DEV Community: Rahul

API.TS

Rahul — Thu, 20 Aug 2026 19:25:05 +0000

export const SAMPLE_SOURCE = `CREATE OR REPLACE PROCEDURE process_order (
  p_order_id IN NUMBER,
  p_status OUT VARCHAR2
) AS
  v_customer_id orders.customer_id%TYPE;
  v_total orders.total_amount%TYPE;
BEGIN
  SELECT customer_id, total_amount
    INTO v_customer_id, v_total
    FROM orders
   WHERE order_id = p_order_id
     FOR UPDATE;

  IF v_total <= 0 THEN
    p_status := 'REJECTED';
    RAISE_APPLICATION_ERROR(-20001, 'Invalid order total');
  END IF;

  UPDATE orders
     SET status = 'PROCESSED',
         processed_at = SYSTIMESTAMP
   WHERE order_id = p_order_id;

  INSERT INTO order_audit (order_id, event_type, created_at)
  VALUES (p_order_id, 'PROCESSED', SYSTIMESTAMP);

  COMMIT;
  p_status := 'SUCCESS';
EXCEPTION
  WHEN NO_DATA_FOUND THEN
    ROLLBACK;
    p_status := 'NOT_FOUND';
  WHEN OTHERS THEN
    ROLLBACK;
    p_status := 'FAILED';
    RAISE;
END process_order;
/`;

export const WORKFLOW_STAGES = [
  "source_intake",
  "parser_and_chunking",
  "deterministic_metadata_extractor",
  "metadata_reviewer_agent",
  "exact_retrieval",
  "semantic_retrieval",
  "retrieval_fusion_and_ranking",
  "procedure_context_generator_agent",
  "procedure_analysis_agent",
  "auditor_agent",
  "revision",
  "package_context_generator_agent",
  "table_knowledge_agent",
  "package_merge_agent",
  "persistence",
  "completed",
] as const;

toml

Rahul — Tue, 18 Aug 2026 18:48:09 +0000

[build-system]
requires = ["hatchling>=1.25"]
build-backend = "hatchling.build"

[project]
name = "plsql-insight-backend"
version = "0.1.0"
description = "Evidence-grounded PL/SQL reverse engineering service"
readme = "../README.md"
requires-python = ">=3.12"
dependencies = [
  "fastapi>=0.115,<1",
  "uvicorn[standard]>=0.34,<1",
  "pydantic>=2.10,<3",
  "pydantic-settings>=2.7,<3",
  "sqlalchemy>=2.0,<3",
  "httpx>=0.28,<1",
  "tenacity>=9,<10",
  "python-multipart>=0.0.20,<1",
  "langgraph>=0.4,<1",
  "chromadb>=1.0,<2",
  "oracledb>=3.0,<4",
  "python-docx>=1.1,<2",
  "pypdf>=5,<7",
]

[project.optional-dependencies]
dev = [
  "pytest>=8.3,<9",
  "pytest-asyncio>=0.25,<1",
  "pytest-cov>=6,<7",
  "mypy>=1.15,<2",
  "ruff>=0.11,<1",
]

[tool.hatch.build.targets.wheel]
packages = ["app"]

[tool.pytest.ini_options]
testpaths = ["tests"]
addopts = "-q --disable-warnings"
asyncio_mode = "auto"

[tool.ruff]
target-version = "py312"
line-length = 100

[tool.ruff.lint]
select = ["E", "F", "I", "B", "UP", "SIM"]
ignore = ["E501"]

[tool.ruff.lint.per-file-ignores]
"tests/conftest.py" = ["E402"]
"../frontend/app.py" = ["E402"]
"../scripts/*.py" = ["E402"]

[tool.mypy]
python_version = "3.12"
plugins = ["pydantic.mypy"]
warn_unused_ignores = true
check_untyped_defs = true
no_implicit_optional = true

docs

Rahul — Tue, 18 Aug 2026 05:04:13 +0000

metadata extraction.md

Metadata extraction

The parser first masks single-line comments, block comments, string literals, and quoted identifiers while preserving every character position and newline. Token positions therefore map back to exact original lines.

Subprogram discovery tracks signatures, parameter parentheses, IS/AS, nested local subprograms, outer BEGIN, and block stacks for BEGIN/END, IF/END IF, LOOP/END LOOP, and CASE/END CASE. Package specs, bodies, overload keys, parent subprograms, visibility, return types, and initialization blocks are recorded.

When a body cannot be balanced, bounded character chunks with line-safe boundaries and overlap preserve all source. These are marked FALLBACK_CHUNK, include warnings, and reduce confidence.

The extractor identifies parameter modes/defaults, function returns, SELECT/INSERT/UPDATE/DELETE/MERGE targets, aliases, database links, selected/filter/join/insert/update/group/order columns, calls, cursors, standard and named exceptions, raises, transactions, constants, status/process values, important conditions, dynamic SQL, sequences, and enterprise package use. Regex is used for focused patterns after lexical masking; it is not the package splitter.

