "stop": [
      {
        "command": "sh -c 'if ! command -v entire >
… [truncated 8737 chars]

▸ bash git diff -- .obsidian/workspace.json | sed -n '1,100p'; printf '\n--- submiss...

Input

$ git diff -- .obsidian/workspace.json | sed -n '1,100p'; printf '\n--- submission tail ---\n'; sed -n '405,435p' submission.md

Output

diff --git a/.obsidian/workspace.json b/.obsidian/workspace.json
index ca57edf..39f63bd 100644
--- a/.obsidian/workspace.json
+++ b/.obsidian/workspace.json
@@ -13,12 +13,12 @@
             "state": {
               "type": "markdown",
               "state": {
-                "file": "PLAN.md",
+                "file": "submission.md",
                 "mode": "source",
                 "source": false
               },
               "icon": "lucide-file",
-              "title": "PLAN"
+              "title": "submission"
             }
           }
         ]
@@ -55,7 +55,7 @@
             "state": {
               "type": "search",
               "state": {
-                "query": "happens",
+                "query": "reverse",
                 "matchingCase": true,
               
… [truncated 3805 chars]

▸ bash sed -n '1,80p' .gitignore; printf '\n--- pyproject ---\n'; sed -n '1,60p' pyp...

Input

$ sed -n '1,80p' .gitignore; printf '\n--- pyproject ---\n'; sed -n '1,60p' pyproject.toml

Output

# Python-generated files
__pycache__/
*.py[oc]
build/
dist/
wheels/
*.egg-info

# Virtual environments
.venv

# Local tool caches
.pytest_cache/
.ruff_cache/

--- pyproject ---
[project]
name = "doxify"
version = "0.1.0"
license = "MIT"
description = "Compile evidence-backed READMEs and portfolio case studies from local git repositories"
readme = "README.md"
authors = [
    { name = "Ekomjah Edet", email = "[redacted-email]" }
]
requires-python = ">=3.10"
dependencies = [
    "gitpython>=3.2.1",
    "ollama>=0.6.3",
    "pydantic>=2.14.1",
    "rich>=15.0.0",
    "sentry-sdk>=2.73.0",
    "tomli>=2.5.0",
    "typer>=0.27.3",
]

[project.scripts]
doxify = "doxify:main"

[build-system]
requires = ["uv_build>=0.13.1,<0.14.0"]
build-backend = "uv_build"

[dependency-groups]
dev = [
    "p
… [truncated 192 chars]

Agent

▸ bash cat .entire/settings.json .entire/.gitignore .cursor/hooks.json; printf '\n--...

Input

$ cat .entire/settings.json .entire/.gitignore .cursor/hooks.json; printf '\n--- opencode plugin head ---\n'; sed -n '1,80p' .opencode/plugins/entire.ts

Output

{
  "enabled": true,
  "checkpoints": {
    "primary": {
      "type": "git-refs"
    }
  }
}
tmp/
settings.local.json
metadata/
logs/
redactors/local/
{
  "hooks": {
    "beforeSubmitPrompt": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec entire hooks cursor before-submit-prompt'"
      }
    ],
    "preCompact": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec entire hooks cursor pre-compact'"
      }
    ],
    "sessionEnd": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec entire hooks cursor session-end'"
      }
    ],
    "sessionStart": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec
… [truncated 5592 chars]

Input

$ rg -n "token|secret|api[_-]?key|password|ghp_|sk-" .cursor .entire .opencode | head -40 || true

Output

.opencode/plugins/entire.ts:17:  // In-memory store for message metadata (role, tokens, etc.)
.opencode/plugins/entire.ts:459:            // Store message metadata (role, time, tokens, etc.)

▸ bash git log --oneline -6 && printf '\n--- diff code ---\n' && git diff --stat HEAD

Input

$ git log --oneline -6 && printf '\n--- diff code ---\n' && git diff --stat HEAD

Output

a26a20f docs(submission): sharpen Hacktoberfest story and add CPU constraint
afd9b8b feat(observability): add tracing, self-check, and verification action
c1d4a57 docs(submission): add Hacktoberfest Week 3 post
2f2bfdd feat(monitoring): add Sentry error monitoring with MIT license
d5c94b8 feat(scout): add evidence-backed upgrade impact analysis
f4b1d79 chore(demo): add precomputed nextjs-dashboard compile artifacts

--- diff code ---
 .obsidian/workspace.json | 12 ++++++------
 submission.md            | 23 ++++++++++++++---------
 2 files changed, 20 insertions(+), 15 deletions(-)

Agent

▸ bash cat .entire/settings.json; printf '\n--- entire gitignore ---\n'; cat .entire...

Input

$ cat .entire/settings.json; printf '\n--- entire gitignore ---\n'; cat .entire/.gitignore; printf '\n--- cursor hooks ---\n'; cat .cursor/hooks.json

Output

{
  "enabled": true,
  "checkpoints": {
    "primary": {
      "type": "git-refs"
    }
  }
}

--- entire gitignore ---
tmp/
settings.local.json
metadata/
logs/
redactors/local/

--- cursor hooks ---
{
  "hooks": {
    "beforeSubmitPrompt": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec entire hooks cursor before-submit-prompt'"
      }
    ],
    "preCompact": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec entire hooks cursor pre-compact'"
      }
    ],
    "sessionEnd": [
      {
        "command": "sh -c 'if ! command -v entire >/dev/null 2>&1; then exit 0; fi; exec entire hooks cursor session-end'"
      }
    ],
    "sessionStart": [
      {
        "command": "sh -c 'if ! command 
… [truncated 616 chars]

Input

$ rg -n -i "(token|secret|api[_-]?key|password|ghp_|sk-|xox|AKIA|/home/|/Users/)" .cursor .entire .opencode | head -40 || true

Output

.opencode/plugins/entire.ts:17:  // In-memory store for message metadata (role, tokens, etc.)
.opencode/plugins/entire.ts:459:            // Store message metadata (role, time, tokens, etc.)

▸ bash wc -l .opencode/plugins/entire.ts .cursor/hooks.json .entire/settings.json .o...

Input

$ wc -l .opencode/plugins/entire.ts .cursor/hooks.json .entire/settings.json .obsidian/workspace.json

Output

  585 .opencode/plugins/entire.ts
   40 .cursor/hooks.json
    8 .entire/settings.json
  206 .obsidian/workspace.json
  839 total

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: import logging import re ...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
import logging
import re
import shutil
import sys
from datetime import datetime
from pathlib import Path
new:
import logging
import re
import shutil
import sys
from datetime import datetime
from importlib.metadata import PackageNotFoundError, version as package_version
from pathlib import Path

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: app = typer.Typer( no...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
app = typer.Typer(
    no_args_is_help=True,
    help=(
        "Doxify compiles evidence-backed READMEs and portfolio case studies "
        "from local git repositories, and scouts breaking dependen
… [truncated 65 chars]
new:
app = typer.Typer(
    no_args_is_help=True,
    help=(
        "Doxify compiles evidence-backed READMEs and portfolio case studies "
        "from local git repositories, and scouts breaking dependency upgrades."
    ),
)


def _version_callback(value: bool) -> None:
    if not value:
        return
    try:
        current = package_version("doxify")
    except PackageNotFoundError:
        curr
… [truncated 430 chars]

Output

Edit applied successfully.

Agent

▸ write file: ~/Desktop/repos/doxify/install.sh content: #!/bin/sh set -eu REPO="Eko...

Input

file: ~/Desktop/repos/doxify/install.sh
content:
#!/bin/sh
set -eu

REPO="Ekomjah/doxify"
DEFAULT_VERSION="0.1.0"
UV_INSTALL_URL="https://astral.sh/uv/install.sh"

usage() {
    cat <<'EOF'
Doxify installer

Usage:
  sh install.sh [--version VERSION] [--help]

Environment:
  DOXIFY_VERSION     Release to install (default: 0.1.0)
  DOXIFY_SOURCE_DIR  Install from a local source tree (maintainer testing)

The installer uses uv to place Doxify in an isolated per-user environment.
It does not use sudo, install Ollama, or download a model.
EOF
}

log() {
    printf '%s\n' "doxify-install: $*"
}

fail() {
    printf '%s\n' "doxify-install: error: $*" >&2
    exit 1
}

VERSION="${DOXIFY_VERSION:-$DEFAULT_VERSION}"

while [ "$#" -gt 0 ]; do
    ca
… [truncated 3324 chars]

Output

Wrote file successfully.

Agent

▸ write file: ~/Desktop/repos/doxify/tests/test_cli_version.py content: from __future...

Input

file: ~/Desktop/repos/doxify/tests/test_cli_version.py
content:
from __future__ import annotations

import re

from typer.testing import CliRunner

from doxify.cli import app


def test_version_flag_prints_installed_version() -> None:
    result = CliRunner().invoke(app, ["--version"])

    assert result.exit_code == 0
    assert re.fullmatch(r"\d+\.\d+\.\d+", result.output.strip())

Output

Wrote file successfully.

Agent

▸ write file: ~/Desktop/repos/doxify/install.sh content: #!/bin/sh set -eu REPO="Eko...

Input

file: ~/Desktop/repos/doxify/install.sh
content:
#!/bin/sh
set -eu

REPO="Ekomjah/doxify"
DEFAULT_VERSION="0.1.0"
UV_INSTALL_URL="https://astral.sh/uv/install.sh"

usage() {
    cat <<'EOF'
Doxify installer

Usage:
  sh install.sh [--version VERSION] [--help]

Options:
  --version VERSION   Doxify release to install (default: 0.1.0)
  --help              Show this help

Environment:
  DOXIFY_VERSION      Doxify release to install
  DOXIFY_SOURCE_DIR   Install from a local source tree (maintainer testing)
  UV_TOOL_DIR         Override uv's tool environment directory
  UV_TOOL_BIN_DIR     Override uv's executable directory

The installer uses uv to create an isolated per-user install.
It does not use sudo, install Ollama, or download a mode
… [truncated 3453 chars]

Output

Wrote file successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/pyproject.toml old: description = "Compile evide...

Input

file: ~/Desktop/repos/doxify/pyproject.toml
old:
description = "Compile evidence-backed READMEs and portfolio case studies from local git repositories"
readme = "README.md"
authors = [
    { name = "Ekomjah Edet", email = "[redacted-email]" }
]
… [truncated 27 chars]
new:
description = "Compile evidence-backed READMEs and portfolio case studies from local git repositories"
readme = "README.md"
authors = [
    { name = "Ekomjah Edet", email = "[redacted-email]" }
]
keywords = ["cli", "documentation", "gemma", "git", "ollama", "readme"]
classifiers = [
    "Development Status :: 4 - Beta",
    "Environment :: Console",
    "Intended Audience :: Developers",
    
… [truncated 163 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/pyproject.toml old: [project.scripts] doxify = "...

Input

file: ~/Desktop/repos/doxify/pyproject.toml
old:
[project.scripts]
doxify = "doxify:main"

[build-system]
new:
[project.scripts]
doxify = "doxify:main"

[project.urls]
Homepage = "https://github.com/Ekomjah/doxify"
Repository = "https://github.com/Ekomjah/doxify"
Issues = "https://github.com/Ekomjah/doxify/issues"
Changelog = "https://github.com/Ekomjah/doxify/releases"

[build-system]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/README.md old: ## Install Requires Python 3.10+...

Input

file: ~/Desktop/repos/doxify/README.md
old:
## Install

Requires Python 3.10+ and git.

```bash
uv sync
uv run doxify --help
```

Or install the package and run `doxify` directly.

<!-- doxify-attested: installation instructions -->
new:
## Install

Linux, macOS, and WSL:

```bash
curl -fsSL https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh
sh /tmp/doxify-install.sh
```

The installer requires `curl` and `git`. It installs `uv` if needed, places
Doxify in an isolated per-user environment, and runs `doxify self-check`. It
does not use `sudo`, install Ollama, or download a model.

Verify th
… [truncated 317 chars]

Output

Edit applied successfully.

Agent

▸ bash sh -n install.sh && echo 'syntax ok' && rm -rf /tmp/doxify-tool /tmp/doxify-b...

Input

$ sh -n install.sh && echo 'syntax ok' && rm -rf /tmp/doxify-tool /tmp/doxify-bin && mkdir -p /tmp/doxify-tool /tmp/doxify-bin && UV_TOOL_DIR=/tmp/doxify-tool UV_TOOL_BIN_DIR=/tmp/doxify-bin DOXIFY_SOURCE_DIR="$PWD" sh install.sh

Output

syntax ok
doxify-install: Installing from local source: ~/Desktop/repos/doxify
doxify-install: Installing Doxify 0.1.0 with uv...
Resolved 26 packages in 7.72s
   Building doxify @ file://~/Desktop/repos/doxify
      Built doxify @ file://~/Desktop/repos/doxify
Downloading pydantic-core (2.1MiB)
 Downloaded pydantic-core
Prepared 4 packages in 5.68s
warning: Failed to hardlink files; falling back to full copy. This may lead to degraded performance.
         If the cache and target directories are on different filesystems, hardlinking may not be supported.
         If this is intentional, set `export UV_LINK_MODE=copy` or use `--link-mode=copy` to suppress this warning.
Installed 26 packages in 394ms
 + annotated-doc==0.0.5
 + annotated-types==0.8.0
 + an
… [truncated 991 chars]

▸ bash uv run pytest -q tests/test_cli_version.py && uv run ruff check src/doxify/cl...

Input

$ uv run pytest -q tests/test_cli_version.py && uv run ruff check src/doxify/cli.py tests/test_cli_version.py

Output

.                                                                        [100%]
1 passed in 0.15s
   Building doxify @ file://~/Desktop/repos/doxify
      Built doxify @ file://~/Desktop/repos/doxify
Uninstalled 1 package in 3ms
Installed 1 package in 24ms
I001 [*] Import block is un-sorted or un-formatted
  --> src/doxify/cli.py:1:1
   |
 1 | / from __future__ import annotations
 2 | |
 3 | | import logging
 4 | | import re
 5 | | import shutil
 6 | | import sys
 7 | | from datetime import datetime
 8 | | from importlib.metadata import PackageNotFoundError, version as package_version
 9 | | from pathlib import Path
10 | |
11 | | import typer
12 | | from rich.table import Table
13 | |
14 | | from .audit import (
15 | |     ArtifactReport,
16 | |     audit_artifact,

… [truncated 1509 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/src/doxify/cli.py old: from datetime import date...

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py
old:
from datetime import datetime
from importlib.metadata import PackageNotFoundError, version as package_version
from pathlib import Path
new:
from datetime import datetime
from importlib.metadata import PackageNotFoundError
from importlib.metadata import version as package_version
from pathlib import Path

Output

Edit applied successfully.

Agent

▸ bash ls -la /tmp/doxify-tool /tmp/doxify-bin 2>/dev/null || true; /tmp/doxify-bin/...

Input

$ ls -la /tmp/doxify-tool /tmp/doxify-bin 2>/dev/null || true; /tmp/doxify-bin/doxify --version 2>/dev/null || true

Output

(no output)

▸ bash uv run pytest -q tests/test_cli_version.py && uv run ruff check src/doxify/cl...

Input

$ uv run pytest -q tests/test_cli_version.py && uv run ruff check src/doxify/cli.py tests/test_cli_version.py

Output

.                                                                        [100%]
1 passed in 0.03s
All checks passed!

▸ bash sh -n install.sh && echo 'syntax ok'

Input

$ sh -n install.sh && echo 'syntax ok'

Output

syntax ok

Agent

▸ bash rm -rf /tmp/doxify-tool /tmp/doxify-bin && mkdir -p /tmp/doxify-tool /tmp/dox...

Input

$ rm -rf /tmp/doxify-tool /tmp/doxify-bin && mkdir -p /tmp/doxify-tool /tmp/doxify-bin && UV_TOOL_DIR=/tmp/doxify-tool UV_TOOL_BIN_DIR=/tmp/doxify-bin DOXIFY_SOURCE_DIR="$PWD" sh install.sh

Output

doxify-install: Installing from local source: ~/Desktop/repos/doxify
doxify-install: Installing Doxify 0.1.0 with uv...
Resolved 26 packages in 20ms
   Building doxify @ file://~/Desktop/repos/doxify
      Built doxify @ file://~/Desktop/repos/doxify
Prepared 1 package in 28ms
warning: Failed to hardlink files; falling back to full copy. This may lead to degraded performance.
         If the cache and target directories are on different filesystems, hardlinking may not be supported.
         If this is intentional, set `export UV_LINK_MODE=copy` or use `--link-mode=copy` to suppress this warning.
Installed 26 packages in 53ms
 + annotated-doc==0.0.5
 + annotated-types==0.8.0
 + anyio==4.15.1
 + certifi==2026.10.23
 + doxify==0.1.0 (from file:///home/ekom
… [truncated 916 chars]

Agent

▸ bash rm -rf /tmp/doxify-tool /tmp/doxify-bin && mkdir -p /tmp/doxify-tool /tmp/dox...

Input

$ rm -rf /tmp/doxify-tool /tmp/doxify-bin && mkdir -p /tmp/doxify-tool /tmp/doxify-bin && timeout 90 env UV_TOOL_DIR=/tmp/doxify-tool UV_TOOL_BIN_DIR=/tmp/doxify-bin uv tool install --force --python 3.12 "$PWD" 2>&1 | tail -40; echo "exit=${pipestatus[1]:-$?}"

Output

Resolved 26 packages in 100ms
   Building doxify @ file://~/Desktop/repos/doxify
      Built doxify @ file://~/Desktop/repos/doxify
Prepared 1 package in 92ms
warning: Failed to hardlink files; falling back to full copy. This may lead to degraded performance.
         If the cache and target directories are on different filesystems, hardlinking may not be supported.
         If this is intentional, set `export UV_LINK_MODE=copy` or use `--link-mode=copy` to suppress this warning.
Installed 26 packages in 220ms
 + annotated-doc==0.0.5
 + annotated-types==0.8.0
 + anyio==4.15.1
 + certifi==2026.10.23
 + doxify==0.1.0 (from file://~/Desktop/repos/doxify)
 + gitdb==4.0.12
 + gitpython==3.2.1
 + h11==0.16.0
 + httpcore==1.0.9
 + httpx==0.28.1
 + idna==3.20
 +
… [truncated 484 chars]

You

[session context compacted]

Agent

Objective

Create a curl-friendly install.sh as Doxify’s sole installation method for now, add version tagging/install content, and clear the git tree by committing all pending work in logical batches.

Important Details

Latest user directives: create install.sh; add version tags and necessary content; stick with install.sh for now, not PyPI; clear the git tree; commit all changes by batches.
Target install UX: curl -fsSL https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh && sh /tmp/doxify-install.sh; correct host is raw.githubusercontent.com, not raw.githubcontent.com. Prefer download-then-run over blind | sh.
Planned install.sh: POSIX sh, Linux/macOS/WSL, reject native Windows, set -eu, bootstrap uv if absent, default DOXIFY_VERSION=0.1.0, support DOXIFY_SOURCE_DIR for local/CI testing, download https://github.com/Ekomjah/doxify/archive/refs/tags/v0.1.0.tar.gz, install with uv tool install --force --python 3.12 "$source_dir", no sudo, no Ollama/model download, run doxify --version and doxify self-check --json, then print PATH/next steps.
self-check is the smoke test, not doctor, because doctor checks Ollama.
Verified uv tool dir --bin -> ~/.local/bin; uv tool install accepts a local source directory.
Add doxify --version/-V; currently missing. Use package metadata with fallback 0.1.0; add a test.
Package: doxify==0.1.0, pure Python wheel doxify-0.1.0-py3-none-any.whl, entry point doxify = "doxify:main", requires Python >=3.10. uv build works.
No PyPI publishing for now: https://pypi.org/pypi/doxify/json returned 404; name appears unclaimed but deferred. Do not advertise uv tool install doxify from PyPI yet.
No git tags or GitHub releases exist; git tag -l is empty. The source tarball/raw installer URL only works after pushing v0.1.0; GitHub Release is optional because tag archives work.
Default version is embedded in install.sh; bump it each release or pass DOXIFY_VERSION.
Current HEAD is a26a20f; main is pushed. Latest CI for a26a20f succeeded, but working-tree edits after that are untested.
Dirty state: submission.md modified; .obsidian/workspace.json modified; untracked .cursor/hooks.json, .entire/.gitignore, .entire/settings.json, .opencode/plugins/entire.ts; dist/ is ignored.
Committed article title: # I built a local Gemma tool that writes the README I keep avoiding. Working tree has newer uncommitted title: # A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through. plus a new TLDR/intro. Preserve user edits.
Working-tree submission.md has typo contributor, another developer , and duplicated Lazy Payoff/design-target text; clean before committing. Keep 20 balanced code blocks.
The new title’s “47 claims / 13 through” is consistent with 13 verified / 34 needs evidence / 0 rejected.
Article must retain section order: What I Built, Demo, Code, How I Built It, Why Does Open Innovation Matter?, My Agent Session, The Lazy Payoff, Prize Categories; tags #devchallenge and #hf26challenge.
.entire is Entire CLI generated with git-refs checkpoints; .cursor/hooks.json and .opencode/plugins/entire.ts are generated agent hooks. Likely relevant to the Entire category, but decide whether to commit or ignore.
Prior “do not commit .obsidian/workspace.json” guidance conflicts with latest “clear git tree”; do not silently discard it. It is tracked and modified—commit intentionally, restore, or remove from tracking with .gitignore.
No hosted demo/video/screenshots and no actual Copilot CLI/DevRelay embed; categories remain represented honestly via GitHub Actions, session summary, artifacts, and now possible .entire hooks.
No fabricated user study or benchmark; CPU story stays qualitative.
Verified facts: 73 tests, Ruff, build pass; self-audit = 5 verified / 8 attested; nextjs-dashboard = 13 verified / 34 needs evidence / 0 rejected; direct case-study.md re-extraction yields 71 needs-evidence.
Sentry stays opt-in via SENTRY_DSN / DOXIFY_SENTRY=0; prompts/outputs are not recorded. SerpApi remains Scout fallback after --notes and GitHub releases.
Deadline: 2026-10-25 11:59 PM PDT = 2026-10-26 7:59 AM WAT.
DEV publishing is not available from this environment; user must paste/publish manually.

Work State

Completed

CPU backstory added to intro, laptop bullet, and design-target paragraph; typo fixed.
Code and article committed/pushed:
- afd9b8b feat(observability): add tracing, self-check, and verification action
- a26a20f docs(submission): sharpen Hacktoberfest story and add CPU constraint
Pushed main; latest CI for a26a20f succeeded.
Verified before latest working-tree edits: 73 tests, Ruff, build, README self-audit (5/8), self-check, and expected-failure case.
Installer research completed: build artifacts, package metadata/entrypoint, no tags/releases, no PyPI, README only uv sync, CLI lacks --version.
Installer/version-flag/CI/docs plan settled.

Active

Implement install.sh, doxify --version, version test, README/CI install coverage, and submission.md install block.
Fix working-tree article title/TLDR/typo/duplicates; preserve new user title; add install command pinned to v0.1.0.
Clear git tree by committing in logical batches, then create/push annotated v0.1.0.
Decide batch handling for .obsidian, .cursor, .entire, .opencode.
No install.sh, tag, or release exists yet; PyPI is deferred.

Blocked

v0.1.0 source tarball/raw installer URL 404s until the tag is pushed.
GitHub API/raw network intermittently timed out; avoid API-dependent latest-release resolution and pin the tag.
No PyPI; installer must use the GitHub tag source archive.
No real measured CPU benchmark; keep claims qualitative.
No hosted demo/video/screenshots or DevRelay embed.
.obsidian conflict unr … [truncated 1686 chars]

Agent

Objective

Build a curl-friendly install.sh that installs Doxify from a pinned GitHub tag using uv, add --version/v0.1.0 release metadata, and document the installer. Do not use PyPI yet.
Preserve the Hacktoberfest article and commit all pending changes in logical batches so the Git tree ends clean.

Important Details

Latest user directive: clear the git tree; commit all changes by batches. This supersedes the earlier instruction not to commit .obsidian/workspace.json; local agent dirs still need an explicit include/ignore decision.
Chosen installation strategy for now: install.sh as the only install path, not PyPI.
Planned installer URL: https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh; correct host is raw.githubusercontent.com, not raw.githubcontent.com.
Planned source archive URL: https://github.com/Ekomjah/doxify/archive/refs/tags/v0.1.0.tar.gz; download-then-run is preferred over blind curl | sh.
Installer should bootstrap uv if missing, run uv tool install --force --python 3.12 "$source_dir", use no sudo, and install per-user.
Installer should not install Ollama or download a model automatically; it checks for git, runs doxify --version and doxify self-check --json, and prints PATH/next-step guidance.
Planned test hook: DOXIFY_SOURCE_DIR for local source installs and DOXIFY_VERSION for version overrides.
Native Windows unsupported for now; use WSL. Windows install.ps1 is deferred.
CLI currently lacks --version; add it using importlib.metadata with fallback.
pyproject.toml currently has version = "0.1.0", requires-python = ">=3.10", and entry point doxify = "doxify:main".
uv build produces dist/doxify-0.1.0-py3-none-any.whl and dist/doxify-0.1.0.tar.gz; dist/ is ignored by git.
No git tags or GitHub Releases exist yet. The v0.1.0 tag must be created/pushed before the installer URL or source archive works.
PyPI returns 404 for doxify, so the name appears available, but PyPI is intentionally deferred.
Current branch is main, remote [redacted-email]:Ekomjah/doxify.git, and HEAD a26a20f is pushed.
Current worktree is dirty:
- M .obsidian/workspace.json
- M submission.md
- ?? .cursor/
- ?? .entire/
- ?? .opencode/
Untracked local agent configs: .cursor/hooks.json, .entire/settings.json, .entire/.gitignore, .opencode/plugins/entire.ts.
.entire enables checkpoints via git refs; .cursor/hooks.json contains Entire hooks; .opencode/plugins/entire.ts is a 26KB auto-generated Entire plugin.
Current working submission.md title is # A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.; preserve the user’s uncommitted title/TLDR edits.
Known article copy issues to fix before committing: contributor, another developer , and possible duplicated Lazy Payoff/design-target text.
Required article section order remains: What I Built, Demo, Code, How I Built It, Why Does Open Innovation Matter?, My Agent Session, The Lazy Payoff, Prize Categories.
Required tags #devchallenge and #hf26challenge remain present; #hf26challenge is in the closing tag line.
CPU backstory is already integrated and pushed in a26a20f; it still appears in the working copy as “I almost skipped this challenge. My laptop has a weak CPU…”
No fabricated Copilot/Entire/DevRelay integration, hosted demo, video, or screenshots. Entire category uses session summary plus manifest.json/claims.json.
No measured CPU benchmark; keep performance claims aligned with the 8 GB CPU laptop / gemma3:1b ~806 MB positioning.
Verified article facts: 73 tests, self-audit = 5 verified / 8 attested, nextjs-dashboard = 13 verified / 34 needs evidence / 0 rejected.
Direct artifact verification of output/next-dashboard/case-study/case-study.md yields 71 needs-evidence; the article’s 34 refers to the compile/claims.json run.
Latest checks passed: uv run pytest -q (73), uv run ruff check ., uv build, README self-audit, doxify self-check --json, and expected-failure case study.
Latest CI run for a26a20f succeeded.
README.md currently documents uv sync / uv run doxify --help; it needs an install.sh-first section.
submission.md Demo still needs the curl install block and no-model smoke test.
GitHub network/API access was intermittently flaky (gh TLS timeouts, raw.githubusercontent timeout), so verify tag/push/install URLs after network operations.
.obsidian/workspace.json contains local workspace state only, but is tracked and modified; latest directive requires clearing it somehow.

Work State

Completed

CPU backstory added to intro, laptop bullet, and design-target paragraph; line-369 typo fixed and pushed in a26a20f.
Supporting code/observability commit afd9b8b and article commit a26a20f are pushed to origin/main.
Latest CI for a26a20f is green.
73 tests, Ruff, build, README self-audit, self-check, and expected-failure case study all pass.
uv build artifacts generated in ignored dist/; wheel is pure Python.
Install plan reviewed: source-archive uv installer is viable without PyPI.
Checked PyPI: doxify package not present (404); no tags or GitHub Releases exist.
Confirmed uv 0.13.1 and uv tool dir --bin → ~/.local/bin.

Active

Implementing install.sh; not yet created.
Adding CLI --version support and tests.
Preparing v0.1.0 tag/version metadata and installer docs.
Updating README.md and submission.md with install.sh usage.
Planning CI installer smoke test and optional release workflow.
Reviewing uncommitted article edits before batch commits; user’s new title/TLDR must be preserved.
Deciding whether .cursor/, .entire/, .opencode/, and .obsidian/workspace.json should be committed as project config or ignored.

Blocked

install.sh does not exist yet; no --version flag yet.
v0.1.0 tag does not exis … [truncated 2223 chars]

You

Continue if you have next steps, or stop and ask for clarification if you are unsure how to proceed.

Agent

▸ bash git status --short --branch && git log --oneline -5 && git tag --list && git ...

Input

$ git status --short --branch && git log --oneline -5 && git tag --list && git remote -v

Output

## main...origin/main
 M .obsidian/workspace.json
 M README.md
 M pyproject.toml
 M src/doxify/cli.py
 M submission.md
?? .cursor/
?? .entire/
?? .opencode/
?? install.sh
?? tests/test_cli_version.py
a26a20f docs(submission): sharpen Hacktoberfest story and add CPU constraint
afd9b8b feat(observability): add tracing, self-check, and verification action
c1d4a57 docs(submission): add Hacktoberfest Week 3 post
2f2bfdd feat(monitoring): add Sentry error monitoring with MIT license
d5c94b8 feat(scout): add evidence-backed upgrade impact analysis
origin  [redacted-email]:Ekomjah/doxify.git (fetch)
origin  [redacted-email]:Ekomjah/doxify.git (push)

▸ read file: ~/Desktop/repos/doxify/src/doxify/cli.py

Input

file: ~/Desktop/repos/doxify/src/doxify/cli.py

Output

<path>~/Desktop/repos/doxify/src/doxify/cli.py</path>
<type>file</type>
<content>
1: from __future__ import annotations
2: 
3: import logging
4: import re
5: import shutil
6: import sys
7: from datetime import datetime
8: from importlib.metadata import PackageNotFoundError
9: from importlib.metadata import version as package_version
10: from pathlib import Path
11: 
12: import typer
13: from rich.table import Table
14: 
15: from .audit import (
16:     ArtifactReport,
17:     audit_artifact,
18:     failing_claims,
19:     parse_fail_on,
20: )
21: from .console import (
22:     con
… [truncated 1616 chars]

▸ read file: ~/Desktop/repos/doxify/pyproject.toml

Input

file: ~/Desktop/repos/doxify/pyproject.toml

Output

<path>~/Desktop/repos/doxify/pyproject.toml</path>
<type>file</type>
<content>
1: [project]
2: name = "doxify"
3: version = "0.1.0"
4: license = "MIT"
5: description = "Compile evidence-backed READMEs and portfolio case studies from local git repositories"
6: readme = "README.md"
7: authors = [
8:     { name = "Ekomjah Edet", email = "[redacted-email]" }
9: ]
10: keywords = ["cli", "documentation", "gemma", "git", "ollama", "readme"]
11: classifiers = [
12:     "Development Status :: 4 - Beta",
13:     "Environment :: Console",
14:     "Intended Audience :: Developers",
15:   
… [truncated 1116 chars]

▸ read file: ~/Desktop/repos/doxify/.github/workflows/ci.yml

Input

file: ~/Desktop/repos/doxify/.github/workflows/ci.yml

Output

<path>~/Desktop/repos/doxify/.github/workflows/ci.yml</path>
<type>file</type>
<content>
1: name: CI
2: 
3: on:
4:   push:
5:     branches: ["**"]
6:   pull_request:
7: 
8: permissions:
9:   contents: read
10: 
11: jobs:
12:   test:
13:     name: Lint, test, and build
14:     runs-on: ubuntu-latest
15:     steps:
16:       - name: Check out repository
17:         uses: actions/checkout@v4
18: 
19:       - name: Install uv
20:         uses: astral-sh/setup-uv@v6
21:         with:
22:           python-version: "3.10"
23:           enable-cache: true
24:           cache-dependency-glo
… [truncated 1585 chars]

Agent

▸ bash git diff -- README.md pyproject.toml src/doxify/cli.py tests/test_cli_version...

Input

$ git diff -- README.md pyproject.toml src/doxify/cli.py tests/test_cli_version.py install.sh

Output

diff --git a/README.md b/README.md
index b171f31..484d00e 100644
--- a/README.md
+++ b/README.md
@@ -12,14 +12,34 @@ The model only writes; the compiler checks.
 
 ## Install
 
-Requires Python 3.10+ and git.
+Linux, macOS, and WSL:
 
 ```bash
+curl -fsSL https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh
+sh /tmp/doxify-install.sh
+```
+
+The installer requires `curl` and `git`. It installs `uv` if needed, places
+Doxify in an isolated per-user environment, and runs `doxify self-check`. It
+does not use `sudo`, install Ollama, or download a model.
+
+Verify the install:
+
+```bash
+doxify --version
+doxify self-check --json
+```
+
+From a source checkout:
+
+```bash
+git clone https://github.com/Ekomjah/doxify
+cd doxify
 uv sync
 uv run doxify --
… [truncated 2403 chars]

▸ bash git diff -- submission.md

Input

$ git diff -- submission.md

Output

diff --git a/submission.md b/submission.md
index 963ddec..eef69a1 100644
--- a/submission.md
+++ b/submission.md
@@ -1,23 +1,31 @@
 *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*
 
-# I built a local Gemma tool that writes the README I keep avoiding
+# A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.
 
 The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.
 
 I had built the thing. I had not explained it.
 
-Every project ends the same way for me. The last commit lands, my brain shuts off, and the README is still empty. That page is the first thing an interviewer, a contributor, or another developer sees
… [truncated 5005 chars]

▸ bash sed -n '1,220p' install.sh; printf '\n--- test ---\n'; cat tests/test_cli_ver...

Input

$ sed -n '1,220p' install.sh; printf '\n--- test ---\n'; cat tests/test_cli_version.py

Output

#!/bin/sh
set -eu

REPO="Ekomjah/doxify"
DEFAULT_VERSION="0.1.0"
UV_INSTALL_URL="https://astral.sh/uv/install.sh"

usage() {
    cat <<'EOF'
Doxify installer

Usage:
  sh install.sh [--version VERSION] [--help]

Options:
  --version VERSION   Doxify release to install (default: 0.1.0)
  --help              Show this help

Environment:
  DOXIFY_VERSION      Doxify release to install
  DOXIFY_SOURCE_DIR   Install from a local source tree (maintainer testing)
  UV_TOOL_DIR         Override uv's tool environment directory
  UV_TOOL_BIN_DIR     Override uv's executable directory

The installer uses uv to create an isolated per-user install.
It does not use sudo, install Ollama, or download a model.
EOF
}

log() {
    printf '%s\n' "doxify-install: $*"
}

fail() {
    printf '%s\n' "doxify-insta
… [truncated 3689 chars]

▸ bash git diff --stat && git diff -- .obsidian/workspace.json

Input

$ git diff --stat && git diff -- .obsidian/workspace.json

Output

 .obsidian/workspace.json | 15 ++++++++-------
 README.md                | 24 ++++++++++++++++++++++--
 pyproject.toml           | 15 +++++++++++++++
 src/doxify/cli.py        | 27 +++++++++++++++++++++++++++
 submission.md            | 23 ++++++++++++++---------
 5 files changed, 86 insertions(+), 18 deletions(-)
diff --git a/.obsidian/workspace.json b/.obsidian/workspace.json
index ca57edf..35b6695 100644
--- a/.obsidian/workspace.json
+++ b/.obsidian/workspace.json
@@ -13,12 +13,12 @@
             "state": {
               "type": "markdown",
               "state": {
-                "file": "PLAN.md",
+                "file": "submission.md",
                 "mode": "source",
                 "source": false
               },
               "icon": "lucide-file",
-              "titl
… [truncated 959 chars]

Agent

Input

$ rg -n "^## |^# |install|uv sync|git clone|curl|Demo|Code" submission.md | head -80

Output

3:# A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.
29:## What I Built
93:## Demo
108:git clone https://github.com/Ekomjah/doxify
110:uv sync
127:## Code
147:## How I Built It
149:Doxify is a Python 3.10 CLI built with Typer, Rich, Pydantic, GitPython, Ollama, and the Sentry SDK. The default model is `gemma3:1b` running locally. Users who cannot or do not want to install Ollama can opt into Ollama Cloud with `--provider cloud` and `OLLAMA_API_KEY`; cloud mode defaults to `gemma4:31b` and warns that evidence cards will leave the machine.
347:The monitor config describes a nightly 3 a.m. UTC check-in with a 10-minute margin and a 15-minute maximum runtime. `.github/workflows/sentry-nightly.yml` runs `doxify self-check` on that schedule, so a broken install shows up as a 
… [truncated 643 chars]

▸ bash sed -n '1,120p' submission.md

Input

$ sed -n '1,120p' submission.md

Output

*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*

# A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.

The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.

I had built the thing. I had not explained it.

Every project ends the same way for me. The last commit lands, my brain shuts off, and the README stays empty. That page is the first thing an interviewer, a contributor,  another developer , or a future-me sees. If it is empty, they leave.

Two years later, the other bill comes due. The dependencies have moved, the build is deprecated, and the release notes are a wall. I do not need a generic summary. I 
… [truncated 7106 chars]

▸ bash sed -n '330,445p' submission.md

Input

$ sed -n '330,445p' submission.md

Output

    "gen_ai": {"inputs": False, "outputs": False},
    "database_query_data": False,
    "queues": False,
    "stack_frame_variables": False,
    "frame_context_lines": 0,
}
```

Tokens, API keys, and absolute home paths are redacted before events leave the process. `before_send`, `before_breadcrumb`, `before_send_transaction`, and `before_send_log` all pass through the same policy.

`self-check` can also use a Sentry cron monitor:

```python
with cron_monitor(monitor_slug):
    result = run_self_check(client=client)
```

The monitor config describes a nightly 3 a.m. UTC check-in with a 10-minute margin and a 15-minute maximum runtime. `.github/workflows/sentry-nightly.yml` runs `doxify self-check` on that schedule, so a broken install shows up as a missed check-in.

### GitHub Actions

Th
… [truncated 7218 chars]

Agent

▸ bash sed -n '120,165p' submission.md

Input

$ sed -n '120,165p' submission.md

Output


Precomputed artifacts:

- [Case study](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/case-study.md)
- [Claim ledger](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/claims.json)
- [Defense pack](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/defense.md)

## Code

The full project is at [github.com/Ekomjah/doxify](https://github.com/Ekomjah/doxify).

Start with:

- [`src/doxify/pipeline.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/pipeline.py) — compile, README, verify, and export.
- [`src/doxify/evidence.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/evidence.py) — deterministic scanning and evidence cards.
- [`src/doxify/verifier.py`](https://github.com/Ekomjah/doxify/blo
… [truncated 2275 chars]

▸ bash sed -n '1,160p' README.md

Input

$ sed -n '1,160p' README.md

Output

# Doxify

Doxify compiles evidence-backed READMEs and portfolio case studies from local
git repositories. It also scouts breaking dependency upgrades against your
code.

The core pipeline is deterministic: scan the repository, build evidence cards,
generate prose from that evidence, verify every claim, and export the result.
The model only writes; the compiler checks.

<!-- doxify-attested: project description and positioning -->

## Install

Linux, macOS, and WSL:

```bash
curl -fsSL https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh
sh /tmp/doxify-install.sh
```

The installer requires `curl` and `git`. It installs `uv` if needed, places
Doxify in an isolated per-user environment, and runs `doxify self-check`. It
does not use `sudo`, install Olla
… [truncated 3914 chars]

▸ bash rg -n "self-check|def self_check|self_check" src/doxify/cli.py | head -20; se...

Input

$ rg -n "self-check|def self_check|self_check" src/doxify/cli.py | head -20; sed -n '560,665p' src/doxify/cli.py

Output

53:from .selfcheck import SelfCheckError, run_self_check
199:@app.command(name="self-check")
200:def self_check(
230:            result = run_self_check(client=client)
244:    table = Table(title="Doxify self-check", show_header=True)
    if artifact_report is not None:
        _print_artifact_verification(artifact_report, fail_statuses)

    failed = []
    if session_report is not None:
        failed.extend(failing_claims(session_report.claims, fail_statuses))
    if artifact_report is not None:
        failed.extend(failing_claims(artifact_report.claims, fail_statuses))

    if failed:
        console.print(
            f"[red]Verification failed:[/red] {len(failed)} claim(s) matched --fail-on."
        )
        raise typer.Exit(code=1)
    console.print("[green]Verification passed.[/
… [truncated 3154 chars]

Agent

▸ bash sed -n '190,270p' src/doxify/cli.py

Input

$ sed -n '190,270p' src/doxify/cli.py

Output

        )
    healthy, detail = client.health()
    table.add_row("Endpoint", "ok" if healthy else "missing", detail)
    console.print(table)

    if not git_path or not healthy:
        raise typer.Exit(code=1)


@app.command(name="self-check")
def self_check(
    json_output: bool = typer.Option(False, "--json", help="Print machine-readable JSON."),
    check_model: bool = typer.Option(
        False, "--check-model", help="Also check the configured Ollama model."
    ),
    model: str | None = typer.Option(None, help="Model to check with --check-model."),
    host: str | None = typer.Option(None, help="Ollama endpoint URL."),
    provider: str | None = typer.Option(
        None,
        "--provider",
        help="Inference backend: local (default) or cloud.",
    ),
    monitor_slug:
… [truncated 2072 chars]

Agent

▸ bash rg -n "73|tests|test count|installer|Install" README.md submission.md .github...

Input

$ rg -n "73|tests|test count|installer|Install" README.md submission.md .github/workflows src tests pyproject.toml | head -80

Output

submission.md:28:> - **How it is checked:** 73 tests, Ruff, a build check, and a CI job that runs Doxify's verifier on Doxify's own README and fails if a section is unsupported.
submission.md:142:- [`.github/workflows/ci.yml`](https://github.com/Ekomjah/doxify/blob/main/.github/workflows/ci.yml) — tests, build, and the self-audit.
submission.md:145:The repository includes 73 tests, a Ruff check, a build check, and a self-audit that runs Doxify's verifier against Doxify's README.
submission.md:211:The verifier also checks numbers against the cited evidence, checks code identifiers, checks token overlap, and flags claims that code cannot prove: deployment, "tests pass," OAuth, user counts, performance improvements, awards, team size, and "first/only" claims.
submission.md:351:The test job in
… [truncated 3641 chars]

▸ bash rg -n "73" --glob '!uv.lock' .

Input

$ rg -n "73" --glob '!uv.lock' .

Output

./pyproject.toml:25:    "sentry-sdk>=2.73.0",
./submission.md:28:> - **How it is checked:** 73 tests, Ruff, a build check, and a CI job that runs Doxify's verifier on Doxify's own README and fails if a section is unsupported.
./submission.md:145:The repository includes 73 tests, a Ruff check, a build check, and a self-audit that runs Doxify's verifier against Doxify's README.
./submission.md:351:The test job installs `uv`, syncs the lockfile, runs Ruff, runs the 73 tests, builds the package, and uploads the distributions.
./submission.md:435:**Best Use of GitHub Copilot.** The category includes automating your project with GitHub Actions. The whole contribution path is automated: every push and pull request runs lint, 73 tests, a build, and the Doxify evidence gate. A Copilot-authored PR g
… [truncated 64 chars]

You

Continue if you have next steps, or stop and ask for clarification if you are unsure how to proceed.

Agent

▸ todowrite {"todos": [{"content": "Fix article copy issues and add install.sh section", ...

Input

{
  "todos": [
    {
      "content": "Fix article copy issues and add install.sh section",
      "status": "in_progress",
      "priority": "high"
    },
    {
      "content": "Harden installer and add CI smoke coverage",
      "status": "pending",
      "priority": "high"
    },
    {
      "content": "Run full tests, lint, build, self-audit, and local install",
      "status": "pending",
      "priority": "high"
    },
    {
      "content": "Commit changes in logical batches",
      "status": "pending",
      "priority": "high"
    },
    {
      "content": "Create and push v0.1.0 tag; verify published installer URL",
      "status": "pending",
      "priority": "high"
    }
  ]
}

Output

[
  {
    "content": "Fix article copy issues and add install.sh section",
    "status": "in_progress",
    "priority": "high"
  },
  {
    "content": "Harden installer and add CI smoke coverage",
    "status": "pending",
    "priority": "high"
  },
  {
    "content": "Run full tests, lint, build, self-audit, and local install",
    "status": "pending",
    "priority": "high"
  },
  {
    "content": "Commit changes in logical batches",
    "status": "pending",
    "priority": "high"
  },
  {
    "content": "Create and push v0.1.0 tag; verify published installer URL",
    "status": "pending",
 
… [truncated 27 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Every project ends the same w...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Every project ends the same way for me. The last commit lands, my brain shuts off, and the README stays empty. That page is the first thing an interviewer, a contributor,  another developer , or a fut
… [truncated 40 chars]
new:
Every project ends the same way for me. The last commit lands, my brain shuts off, and the README stays empty. That page is the first thing an interviewer, a contributor, another developer, or a future-me sees. If it is empty, they leave.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: > - **How it is checked:** 73...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
> - **How it is checked:** 73 tests, Ruff, a build check, and a CI job that runs Doxify's verifier on Doxify's own README and fails if a section is unsupported.
## What I Built
new:
> - **How it is checked:** 73 tests, Ruff, a build check, and a CI job that runs Doxify's verifier on Doxify's own README and fails if a section is unsupported.

## What I Built

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Reproduce it locally: ```bas...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Reproduce it locally:

```bash
git clone https://github.com/Ekomjah/doxify
cd doxify
uv sync
ollama pull gemma3:1b

uv run doxify self-check --json
uv run doxify compile /path/to/nextjs-dashboard --ou
… [truncated 165 chars]
new:
Install Doxify on Linux, macOS, or WSL:

```bash
curl -fsSL https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh
sh /tmp/doxify-install.sh
doxify --version
```

The installer sets up an isolated `uv` environment and runs `doxify self-check`. It does not use `sudo`, install Ollama, or download a model.

Reproduce the run locally:

```bash
ollama pull gemma3:1
… [truncated 319 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: The design target is a sub-10...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
The design target is a sub-10-minute local compile on an 8 GB CPU laptop, because that is the machine I have. The model is small, the prompts are bounded, and the expensive trust work is deterministic
… [truncated 405 chars]
new:
The design target is a sub-10-minute local compile on an 8 GB CPU laptop, because that is the machine I have. The model is small, the prompts are bounded, and the expensive trust work is deterministic. I would rather ship a 1B model plus a verifier that says "I cannot prove that" than a larger model that says everything confidently.

Slow and steady is the right pace for documentation, because the
… [truncated 74 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: - [`src/doxify/pipeline.py`](...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
- [`src/doxify/pipeline.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/pipeline.py) — compile, README, verify, and export.
new:
- [`install.sh`](https://github.com/Ekomjah/doxify/blob/main/install.sh) — one-command install for Linux, macOS, and WSL.
- [`src/doxify/pipeline.py`](https://github.com/Ekomjah/doxify/blob/main/src/doxify/pipeline.py) — compile, README, verify, and export.

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Every project ends the same w...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Every project ends the same way for me. The last commit lands, my brain shuts off, and the README stays empty. That page is the first thing an interviewer, a contributor,  another developer , or a fut
… [truncated 40 chars]
new:
Every project ends the same way for me. The last commit lands, my brain shuts off, and the README stays empty. That page is the first thing an interviewer, a contributor, another developer, or a future-me sees. If it is empty, they leave.

Output

▸ edit file: ~/Desktop/repos/doxify/submission.md old: Doxify is a local-first CLI t...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
Doxify is a local-first CLI that scans a git repository, builds evidence cards, and asks Gemma to write from those cards. Then a deterministic verifier checks every sentence. It gives open-source deve
… [truncated 59 chars]
new:
It gives open-source developers, reviewers, bots, and fellow sloths their time back.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/submission.md old: > - **How it is checked:** 73...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
> - **How it is checked:** 73 tests, Ruff, a build check, and a CI job that runs Doxify's verifier on Doxify's own README and fails if a section is unsupported.
## What I Built
new:
> - **How it is checked:** 74 tests, Ruff, a build check, and a CI job that runs Doxify's verifier on Doxify's own README and fails if a section is unsupported.

## What I Built

Output

Agent

▸ bash sed -n '1,35p' submission.md | cat -A | sed -n '1,35p'

Input

$ sed -n '1,35p' submission.md | cat -A | sed -n '1,35p'

Output

*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*$
$
# A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.$
$
The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.$
$
I had built the thing. I had not explained it.$
$
Every project ends the same way for me. The last commit lands, my brain shuts off, and the README stays empty. That page is the first thing an interviewer, a contributor, another developer, or a future-me sees. If it is empty, they leave.$
$
Two years later, the other bill comes due. The dependencies have moved, the build is deprecated, and the release notes are a wall. I do not need a generic sum
… [truncated 1971 chars]

Agent

▸ bash sed -n '1,36p' submission.md | cat -A | head -40

Input

$ sed -n '1,36p' submission.md | cat -A | head -40

Output

*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady](https://dev.to/challenges/hacktoberfest-week3-2026-10-19)*$
$
# A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.$
$
The repository had 20 commits, nine MCP tools, three database models, 26 seeded scholarship records, and no README.$
$
I had built the thing. I had not explained it.$
$
Every project ends the same way for me. The last commit lands, my brain shuts off, and the README stays empty. That page is the first thing an interviewer, a contributor, another developer, or a future-me sees. If it is empty, they leave.$
$
Two years later, the other bill comes due. The dependencies have moved, the build is deprecated, and the release notes are a wall. I do not need a generic sum
… [truncated 2084 chars]

Agent

▸ bash sed -n '90,125p' submission.md; printf '\n---\n'; sed -n '418,442p' submissio...

Input

$ sed -n '90,125p' submission.md; printf '\n---\n'; sed -n '418,442p' submission.md

Output

The checked-in `nextjs-dashboard` run left 34 of its 47 claims needing evidence. That is the product working. The 34 are the review queue.

That artifact is the raw run, not a cleaned-up sample. The `[needs evidence]` tags and the model's awkward openings are the point: the verifier flags them instead of hiding them.

## Demo

There is no hosted demo. Doxify is a CLI, and the repository under analysis does not have to leave the machine. The walkthrough is the command block below; the checked-in artifacts are its output.

The motivating demo is `scholarship-mcp`: 20 commits, nine MCP tools, three models, 26 seeded records, and no README. The reproducibility artifact is a run against `nextjs-dashboard`, because it is a useful stress test.

That run produced:

- **13 verified claims**
- **34 
… [truncated 3142 chars]

Agent

▸ bash sed -n '88,125p' submission.md; printf '\n---\n'; sed -n '128,150p' submissio...

Input

$ sed -n '88,125p' submission.md; printf '\n---\n'; sed -n '128,150p' submission.md; printf '\n---\n'; sed -n '412,442p' submission.md

Output

Unsupported sentences are not deleted silently. They are marked `[needs evidence]`, paired with a gap question, and included in the claim ledger. Author context can be added with `doxify attest` and is labeled as an attestation, not repository proof.

The checked-in `nextjs-dashboard` run left 34 of its 47 claims needing evidence. That is the product working. The 34 are the review queue.

That artifact is the raw run, not a cleaned-up sample. The `[needs evidence]` tags and the model's awkward openings are the point: the verifier flags them instead of hiding them.

## Demo

There is no hosted demo. Doxify is a CLI, and the repository under analysis does not have to leave the machine. The walkthrough is the command block below; the checked-in artifacts are its output.

The motivating demo i
… [truncated 5669 chars]

Agent

▸ bash sed -n '118,140p' submission.md

Input

$ sed -n '118,140p' submission.md

Output

```bash
ollama pull gemma3:1b
doxify self-check --json
doxify compile /path/to/nextjs-dashboard --out /tmp/doxify-demo
doxify readme /path/to/nextjs-dashboard --output /tmp/README.md
SERPAPI_API_KEY=... doxify scout react 18 19 --repo /path/to/app
```

Working from a source checkout instead? Run `uv sync`, then prefix each command with `uv run`.

Sentry is opt-in. Leave `SENTRY_DSN` unset to keep tracing off, or set it to see command, stage, model, and HTTP spans.

Precomputed artifacts:

- [Case study](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/case-study.md)
- [Claim ledger](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-study/claims.json)
- [Defense pack](https://github.com/Ekomjah/doxify/blob/main/output/next-dashboard/case-stud
… [truncated 124 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: 73 tests new: 74 tests

Input

file: ~/Desktop/repos/doxify/submission.md
old:
73 tests
new:
74 tests

Output

▸ edit file: ~/Desktop/repos/doxify/submission.md old: The test job installs `uv`, s...

Input

file: ~/Desktop/repos/doxify/submission.md
old:
The test job installs `uv`, syncs the lockfile, runs Ruff, runs the 74 tests, builds the package, and uploads the distributions.
new:
The test job installs `uv`, syncs the lockfile, runs Ruff, runs the 74 tests, builds the package, and uploads the distributions. A separate installer job runs `install.sh` from a source checkout, then checks `doxify --version` and `doxify self-check`.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/.github/workflows/ci.yml old: verify: name...

Input

file: ~/Desktop/repos/doxify/.github/workflows/ci.yml
old:
  verify:
    name: Verify evidence-backed claims
    runs-on: ubuntu-latest
    env:
      SENTRY_DSN: ""
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name
… [truncated 180 chars]
new:
  installer:
    name: Installer smoke test
    runs-on: ubuntu-latest
    env:
      SENTRY_DSN: ""
      DOXIFY_SOURCE_DIR: ${{ github.workspace }}
      UV_TOOL_DIR: ${{ runner.temp }}/doxify-tool
      UV_TOOL_BIN_DIR: ${{ runner.temp }}/doxify-bin
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name: Install uv
        uses: astral-sh/setup-uv@v6
     
… [truncated 719 chars]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/submission.md old: 73 tests new: 74 tests

Input

file: ~/Desktop/repos/doxify/submission.md
old:
73 tests
new:
74 tests

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/install.sh old: command -v curl >/dev/null 2>&1 ...

Input

file: ~/Desktop/repos/doxify/install.sh
old:
command -v curl >/dev/null 2>&1 || fail "curl is required"

tmp_dir=$(mktemp -d)
new:
command -v curl >/dev/null 2>&1 || fail "curl is required"
command -v git >/dev/null 2>&1 || fail "git is required"

tmp_dir=$(mktemp -d)

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/install.sh old: log "uv not found; installin...

Input

file: ~/Desktop/repos/doxify/install.sh
old:
    log "uv not found; installing it to $HOME/.local/bin"
    curl -fsSL "$UV_INSTALL_URL" -o "$tmp_dir/uv-install.sh" || fail "could not download uv"
    sh "$tmp_dir/uv-install.sh"
new:
    log "uv not found; installing it to $HOME/.local/bin"
    curl -fsSL "$UV_INSTALL_URL" -o "$tmp_dir/uv-install.sh" || fail "could not download uv"
    UV_NO_MODIFY_PATH=1 sh "$tmp_dir/uv-install.sh"

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/install.sh old: installed_version=$("$doxify_bin...

Input

file: ~/Desktop/repos/doxify/install.sh
old:
installed_version=$("$doxify_bin" --version)
log "Installed Doxify ${installed_version}"
"$doxify_bin" self-check --json >/dev/null || fail "Doxify self-check failed"

case ":$PATH:" in
    *":$tool_b
… [truncated 230 chars]
new:
installed_version=$("$doxify_bin" --version)
if [ -z "${DOXIFY_SOURCE_DIR:-}" ] && [ "$installed_version" != "$VERSION" ]; then
    fail "expected Doxify ${VERSION}, but the installed version is ${installed_version}"
fi
log "Installed Doxify ${installed_version}"
"$doxify_bin" self-check --json >/dev/null || fail "Doxify self-check failed"

case ":$PATH:" in
    *":$tool_bin:"*) ;;
    *) log "Add
… [truncated 68 chars]

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/README.md old: ```bash doxify doctor [--provider...

Input

file: ~/Desktop/repos/doxify/README.md
old:
```bash
doxify doctor [--provider local|cloud]
doxify scan REPO
new:
```bash
doxify --version
doxify doctor [--provider local|cloud]
doxify scan REPO

Output

Edit applied successfully.

Agent

Input

$ rg -n "74 tests|73 tests|contributor|I would rather|## What I Built|## Prize Categories" submission.md; sed -n '20,32p' submission.md | cat -A; sed -n '420,435p' submission.md | cat -A

Output

9:Every project ends the same way for me. The last commit lands, my brain shuts off, and the README stays empty. That page is the first thing an interviewer, a contributor, another developer, or a future-me sees. If it is empty, they leave.
28:> - **How it is checked:** 74 tests, Ruff, a build check, and a CI job that runs Doxify's verifier on Doxify's own README and fails if a section is unsupported.
30:## What I Built
43:Doxify is for the developer who just pushed the last commit and cannot face a blank page. It is for the developer whose best work is private or under NDA. It is for the maintainer who comes back to a project after two years of dependency drift. It is also for the open-source maintainer whose README is the first thing contributors and bots read.
155:The repository include
… [truncated 3645 chars]

Agent

▸ bash sed -n '432,440p' submission.md | cat -A

Input

$ sed -n '432,440p' submission.md | cat -A

Output

The README run produced a clean README with hidden provenance that CI can check. Scout turns a stack of release notes into the few breaking changes that touch my code, with file and line matches. And `scholarship-mcp`, the repo that started all this, now has something to compile: 20 commits and no README become a structured draft, a claim ledger, and an interview defense pack.$
$
The design target is a sub-10-minute local compile on an 8 GB CPU laptop, because that is the machine I have. The model is small, the prompts are bounded, and the expensive trust work is deterministic. I would rather ship a 1B model plus a verifier that says "I cannot prove that" than a larger model that says everything confidently.$
$
Slow and steady is the right pace for documentation, because the careful part i
… [truncated 287 chars]

Agent

▸ bash sed -n '1,120p' .github/workflows/ci.yml; printf '\n--- README commands ---\n...

Input

$ sed -n '1,120p' .github/workflows/ci.yml; printf '\n--- README commands ---\n'; sed -n '80,125p' README.md

Output

name: CI

on:
  push:
    branches: ["**"]
  pull_request:

permissions:
  contents: read

jobs:
  test:
    name: Lint, test, and build
    runs-on: ubuntu-latest
    steps:
      - name: Check out repository
        uses: actions/checkout@v4

      - name: Install uv
        uses: astral-sh/setup-uv@v6
        with:
          python-version: "3.10"
          enable-cache: true
          cache-dependency-glob: uv.lock

      - name: Install dependencies
        run: uv sync --frozen

      - name: Lint
        run: uv run ruff check .

      - name: Test
        run: uv run pytest -q

      - name: Build package
        run: uv build

      - name: Upload distributions
        uses: actions/upload-artifact@v4
        with:
          name: dist
          path: dist/
          if-no-files-f
… [truncated 3306 chars]

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: The installer requires `curl` and...

Input

file: ~/Desktop/repos/doxify/README.md
old:
The installer requires `curl` and `git`. It installs `uv` if needed, places
Doxify in an isolated per-user environment, and runs `doxify self-check`. It
does not use `sudo`, install Ollama, or downloa
… [truncated 10 chars]
new:
The installer requires `curl`, `git`, and `tar`. It installs `uv` if needed,
places Doxify in an isolated per-user environment, and runs
`doxify self-check`. It does not use `sudo`, install Ollama, or download a model.

Output

Edit applied successfully.

▸ edit file: ~/Desktop/repos/doxify/README.md old: ```bash doxify doctor [--provider...

Input

file: ~/Desktop/repos/doxify/README.md
old:
```bash
doxify doctor [--provider local|cloud]
doxify scan REPO
new:
```bash
doxify --version
doxify self-check [--json] [--check-model]
doxify doctor [--provider local|cloud]
doxify scan REPO

Output

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: ```bash doxify doctor [--provider...

Input

file: ~/Desktop/repos/doxify/README.md
old:
```bash
doxify doctor [--provider local|cloud]
doxify scan REPO
new:
```bash
doxify --version
doxify doctor [--provider local|cloud]
doxify scan REPO

Output

Agent

▸ bash sed -n '88,102p' README.md | cat -A

Input

$ sed -n '88,102p' README.md | cat -A

Output

<!-- doxify-attested: cloud setup, privacy, and billing guidance -->$
$
## Commands$
$
```bash$
doxify --version$
doxify doctor [--provider local|cloud]$
doxify scan REPO$
doxify compile REPO$
doxify readme REPO [--output PATH]$
doxify scout PACKAGE FROM TO [--repo PATH]$
doxify verify SESSION [--artifact PATH] [--fail-on STATUSES]$
doxify attest SESSION --claim C1 --answer "..."$
doxify export SESSION$
```$

Agent

▸ bash sed -n '88,110p' README.md | cat -A

Input

$ sed -n '88,110p' README.md | cat -A

Output

<!-- doxify-attested: cloud setup, privacy, and billing guidance -->$
$
## Commands$
$
```bash$
doxify --version$
doxify doctor [--provider local|cloud]$
doxify scan REPO$
doxify compile REPO$
doxify readme REPO [--output PATH]$
doxify scout PACKAGE FROM TO [--repo PATH]$
doxify verify SESSION [--artifact PATH] [--fail-on STATUSES]$
doxify attest SESSION --claim C1 --answer "..."$
doxify export SESSION$
```$
$
`scan`, `verify`, `attest`, and `export` never call a model and work offline.$
$
`doxify verify` exits non-zero when a claim needs evidence or is rejected. Use$
`--fail-on none` to report without failing, `--check` to avoid rewriting session$
files, and `--artifact` with `--evidence` to audit a README or case study$
directly.$
$

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: doxify --version doxify doctor [-...

Input

file: ~/Desktop/repos/doxify/README.md
old:
doxify --version
doxify doctor [--provider local|cloud]
new:
doxify --version
doxify self-check [--json] [--check-model]
doxify doctor [--provider local|cloud]

Output

Edit applied successfully.

Agent

▸ edit file: ~/Desktop/repos/doxify/README.md old: doxify --version doxify doctor [-...

Input

file: ~/Desktop/repos/doxify/README.md
old:
doxify --version
doxify doctor [--provider local|cloud]
new:
doxify --version
doxify self-check [--json] [--check-model]
doxify doctor [--provider local|cloud]

Output

Agent

▸ bash sed -n '13,50p' README.md

Input

$ sed -n '13,50p' README.md

Output

## Install

Linux, macOS, and WSL:

```bash
curl -fsSL https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh
sh /tmp/doxify-install.sh
```

The installer requires `curl`, `git`, and `tar`. It installs `uv` if needed,
places Doxify in an isolated per-user environment, and runs
`doxify self-check`. It does not use `sudo`, install Ollama, or download a model.

Verify the install:

```bash
doxify --version
doxify self-check --json
```

From a source checkout:

```bash
git clone https://github.com/Ekomjah/doxify
cd doxify
uv sync
uv run doxify --help
```

Native Windows is not supported by the shell installer yet. Use WSL for now.

<!-- doxify-attested: installation instructions -->

## Local mode (default)

Local mode uses Ollama and `gemma3:1b`. Nothing 
… [truncated 43 chars]

Agent

▸ bash rg -n "73 tests|74 tests|install.sh|--version|self-check" submission.md READM...

Input

$ rg -n "73 tests|74 tests|install.sh|--version|self-check" submission.md README.md .github/workflows/ci.yml | head -80

Output

README.md:18:curl -fsSL https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh
README.md:19:sh /tmp/doxify-install.sh
README.md:24:`doxify self-check`. It does not use `sudo`, install Ollama, or download a model.
README.md:29:doxify --version
README.md:30:doxify self-check --json
README.md:93:doxify --version
README.md:94:doxify self-check [--json] [--check-model]
submission.md:28:> - **How it is checked:** 74 tests, Ruff, a build check, and a CI job that runs Doxify's verifier on Doxify's own README and fails if a section is unsupported.
submission.md:109:curl -fsSL https://raw.githubusercontent.com/Ekomjah/doxify/v0.1.0/install.sh -o /tmp/doxify-install.sh
submission.md:110:sh /tmp/doxify-install.sh
submission.md:111:doxify --version
submission.md:11
… [truncated 2606 chars]

▸ bash sh -n install.sh && echo 'install.sh syntax ok' && chmod +x install.sh && ls ...

Input

$ sh -n install.sh && echo 'install.sh syntax ok' && chmod +x install.sh && ls -l install.sh

Output

install.sh syntax ok
-rwxrwxr-x 1 [user] [user] 4268 Oct 25 05:57 install.sh

▸ bash uv run pytest -q tests/test_cli_version.py && uv run doxify --version && uv r...

Input

$ uv run pytest -q tests/test_cli_version.py && uv run doxify --version && uv run doxify --help | head -20

Output

.                                                                        [100%]
1 passed in 0.05s
0.1.0
                                                                                
 Usage: doxify [OPTIONS] COMMAND [ARGS]...                                      
                                                                                
 Doxify compiles evidence-backed READMEs and portfolio case studies from local  
 git repositories, and scouts breaking dependency upgrades.                     
                                                                                
╭─ Options ────────────────────────────────────────────────────────────────────╮
│ --version             -V        Show the installed Doxify version and exit.  │
│ --install-completion            Install comple
… [truncated 924 chars]

Agent

▸ bash rg -n -C 1 "doxify --version|doxify doctor" README.md

Input

$ rg -n -C 1 "doxify --version|doxify doctor" README.md

Output

28-```bash
29:doxify --version
30-doxify self-check --json
--
53-ollama pull gemma3:1b
54:doxify doctor
55-doxify readme /path/to/repo
--
66-export OLLAMA_API_KEY="[redacted]"
67:doxify doctor --provider cloud
68-doxify readme /path/to/repo --provider cloud
--
92-```bash
93:doxify --version
94-doxify self-check [--json] [--check-model]
95:doxify doctor [--provider local|cloud]
96-doxify scan REPO

Agent

▸ bash sed -n '1,175p' install.sh

Input

$ sed -n '1,175p' install.sh

Output

#!/bin/sh
set -eu

REPO="Ekomjah/doxify"
DEFAULT_VERSION="0.1.0"
UV_INSTALL_URL="https://astral.sh/uv/install.sh"

usage() {
    cat <<'EOF'
Doxify installer

Usage:
  sh install.sh [--version VERSION] [--help]

Options:
  --version VERSION   Doxify release to install (default: 0.1.0)
  --help              Show this help

Environment:
  DOXIFY_VERSION      Doxify release to install
  DOXIFY_SOURCE_DIR   Install from a local source tree (maintainer testing)
  UV_TOOL_DIR         Override uv's tool environment directory
  UV_TOOL_BIN_DIR     Override uv's executable directory

The installer uses uv to create an isolated per-user install.
It does not use sudo, install Ollama, or download a model.
EOF
}

log() {
    printf '%s\n' "doxify-install: $*"
}

fail() {
    printf '%s\n' "doxify-insta
… [truncated 3468 chars]

Agent

▸ bash sed -n '430,560p' src/doxify/cli.py

Input

$ sed -n '430,560p' src/doxify/cli.py

Output

    ),
    max_releases: int = typer.Option(
        12,
        "--max-releases",
        help="Maximum number of GitHub releases to fetch.",
    ),
    deep: bool = typer.Option(
        False,
        "--deep",
        help="Analyze every fetched release instead of the first target-line release.",
    ),
    model: str | None = typer.Option(
        None,
        help=(
            "Model to use. Defaults to gemma3:1b locally or "
            "gemma4:31b on Ollama Cloud."
        ),
    ),
    host: str | None = typer.Option(None, help="Ollama endpoint URL."),
    provider: str | None = typer.Option(
        None,
        "--provider",
        help="Inference backend: local (default) or cloud.",
    ),
    force: bool = typer.Option(False, "--force", help="Allow an existing output direc
… [truncated 3604 chars]

Agent

▸ bash rm -rf /tmp/doxify-tool /tmp/doxify-bin && mkdir -p /tmp/doxify-tool /tmp/dox...

Input

$ rm -rf /tmp/doxify-tool /tmp/doxify-bin && mkdir -p /tmp/doxify-tool /tmp/doxify-bin && UV_LINK_MODE=copy UV_TOOL_DIR=/tmp/doxify-tool UV_TOOL_BIN_DIR=/tmp/doxify-bin DOXIFY_SOURCE_DIR="$PWD" timeout 180 sh install.sh; status=$?; echo "install exit=$status"; if [ "$status" -eq 0 ]; then /tmp/doxify-bin/doxify --version; /tmp/doxify-bin/doxify self-check --json; fi

Output

doxify-install: Installing from local source: ~/Desktop/repos/doxify
doxify-install: Installing Doxify 0.1.0 with uv...
Resolved 26 packages in 1.59s
   Building doxify @ file://~/Desktop/repos/doxify
      Built doxify @ file://~/Desktop/repos/doxify
Prepared 1 package in 62ms
Installed 26 packages in 304ms
 + annotated-doc==0.0.5
 + annotated-types==0.8.0
 + anyio==4.15.1
 + certifi==2026.10.23
 + doxify==0.1.0 (from file://~/Desktop/repos/doxify)
 + gitdb==4.0.12
 + gitpython==3.2.1
 + h11==0.16.0
 + httpcore==1.0.9
 + httpx==0.28.1
 + idna==3.20
 + markdown-it-py==4.2.0
 + mdurl==0.1.2
 + ollama==0.6.3
 + pydantic==2.14.1
 + pydantic-core==2.50.1
 + pygments==2.21.0
 + rich==15.0.0
 + sentry-sdk==2.73.0
 + shellingham==1.5.4
 + smmap==5.0
… [truncated 626 chars]

Agent

▸ bash uv python find 3.12; uv --version; command -v uv

Input

$ uv python find 3.12; uv --version; command -v uv

Output

/usr/bin/python3.12
uv 0.13.1 (x86_64-unknown-linux-gnu)
~/.local/bin/uv

▸ bash ls -ld /tmp/doxify-tool /tmp/doxify-bin 2>/dev/null || true; ls -la /tmp/doxi...

Input

$ ls -ld /tmp/doxify-tool /tmp/doxify-bin 2>/dev/null || true; ls -la /tmp/doxify-bin 2>/dev/null || true

Output

drwxrwxr-x 2 [user] [user]  60 Oct 25 05:51 /tmp/doxify-bin
drwxrwxr-x 3 [user] [user] 100 Oct 25 05:51 /tmp/doxify-tool
total 0
drwxrwxr-x  2 [user] [user]   60 Oct 25 05:51 .
drwxrwxrwt 39 root    root    1120 Oct 25 05:58 ..
lrwxrwxrwx  1 [user] [user]   34 Oct 25 05:51 doxify -> /tmp/doxify-tool/doxify/bin/doxify

Agent

▸ bash ls -la /tmp/doxify-tool /tmp/doxify-tool/doxify/bin 2>/dev/null; /tmp/doxify-...

Input

$ ls -la /tmp/doxify-tool /tmp/doxify-tool/doxify/bin 2>/dev/null; /tmp/doxify-bin/doxify --version; echo status=$?

Output

/tmp/doxify-tool:
total 4
drwxrwxr-x  3 [user] [user]  100 Oct 25 05:51 .
drwxrwxrwt 39 root    root    1120 Oct 25 05:58 ..
-rw-rw-r--  1 [user] [user]    1 Oct 25 05:51 .gitignore
-rw-rw-rw-  1 [user] [user]    0 Oct 25 05:51 .lock
drwxrwxr-x  4 [user] [user]  180 Oct 25 05:51 doxify

/tmp/doxify-tool/doxify/bin:
total 68
drwxrwxr-x 2 [user] [user]  420 Oct 25 05:51 .
drwxrwxr-x 4 [user] [user]  180 Oct 25 05:51 ..
-rw-rw-r-- 1 [user] [user] 4076 Oct 25 05:51 activate
-rw-rw-r-- 1 [user] [user] 2656 Oct 25 05:51 activate.bat
-rw-rw-r-- 1 [user] [user] 2606 Oct 25 05:51 activate.csh
-rw-rw-r-- 1 [user] [user] 4317 Oct 25 05:51 activate.fish
-rw-rw-r-- 1 [user] [user] 3934 Oct 25 05:51 activate.nu
-rw-rw-r-- 1 [user] [user] 2765 Oct 25 05:51 activate.ps1
-rw-rw-r-- 
… [truncated 786 chars]

▸ bash /tmp/doxify-bin/doxify self-check --json; echo status=$?

Input

$ /tmp/doxify-bin/doxify self-check --json; echo status=$?

Output

{"checks": [{"detail": "3.12", "name": "python", "ok": true}, {"detail": "/usr/bin/git", "name": "git", "ok": true}, {"detail": "0.1.0", "name": "package", "ok": true}, {"detail": "read/write ok", "name": "tempdir", "ok": true}], "ok": true}
status=0

Agent

▸ bash rm -rf /tmp/doxify-tool2 /tmp/doxify-bin2; mkdir -p /tmp/doxify-tool2 /tmp/do...

Input

$ rm -rf /tmp/doxify-tool2 /tmp/doxify-bin2; mkdir -p /tmp/doxify-tool2 /tmp/doxify-bin2; UV_LINK_MODE=copy UV_TOOL_DIR=/tmp/doxify-tool2 UV_TOOL_BIN_DIR=/tmp/doxify-bin2 DOXIFY_SOURCE_DIR="$PWD" timeout 60 sh install.sh >/tmp/doxify-install.log 2>&1; code=$?; echo "code=$code"; tail -25 /tmp/doxify-install.log; /tmp/doxify-bin2/doxify --version; /tmp/doxify-bin2/doxify self-check --json

Output

code=0
 + rich==15.0.0
 + sentry-sdk==2.73.0
 + shellingham==1.5.4
 + smmap==5.0.3
 + tomli==2.5.0
 + typer==0.27.3
 + typing-extensions==4.16.0
 + typing-inspection==0.4.4
 + urllib3==2.8.0
Installed 1 executable: doxify
warning: `/tmp/doxify-bin2` is not on your PATH. To use installed tools, run `export PATH="/tmp/doxify-bin2:$PATH"` or `uv tool update-shell`.
doxify-install: Installed Doxify 0.1.0
doxify-install: Add /tmp/doxify-bin2 to PATH if 'doxify' is not found in a new shell.

Doxify is ready.

  doxify --version
  doxify self-check
  doxify scan /path/to/repo

For the full local compile:
  ollama serve
  ollama pull gemma3:1b
  doxify readme /path/to/repo

0.1.0
{"checks": [{"detail": "3.12", "name": "python", "ok": true}, {"detail": "/usr/bin/git", "name": "git", "ok": true}, {"
… [truncated 123 chars]

Agent

▸ bash ls -la /tmp/doxify-bin2 /tmp/doxify-tool2 2>/dev/null || true; printf '\n--- ...

Input

$ ls -la /tmp/doxify-bin2 /tmp/doxify-tool2 2>/dev/null || true; printf '\n--- log ---\n'; tail -40 /tmp/doxify-install.log 2>/dev/null || true

Output

/tmp/doxify-bin2:
total 0
drwxrwxr-x  2 [user] [user]   60 Oct 25 06:00 .
drwxrwxrwt 43 root    root    1240 Oct 25 06:01 ..
lrwxrwxrwx  1 [user] [user]   35 Oct 25 06:00 doxify -> /tmp/doxify-tool2/doxify/bin/doxify

/tmp/doxify-tool2:
total 4
drwxrwxr-x  3 [user] [user]  100 Oct 25 06:00 .
drwxrwxrwt 43 root    root    1240 Oct 25 06:01 ..
-rw-rw-r--  1 [user] [user]    1 Oct 25 06:00 .gitignore
-rw-rw-rw-  1 [user] [user]    0 Oct 25 06:00 .lock
drwxrwxr-x  4 [user] [user]  180 Oct 25 06:00 doxify

--- log ---
 + anyio==4.15.1
 + certifi==2026.10.23
 + doxify==0.1.0 (from file://~/Desktop/repos/doxify)
 + gitdb==4.0.12
 + gitpython==3.2.1
 + h11==0.16.0
 + httpcore==1.0.9
 + httpx==0.28.1
 + idna==3.20
 + markdown-it-py==4.2.0
 + mdurl==0.1.2
 + ollama==0.6.3
 + 
… [truncated 730 chars]

▸ bash ps -ef | rg 'uv|doxify|install.sh' | rg -v rg || true

Input

$ ps -ef | rg 'uv|doxify|install.sh' | rg -v rg || true

Output

(no output)

Agent

▸ bash sh install.sh --help | head -20; echo '---'; sh install.sh --bogus >/tmp/bogu...

Input

$ sh install.sh --help | head -20; echo '---'; sh install.sh --bogus >/tmp/bogus.out 2>&1; echo "bogus_exit=$?"; cat /tmp/bogus.out

Output

Doxify installer

Usage:
  sh install.sh [--version VERSION] [--help]

Options:
  --version VERSION   Doxify release to install (default: 0.1.0)
  --help              Show this help

Environment:
  DOXIFY_VERSION      Doxify release to install
  DOXIFY_SOURCE_DIR   Install from a local source tree (maintainer testing)
  UV_TOOL_DIR         Override uv's tool environment directory
  UV_TOOL_BIN_DIR     Override uv's executable directory

The installer uses uv to create an isolated per-user install.
It does not use sudo, install Ollama, or download a model.
---
bogus_exit=1
doxify-install: error: unknown argument: --bogus (use --help)

▸ bash uv run ruff check . && uv run pytest -q

Input

$ uv run ruff check . && uv run pytest -q

Output

All checks passed!
........................................................................ [ 97%]
..                                                                       [100%]
74 passed in 1.04s

▸ bash uv build

Input

$ uv build

Output

Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl

Agent

▸ bash uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence...

Input

$ uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --check

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.

▸ bash uv run doxify self-check --json

Input

$ uv run doxify self-check --json

Output

{
  "checks": [
    {
      "detail": "3.10",
      "name": "python",
      "ok": true
    },
    {
      "detail": "/usr/bin/git",
      "name": "git",
      "ok": true
    },
    {
      "detail": "0.1.0",
      "name": "package",
      "ok": true
    },
    {
      "detail": "read/write ok",
      "name": "tempdir",
      "ok": true
    }
  ],
  "ok": true
}

▸ bash uv run ruff format --check src tests

Input

$ uv run ruff format --check src tests

Output

unformatted: File would be reformatted
   --> src/doxify/audit.py:56:26
    |
55  |         choices = ", ".join(status.value for status in ClaimStatus)
    -         raise ValueError(f"Unknown failure status: {', '.join(sorted(unknown))}. Choose from {choices}.")
56  +         raise ValueError(
57  +             f"Unknown failure status: {', '.join(sorted(unknown))}. Choose from {choices}."
58  +         )
59  |     return {ClaimStatus(item) for item in requested}
--------------------------------------------------------------------------------
94  |         visible = [
    -             match.group(1).lower()
    -             for match in VISIBLE_MARKER_RE.finditer(_visible_text(body))
95  +             match.group(1).lower() for match in VISIBLE_MARKER_RE.finditer(_visible_text(body))
96
… [truncated 32440 chars]

Agent

▸ bash SENTRY_DSN='' uv run doxify verify --artifact README.md --evidence docs/self-...

Input

$ SENTRY_DSN='' uv run doxify verify --artifact README.md --evidence docs/self-audit/evidence.json --check --fail-on needs_evidence,rejected

Output

                             Artifact: README.md                              
┌───────────────────┬────────────────────────────────────────────────────────┐
│ Mode              │ readme                                                 │
│ Sections          │ 9                                                      │
│ Attested sections │ 8                                                      │
│ Claims            │ 5 verified, 8 attested, 0 needing evidence, 0 rejected │
└───────────────────┴────────────────────────────────────────────────────────┘
Verification passed.

▸ bash SENTRY_DSN='' uv run doxify self-check --json

Input

$ SENTRY_DSN='' uv run doxify self-check --json

Output

{
  "checks": [
    {
      "detail": "3.10",
      "name": "python",
      "ok": true
    },
    {
      "detail": "/usr/bin/git",
      "name": "git",
      "ok": true
    },
    {
      "detail": "0.1.0",
      "name": "package",
      "ok": true
    },
    {
      "detail": "read/write ok",
      "name": "tempdir",
      "ok": true
    }
  ],
  "ok": true
}

▸ bash git diff --check; echo "diff_check=$?"; rg -n '^## ' submission.md

Input

$ git diff --check; echo "diff_check=$?"; rg -n '^## ' submission.md

Output

diff_check=0
30:## What I Built
94:## Demo
136:## Code
157:## How I Built It
403:## Why Does Open Innovation Matter?
418:## My Agent Session
426:## The Lazy Payoff
438:## Prize Categories

Agent

▸ bash cat .gitignore 2>/dev/null || echo '(no .gitignore)'; printf '\n--- tracked l...

Input

$ cat .gitignore 2>/dev/null || echo '(no .gitignore)'; printf '\n--- tracked local configs ---\n'; git ls-files .obsidian .cursor .entire .opencode | head -40; printf '\n--- untracked contents ---\n'; find .cursor .entire .opencode -maxdepth 3 -type f -print | sort

Output

# Python-generated files
__pycache__/
*.py[oc]
build/
dist/
wheels/
*.egg-info

# Virtual environments
.venv

# Local tool caches
.pytest_cache/
.ruff_cache/

--- tracked local configs ---
.obsidian/app.json
.obsidian/appearance.json
.obsidian/core-plugins.json
.obsidian/workspace.json

--- untracked contents ---
.cursor/hooks.json
.entire/.gitignore
.entire/settings.json
.opencode/.gitignore
.opencode/node_modules/cross-spawn/index.js
.opencode/node_modules/cross-spawn/LICENSE
.opencode/node_modules/cross-spawn/package.json
.opencode/node_modules/cross-spawn/README.md
.opencode/node_modules/detect-libc/index.d.ts
.opencode/node_modules/detect-libc/LICENSE
.opencode/node_modules/detect-libc/package.json
.opencode/node_modules/detect-libc/README.md
.opencode/node_modules/effect/LICENSE
.ope
… [truncated 4690 chars]

▸ bash git status --short --branch

Input

$ git status --short --branch

Output

## main...origin/main
 M .github/workflows/ci.yml
 M .obsidian/workspace.json
 M README.md
 M pyproject.toml
 M src/doxify/cli.py
 M submission.md
?? .cursor/
?? .entire/
?? .opencode/
?? install.sh
?? tests/test_cli_version.py

▸ bash git diff --stat; git diff -- src/doxify/cli.py tests/test_cli_version.py inst...

Input

$ git diff --stat; git diff -- src/doxify/cli.py tests/test_cli_version.py install.sh .github/workflows/ci.yml README.md pyproject.toml

Output

 .github/workflows/ci.yml | 28 +++++++++++++++++++++++
 .obsidian/workspace.json | 15 +++++++------
 README.md                | 26 ++++++++++++++++++++--
 pyproject.toml           | 15 +++++++++++++
 src/doxify/cli.py        | 27 ++++++++++++++++++++++
 submission.md            | 58 ++++++++++++++++++++++++++++++------------------
 6 files changed, 139 insertions(+), 30 deletions(-)
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 74e0a7d..bae4ea0 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -42,6 +42,34 @@ jobs:
           path: dist/
           if-no-files-found: error
 
+  installer:
+    name: Installer smoke test
+    runs-on: ubuntu-latest
+    env:
+      SENTRY_DSN: ""
+      DOXIFY_SOURCE_DIR: ${{ github.workspace }}
+      UV_TOOL_
… [truncated 4131 chars]

Agent

▸ bash cat .opencode/.gitignore 2>/dev/null; cat .opencode/package.json 2>/dev/null;...

Input

$ cat .opencode/.gitignore 2>/dev/null; cat .opencode/package.json 2>/dev/null; du -sh .opencode .cursor .entire 2>/dev/null

Output

node_modules
package.json
package-lock.json
bun.lock
.gitignore{
  "dependencies": {
    "@opencode-ai/plugin": "1.19.4"
  }
}
63M .opencode
8.0K    .cursor
12K .entire

▸ bash git check-ignore -v .opencode/node_modules/zod/index.js .opencode/package-loc...

Input

$ git check-ignore -v .opencode/node_modules/zod/index.js .opencode/package-lock.json .entire/settings.json .cursor/hooks.json 2>/dev/null || true

Output

.opencode/.gitignore:1:node_modules  .opencode/node_modules/zod/index.js
.opencode/.gitignore:3:package-lock.json    .opencode/package-lock.json

▸ bash ls -la .opencode; git status --short --untracked-files=all .opencode | head -20

Input

$ ls -la .opencode; git status --short --untracked-files=all .opencode | head -20

Output

total 40
drwxr-x---  4 [user] [user]  4096 Oct 25 05:51 .
drwxrwxr-x 17 [user] [user]  4096 Oct 25 05:49 ..
-rw-rw-r--  1 [user] [user]    63 Oct 25 05:50 .gitignore
drwxrwxr-x 29 [user] [user]  4096 Oct 25 05:51 node_modules
-rw-rw-r--  1 [user] [user] 14628 Oct 25 05:51 package-lock.json
-rw-rw-r--  1 [user] [user]    64 Oct 25 05:51 package.json
drwxr-x---  2 [user] [user]  4096 Oct 24 23:24 plugins
?? .opencode/plugins/entire.ts

Agent

▸ bash cat .opencode/.gitignore; printf '\n--- package.json ---\n'; cat .opencode/pa...

Input

$ cat .opencode/.gitignore; printf '\n--- package.json ---\n'; cat .opencode/package.json; printf '\n--- size ---\n'; du -sh .opencode/node_modules .opencode/plugins/entire.ts 2>/dev/null

Output

node_modules
package.json
package-lock.json
bun.lock
.gitignore
--- package.json ---
{
  "dependencies": {
    "@opencode-ai/plugin": "1.19.4"
  }
}

--- size ---
63M .opencode/node_modules
28K .opencode/plugins/entire.ts

▸ bash find .entire .cursor -maxdepth 2 -type f -print -exec wc -c {} \; | head -40

Input

$ find .entire .cursor -maxdepth 2 -type f -print -exec wc -c {} \; | head -40

Output

.entire/.gitignore
58 .entire/.gitignore
.entire/settings.json
94 .entire/settings.json
.cursor/hooks.json
1216 .cursor/hooks.json

Agent

▸ bash python - <<'PY' from pathlib import Path text = Path('submission.md').read_te...

Input

$ python - <<'PY'
from pathlib import Path
text = Path('submission.md').read_text()
print('fences', text.count('```'))
print('title', text.splitlines()[2])
print('headings', [line for line in text.splitlines() if line.startswith('## ')])
PY

Output

zsh:1: command not found: python

▸ bash python - <<'PY' from pathlib import Path for p in [Path('submission.md'), Pat...

Input

$ python - <<'PY'
from pathlib import Path
for p in [Path('submission.md'), Path('README.md')]:
    text = p.read_text()
    paras = [x.strip() for x in text.split('\n\n') if x.strip()]
    seen = {}
    print(p)
    for para in paras:
        if len(para) > 80 and para in seen:
            print('duplicate:', para[:100])
        seen[para] = True
PY

Output

zsh:1: command not found: python

▸ bash sh install.sh --help >/dev/null && echo installer_help_ok; sh install.sh --bo...

Input

$ sh install.sh --help >/dev/null && echo installer_help_ok; sh install.sh --bogus >/tmp/install-bogus.out 2>&1; code=$?; echo "bogus_exit=$code"; cat /tmp/install-bogus.out

Output

installer_help_ok
bogus_exit=1
doxify-install: error: unknown argument: --bogus (use --help)

Agent

▸ bash uv run python - <<'PY' from pathlib import Path text = Path('submission.md')....

Input

$ uv run python - <<'PY'
from pathlib import Path
text = Path('submission.md').read_text()
print('fences', text.count('```'))
print('title', text.splitlines()[2])
print('headings', [line for line in text.splitlines() if line.startswith('## ')])
PY

Output

fences 42
title # A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.
headings ['## What I Built', '## Demo', '## Code', '## How I Built It', '## Why Does Open Innovation Matter?', '## My Agent Session', '## The Lazy Payoff', '## Prize Categories']

▸ bash uv run python - <<'PY' from pathlib import Path for p in [Path('submission.md...

Input

$ uv run python - <<'PY'
from pathlib import Path
for p in [Path('submission.md'), Path('README.md')]:
    text = p.read_text()
    paras = [x.strip() for x in text.split('\n\n') if x.strip()]
    seen = set()
    print(p)
    for para in paras:
        if len(para) > 80 and para in seen:
            print('duplicate:', para[:100])
        seen.add(para)
PY

Output

submission.md
README.md

▸ bash sh install.sh --help >/dev/null; echo help_exit=$?

Input

$ sh install.sh --help >/dev/null; echo help_exit=$?

Output

help_exit=0

Agent

▸ bash sh install.sh --bogus >/tmp/install-bogus.out 2>&1; code=$?; echo "bogus_exit...

Input

$ sh install.sh --bogus >/tmp/install-bogus.out 2>&1; code=$?; echo "bogus_exit=$code"; cat /tmp/install-bogus.out

Output

bogus_exit=1
doxify-install: error: unknown argument: --bogus (use --help)

Agent

▸ bash uv sync --frozen

Input

$ uv sync --frozen

Output

Checked 32 packages in 0.74ms

▸ bash git diff --check && echo diff_check_ok

Input

$ git diff --check && echo diff_check_ok

Output

diff_check_ok

▸ bash git status --short --branch

Input

$ git status --short --branch

Output

## main...origin/main
 M .github/workflows/ci.yml
 M .obsidian/workspace.json
 M README.md
 M pyproject.toml
 M src/doxify/cli.py
 M submission.md
?? .cursor/
?? .entire/
?? .opencode/
?? install.sh
?? tests/test_cli_version.py

Agent

▸ bash git add -n .cursor .entire .opencode .obsidian/workspace.json

Input

$ git add -n .cursor .entire .opencode .obsidian/workspace.json

Output

add '.obsidian/workspace.json'
add '.cursor/hooks.json'
add '.entire/.gitignore'
add '.entire/settings.json'
add '.opencode/plugins/entire.ts'

▸ bash git status --short --untracked-files=all .opencode | head -20

Input

$ git status --short --untracked-files=all .opencode | head -20

Output

?? .opencode/plugins/entire.ts

▸ bash cat .opencode/.gitignore; printf '\n--- entire settings ---\n'; cat .entire/s...

Input

$ cat .opencode/.gitignore; printf '\n--- entire settings ---\n'; cat .entire/settings.json

Output

node_modules
package.json
package-lock.json
bun.lock
.gitignore
--- entire settings ---
{
  "enabled": true,
  "checkpoints": {
    "primary": {
      "type": "git-refs"
    }
  }
}

Agent

▸ bash git add src/doxify/cli.py tests/test_cli_version.py pyproject.toml && git com...

Input

$ git add src/doxify/cli.py tests/test_cli_version.py pyproject.toml && git commit -m "feat(cli): add version flag and package metadata"

Output

[main d4d21b5] feat(cli): add version flag and package metadata
 3 files changed, 56 insertions(+)
 create mode 100644 tests/test_cli_version.py

Agent

▸ edit file: ~/Desktop/repos/doxify/install.sh old: VERSION="${VERSION#v}" [ -n "$VE...

Input

file: ~/Desktop/repos/doxify/install.sh
old:
VERSION="${VERSION#v}"
[ -n "$VERSION" ] || fail "version cannot be empty"
new:
VERSION="${VERSION#v}"
[ -n "$VERSION" ] || fail "version cannot be empty"
case "$VERSION" in
    *[!0-9A-Za-z._-]*)
        fail "invalid version: $VERSION"
        ;;
esac

Output

Edit applied successfully.

Agent

▸ bash sh -n install.sh; sh install.sh --version 'bad/version' >/tmp/install-invalid...

Input

$ sh -n install.sh; sh install.sh --version 'bad/version' >/tmp/install-invalid.out 2>&1; code=$?; echo "invalid_exit=$code"; cat /tmp/install-invalid.out

Output

invalid_exit=1
doxify-install: error: invalid version: bad/version

▸ bash uv run pytest -q tests/test_cli_version.py && uv run ruff check src/doxify/cl...

Input

$ uv run pytest -q tests/test_cli_version.py && uv run ruff check src/doxify/cli.py tests/test_cli_version.py && uv run doxify --version

Output

.                                                                        [100%]
1 passed in 0.23s
All checks passed!
0.1.0

Agent

▸ bash sh -n install.sh && sh install.sh --version 'bad/version' >/tmp/invalid.out 2...

Input

$ sh -n install.sh && sh install.sh --version 'bad/version' >/tmp/invalid.out 2>&1; code=$?; echo "invalid_exit=$code"; cat /tmp/invalid.out

Output

invalid_exit=1
doxify-install: error: invalid version: bad/version

Agent

▸ bash git status --short --branch

Input

$ git status --short --branch

Output

## main...origin/main [ahead 1]
 M .github/workflows/ci.yml
 M .obsidian/workspace.json
 M README.md
 M submission.md
?? .cursor/
?? .entire/
?? .opencode/
?? install.sh

▸ bash uv run ruff check . && uv run pytest -q

Input

$ uv run ruff check . && uv run pytest -q

Output

All checks passed!
........................................................................ [ 97%]
..                                                                       [100%]
74 passed in 3.73s

▸ bash uv build

Input

$ uv build

Output

Building source distribution...
Building wheel from source distribution...
Successfully built dist/doxify-0.1.0.tar.gz
Successfully built dist/doxify-0.1.0-py3-none-any.whl

Agent

▸ bash git log --oneline -5 --decorate; printf '\n--- show head ---\n'; git show --s...

Input

$ git log --oneline -5 --decorate; printf '\n--- show head ---\n'; git show --stat --oneline HEAD

Output

d4d21b5 (HEAD -> main) feat(cli): add version flag and package metadata
a26a20f (origin/main, origin/HEAD) docs(submission): sharpen Hacktoberfest story and add CPU constraint
afd9b8b feat(observability): add tracing, self-check, and verification action
c1d4a57 docs(submission): add Hacktoberfest Week 3 post
2f2bfdd feat(monitoring): add Sentry error monitoring with MIT license

--- show head ---
d4d21b5 feat(cli): add version flag and package metadata
 pyproject.toml            | 15 +++++++++++++++
 src/doxify/cli.py         | 27 +++++++++++++++++++++++++++
 tests/test_cli_version.py | 14 ++++++++++++++
 3 files changed, 56 insertions(+)

▸ bash git diff --stat HEAD; git diff --name-only HEAD

Input

$ git diff --stat HEAD; git diff --name-only HEAD

Output

 .github/workflows/ci.yml | 28 +++++++++++++++++++++++
 .obsidian/workspace.json | 17 +++++++-------
 README.md                | 26 ++++++++++++++++++++--
 submission.md            | 58 ++++++++++++++++++++++++++++++------------------
 4 files changed, 98 insertions(+), 31 deletions(-)
.github/workflows/ci.yml
.obsidian/workspace.json
README.md
submission.md

▸ bash uv run pytest -q

Input

$ uv run pytest -q

Output

........................................................................ [ 97%]
..                                                                       [100%]
74 passed in 4.26s

Agent

▸ bash git add install.sh .github/workflows/ci.yml README.md && git commit -m "feat(...

Input

$ git add install.sh .github/workflows/ci.yml README.md && git commit -m "feat(install): add curl installer and smoke test"

Output

On branch main
Your branch is ahead of 'origin/main' by 2 commits.
  (use "git push" to publish your local commits)

Changes not staged for commit:
  (use "git add <file>..." to update what will be committed)
  (use "git restore <file>..." to discard changes in working directory)
    modified:   .obsidian/workspace.json
    modified:   submission.md

Untracked files:
  (use "git add <file>..." to include in what will be committed)
    .cursor/
    .entire/
    .opencode/

no changes added to commit (use "git add" and/or "git commit -a")

Agent

▸ bash git add install.sh .github/workflows/ci.yml README.md && git commit -m "feat(...

Input

$ git add install.sh .github/workflows/ci.yml README.md && git commit -m "feat(install): add curl installer and CI smoke test"

Output

[main 523c9e5] feat(install): add curl installer and CI smoke test
 3 files changed, 206 insertions(+), 2 deletions(-)
 create mode 100755 install.sh

Agent

▸ bash git add submission.md && git commit -m "docs(submission): sharpen hook and do...

Input

$ git add submission.md && git commit -m "docs(submission): sharpen hook and document installer"

Output

On branch main
Your branch is ahead of 'origin/main' by 3 commits.
  (use "git push" to publish your local commits)

Changes not staged for commit:
  (use "git add <file>..." to update what will be committed)
  (use "git restore <file>..." to discard changes in working directory)
    modified:   .obsidian/workspace.json

Untracked files:
  (use "git add <file>..." to include in what will be committed)
    .cursor/
    .entire/
    .opencode/

no changes added to commit (use "git add" and/or "git commit -a")

Agent

▸ bash git add submission.md && git commit -m "docs(submission): sharpen Week 3 stor...

Input

$ git add submission.md && git commit -m "docs(submission): sharpen Week 3 story and document installer"

Output

[main 792e126] docs(submission): sharpen Week 3 story and document installer
 1 file changed, 37 insertions(+), 21 deletions(-)

Agent

▸ bash git add .cursor .entire .opencode .obsidian/workspace.json && git diff --cach...

Input

$ git add .cursor .entire .opencode .obsidian/workspace.json && git diff --cached --stat && git status --short

Output

 .cursor/hooks.json          |  40 +++
 .entire/.gitignore          |   5 +
 .entire/settings.json       |   8 +
 .obsidian/workspace.json    |  17 +-
 .opencode/plugins/entire.ts | 585 ++++++++++++++++++++++++++++++++++++++++++++
 5 files changed, 647 insertions(+), 8 deletions(-)
A  .cursor/hooks.json
A  .entire/.gitignore
A  .entire/settings.json
M  .obsidian/workspace.json
A  .opencode/plugins/entire.ts

Agent

▸ bash git add .cursor .entire .opencode && git commit -m "chore(agent): track Entir...

Input

$ git add .cursor .entire .opencode && git commit -m "chore(agent): track Entire session hooks"

Output

[main febd291] chore(agent): track Entire session hooks
 5 files changed, 647 insertions(+), 8 deletions(-)
 create mode 100644 .cursor/hooks.json
 create mode 100644 .entire/.gitignore
 create mode 100644 .entire/settings.json
 create mode 100644 .opencode/plugins/entire.ts

Agent

▸ bash git commit -m "chore(agent): track Entire session hooks and workspace state"

Input

$ git commit -m "chore(agent): track Entire session hooks and workspace state"

Output

On branch main
Your branch is ahead of 'origin/main' by 4 commits.
  (use "git push" to publish your local commits)

nothing to commit, working tree clean

The Lazy Payoff

I used Doxify on nextjs-dashboard and on Doxify's own README.

The nextjs-dashboard run returned 13 verified claims and 34 claims that need evidence. That sounds like a bad result. It is the useful part: the tool gave me a review queue instead of 34 confident sentences I would have had to fact-check from memory.

The README run produced a clean README with hidden provenance that CI can check. Scout turns a stack of release notes into the few breaking changes that touch my code, with file and line matches. And scholarship-mcp, the repo that started all this, now has something to compile: 20 commits and no README become a structured draft, a claim ledger, and an interview defense pack.

The design target is a sub-10-minute local compile on an 8 GB CPU laptop, because that is the machine I have. The model is small, the prompts are bounded, and the expensive trust work is deterministic. I would rather ship a 1B model plus a verifier that says "I cannot prove that" than a larger model that says everything confidently.

Slow and steady is the right pace for documentation, because the careful part is the part nobody wants to do by hand.

Prize Categories

Best Use of Gemma. Gemma is the writer inside a compiler: gemma3:1b locally by default, gemma4:31b on Ollama Cloud when the user opts in. The model drafts the narrative; deterministic checks decide what survives.

Best Use of Sentry Agent Tracing. Doxify records opt-in command transactions, pipeline stages, model spans, HTTP spans, token counts, and latency, while explicitly disabling prompt/output collection and redacting secrets and paths. The trace tree above is the shape; self-check --monitor-slug and the nightly workflow turn a health check into a Sentry cron monitor.

Best Use of SerpApi. Scout falls back to SerpApi when GitHub does not have release notes, pulls the page text, and still requires the model's breaking-change quote to exist in that text. --notes FILE keeps the offline path available.

Best Use of GitHub Copilot. The category includes automating your project with GitHub Actions. The whole contribution path is automated: every push and pull request runs lint, 74 tests, a build, and the Doxify evidence gate. A Copilot-authored PR gets the same check as mine. The agent can propose; CI verifies.

Best Use of Entire. I integrated Entire into Doxify's Git workflow to preserve the context behind AI-generated code. By linking agent sessions, prompts, and file changes to commits, Entire makes it easier to trace how implementation decisions were made, revisit previous work, and understand not just what changed, but why.

#devchallenge #hf26challenge #hacktoberfest #opensource #ai #gemma #ollama #sentry #serpapi #githubactions #copilot #entire #portfolio #career #sloth

Context Into the useContext React Hook

Ekomjah Denis — Thu, 22 Oct 2026 11:40:01 +0000

Every React codebase I have ever worked in has the same slow disease. It starts
harmless: a component needs some data, so its parent passes it down. That parent
needs it too, so it asks its parent. Three levels later, the component that
actually uses the value is four props away from the component that owns it, and
somebody in the middle is passing props it does not care about.

Nobody calls this a problem, because it compiles. It passes review. It ships.
Then a new requirement arrives, the prop needs to be renamed, and you open the
file and find eleven levels of drilling.

This note is about the escape hatch React gives you for exactly this, and the
parts of it that are genuinely non-obvious.

The shape of the problem

Consider a cart. The data lives in one place. Three components deep, a button
needs it.

function App() {
  const cart = useCart(); // owns the state

  return <Layout cart={cart} />;
}

function Layout({ cart }) {
  // `cart` is passed along purely so a grandchild can use it
  return <Sidebar cart={cart} />;
}

function Sidebar({ cart }) {
  return <CartButton cart={cart} />;
}

function CartButton({ cart }) {
  return <button>{cart.length} items</button>;
}

Layout and Sidebar do not use cart. They are couriers. And this is the
part that should bother you more than the verbosity: couriers are a coupling.
The moment Sidebar needs its own state, it needs its own props, and the
signature of Sidebar now says something about App's internals. Every
intermediate component has been made aware of a tree it does not own.

What context actually is

Context is a way to put a value on the tree and let any descendant read it
directly, skipping every level in between.

import { createContext, useContext } from "react";

const CartContext = createContext(null);

function CartProvider({ children }) {
  const [items, setItems] = useState([]);

  // The value is recomputed on every render, but only the
  // consumers below are notified when it changes.
  const value = useMemo(
    () => ({ items, add: (item) => setItems((s) => [...s, item]) }),
    [items],
  );

  return <CartContext.Provider value={value}>{children}</CartContext.Provider>;
}

And the consumer becomes trivial:

function CartButton() {
  const { items } = useContext(CartContext);
  return <button>{items.length} items</button>;
}

Layout and Sidebar no longer appear in this story at all. That is the entire
point — not fewer characters, fewer components that have to know.

The mistakes that make people avoid the hook

The hook is described as "rarely used", and I think the reason is that most
tutorials teach the API without teaching the failure modes. Here are the four I
see repeatedly.

1. Building a new object on every render

This is the big one, and it does not just waste cycles — it makes context feel
slow enough that people conclude context is slow.

// Do not do this.
<CartContext.Provider value={{ items, add }}>

That object is new on every single render, so every consumer re-renders on every
render of the provider, no matter what. If you have a list of a thousand rows
reading context, you will notice, and you will blame context.

Memoize it, as above. Or memoize inside the hook that owns the state:

function useCart() {
  const [items, setItems] = useState([]);

  return useMemo(
    () => ({ items, add: (item) => setItems((s) => [...s, item]) }),
    [items],
  );
}

Now the provider passes a stable reference and consumers only wake up when
items genuinely changes.

2. Forgetting the default value

createContext(null) means a component used outside the provider reads null,
and the crash surfaces three files away from the mistake:

// Inside CartButton, outside any CartProvider:
const { items } = useContext(CartContext);
items.length; // TypeError: Cannot read properties of null

Give it a real default, and the failure becomes a type error at the point of
misuse:

const CartContext = createContext({
  items: [],
  add: () => {
    throw new Error("useCart must be used inside a CartProvider");
  },
});

The throwing default is the important trick. It turns a silent null
dereference into a message that names the actual problem.

3. Putting everything in one context

Context is not free. Every consumer of a context re-renders when its value
changes — that is the contract. So if you put your entire app state in one
object, changing a toast timer re-renders the navbar.

Split by update frequency, not by feature:

<AuthContext.Provider value={auth}>       {/* changes rarely */}
  <CartContext.Provider value={cart}>     {/* changes on click */}
    <ToastContext.Provider value={toast}> {/* changes every second */}
      {children}

Now a ticking toast cannot re-render your cart, because they are separate
contexts with separate subscriptions.

4. Reaching for context as an optimisation

Context has a real cost: an extra subscription, a re-render on identity change.
For genuinely hot values — a pointer position, an animation frame, a value that
changes 60 times a second — props are cheaper and more explicit, because you can
pass exactly what is needed to exactly the component that needs it.

Use context when the value is genuinely tree-wide. Use props when it is one
branch.

Custom hooks: the part worth copying

Writing useContext(CartContext) in twenty components means the provider shape
is coupled to twenty call sites. A custom hook hides it behind one name, and
gives you a place to put the awkward bits.

import { createContext, useContext } from "react";

const CartContext = createContext(null);

export function useCart() {
  const ctx = useContext(CartContext);

  if (ctx === null) {
    throw new Error("useCart must be used within a CartProvider");
  }

  return ctx;
}

export function CartProvider({ children, initialItems = [] }) {
  // ...provider implementation
}

Now the failure mode is a clear stack trace:

Error: useCart must be used within a CartProvider
    at useCart (app/context/CartContext.js:14:9)
    at CartButton (app/components/CartButton.js:8:20)

Compare that to Cannot read properties of null (reading 'length'). One tells
you what to fix, the other tells you where you crashed.

The initialItems prop is worth noting too: letting the provider accept its
initial state means tests and stories can mount a provider with known data,
instead of rendering through the entire default flow just to get to the state
they want.

Composition: the part that is genuinely elegant

The strongest argument for context is not prop reduction — it is that it
removes a layer. Compare a provider that wraps and a provider that injects.

// Wrapping: the provider knows about your layout.
<AuthProvider>
  <AppShell />
</AuthProvider>

// Injecting: the provider decides where its consumer goes.
function ThemeProvider({ children }) {
  return <ThemeContext.Provider value={theme}>{children}</ThemeContext.Provider>;
}

function App() {
  return (
    <ThemeProvider>
      <Page />
      <ThemeToggle /> {/* injected here, not at the root */}
    </ThemeProvider>
  );
}

With a wrapper you are choosing the structure of the tree, and you have to get
it right at the top. With injection you are choosing where a capability becomes
available, and you colocate the consumer next to the thing that needs it.

The ThemeProvider in this very site is exactly this pattern. It wraps nothing
structural. It only makes useTheme() work, and the toggle sits wherever the
design wanted it.

When to reach for it

Situation	Reach for
Value used by one branch of the tree	Props
Value needed across unrelated branches	Context
Value changes many times per second	Props or a ref-based store
Library-level state (theme, i18n, auth)	Context
Frequent, independent updates (cart, toast)	Separate contexts per concern

Context is not the answer to state management. It is the answer to one specific
question: how does a value reach a component that is far away without every
component in between having to know it exists?

Closing

This hook isn't so hard to use, is it?

Three habits cover almost all of it: memoize the value, give it a default that
fails loudly, and split contexts by update frequency. Write the custom hook so
the provider's shape appears in exactly one file.

That is roughly the twelve hours of drilling you do not have to spend.

Thanks a lot for reading!!!

DEV Community: Ekomjah Denis

I brought Google Reader and Yahoo Pipes Back From the Dead with AI at its core!

What I Built

Demo

Code

How I Built It

What Broke

Why Does Open Innovation Matter?

The Spirit of It

Prize Categories

A 1B Gemma wrote 47 claims about a repo. My verifier let 13 through.

What I Built

README

Scout

Case study

Demo

Code

How I Built It

The compile loop

The verifier

README provenance

Scout's exact-quote rule

SerpApi

Sentry Agent Tracing

GitHub Actions

What broke along the way

What I would do next

Why Does Open Innovation Matter?

My Agent Session

Decisions

1. Make the client provider-aware

2. Wire up the CLI

3. Record provenance in artifacts

4. Tests

5. Documentation and privacy messaging

Acceptance criteria

Out of scope

Objective

Important Details

Work State

Completed

Active

Blocked

Next Move

Relevant Files

Plan: doxify verify GitHub Action + self-auditing README

Decisions

1. Add artifact auditing

2. Extend the CLI

3. Make the root README self-auditing

4. Add self-audit evidence

5. Add the composite action

6. Add CI coverage

7. Tests

Verification

expected exit 0

expected exit 1

Notes / risks

What I Built

Demo

Code

How I Built It

Why Does Open Innovation Matter?

My Agent Session

The Lazy Payoff

Prize Categories

Objective

Important Details

Work State

Completed

Active

Blocked

Objective

Important Details

Work State

Completed

Active

Blocked

Next Move

Objective

Plan: `doxify verify` GitHub Action + self-auditing README