Evidence contains current-source line numbers and short excerpts. Deterministic facts win any conflict with model output.

architecture.md

Architecture

PLSQL Insight separates authoritative extraction from probabilistic enrichment. React is a stateless product client. FastAPI owns validation, jobs, workflow execution, repositories, and administration. A typed LangGraph graph makes every stage and transition observable.

flowchart TD
    Intake[Source intake] --> Parser[Lexical state-machine parser]
    Parser --> Facts[Deterministic metadata extractor]
    Facts --> Exact[Exact structured retrieval]
    Facts --> Semantic[Chroma semantic retrieval]
    Exact --> Fusion[Priority fusion and context budget]
    Semantic --> Fusion
    Fusion --> Context[Procedure context generator]
    Context --> Analysis[Procedure analysis]
    Analysis --> Audit[Independent auditor]
    Audit -->|NEEDS_REVISION and below cap| Revision[Revision]
    Revision --> Audit
    Audit -->|PASS or cap reached| Package[Package context, table knowledge, merge]
    Package --> Persistence[Validated deterministic persistence]

The database interface bundle selects SQLite or Oracle once at startup. The UI,
workflow, domain schemas, retrieval service, and agents do not branch on the
backend. Analyst runs use bounded in-process transient storage and cannot write
the structured repository or Chroma. Admin runs and ingestion may persist
validated data. Chroma contains only rebuildable vectors and scalar metadata;
SQLite or Oracle contains durable versions, facts, contexts, reviews, feedback,
runs, ingestion state, and graph edges.

LLM agents cannot access repositories. They receive bounded prompt data and return Pydantic-validated structures. Python attaches authoritative parameters, table operations, calls, cursors, transactions, exceptions, evidence, and claim types.

Background work uses a bounded executor. Analysis runs store stage events, final status, errors, and cancellation state. Bulk ingestion uses hashes, versions, skips, resume cursors, partial failures, and per-object errors.

Admin authentication is intentionally outside the LLM workflow. FastAPI checks
the configured ADMIN_API_KEY before privileged endpoints; this adds no model
request, token use, retrieval work, or agent stage. OLLAMA_API_KEY is a
separate outbound credential for the model gateway.

oracle deployment.md

Oracle deployment

Use DEV, SIT, UAT, or another approved lower environment. Create a dedicated metadata schema, apply scripts/create_oracle_tables.sql, and grant it only the DML needed on its own AI_* tables. The source-reading account needs select access to approved dictionary views and owners. It does not need EXECUTE, compilation, source-object DML, schema DDL, or production access.

Set METADATA_DB_BACKEND=oracle, ORACLE_ENABLED=true, ORACLE_AI_SCHEMA, DSN, secret-managed credentials, and a narrow ORACLE_ALLOWED_OWNERS list. All dictionary queries bind owner, name, and type. Owner identifiers are validated against the allowlist; the metadata schema is validated as an unquoted identifier.

Configure ADMIN_API_KEY with a long random value from the approved secret
store and keep ADMIN_AUTH_HEADER=X-Admin-Key. The React user enters this value
through Admin access when durable actions are needed. Never put the value in
the frontend .env.local; VITE_ADMIN_AUTH_HEADER contains only the
matching header name. Use HTTPS between the browser and FastAPI.

Analysts can submit source and read the returned analysis, but their runs are
transient and cannot write Oracle metadata or Chroma. Admin mode is required
for Oracle ingestion, supporting knowledge, context publication and review,
feedback, and maintenance.

Bulk ingestion discovers allowed objects, fetches ALL_SOURCE in line order, hashes source, skips unchanged objects, versions changes, parses/extracts facts, analyzes procedures, generates package/table contexts, refreshes vectors, and records progress/errors. Retry uses saved state; begin with one object. Bulk ingestion is an Admin-only action.

Point Ollama/model variables to organisation-hosted approved names. If the embedding model changes, run scripts/migrate_embedding_model.py <model> so incompatible vector dimensions never coexist.

The application admin password and Ollama gateway key are unrelated.
ADMIN_API_KEY is checked locally by FastAPI and causes no LLM call;
OLLAMA_API_KEY is used by FastAPI only when it connects to the organisation
model gateway.

Chroma can remain path-backed with CHROMA_MODE=persistent, or connect to an approved server with CHROMA_MODE=http and the CHROMA_HOST, CHROMA_PORT, CHROMA_SSL, CHROMA_TENANT, and CHROMA_DATABASE settings. No application code changes are required.

The production safety gate intentionally rejects APP_ENVIRONMENT=production while BLOCK_PRODUCTION=true unless the explicit approved override is provided. Production is outside the default threat and deployment model.

localsetup.md

Local setup

Use Python 3.12+, Ollama, and enough disk for models and Chroma. Run the PowerShell commands in the README or scripts/dev.ps1 install, scripts/dev.ps1 init, then pull the three models.

Start FastAPI and the React frontend in separate terminals, or use scripts/start.ps1. Confirm /api/health, /api/system/status, and the React System Status page. Analyze sample_data/small_procedure.sql, then the 2,248-line sample. Seed deterministic facts without invoking models using scripts/seed_demo_data.py.

SQLite is stored at data/plsql_ai.db; Chroma is stored under data/chroma. Both paths are configurable. Delete neither while services are running. Use the rebuild script to recreate every vector collection from structured storage. For an approved Chroma server, set CHROMA_MODE=http plus CHROMA_HOST, CHROMA_PORT, CHROMA_SSL, tenant, and database settings.

If Ollama is offline, API and UI startup still work and show the outage. Live analysis fails clearly at the first configured model check. Tests remain runnable because their LLM dependency is explicit and mocked.

Local Ollama is optional. To use an office-hosted endpoint instead, configure
OLLAMA_BASE_URL and load OLLAMA_API_KEY from the approved secret store. The
default sends it as a bearer token; OLLAMA_AUTH_HEADER and
OLLAMA_AUTH_SCHEME support gateways that require a different API-key header.

For local UI testing, set a strong ADMIN_API_KEY in the ignored .env file
and keep ADMIN_AUTH_HEADER=X-Admin-Key. Open the React application in Analyst
mode for normal analysis. Use Admin access only to test data ingestion,
knowledge review, persistence, feedback, or maintenance. The admin password
check is a local backend comparison: it does not call Ollama or consume model
tokens.

Do not place the password in .env.local. That file contains only the public
API URL and the non-secret header name:

VITE_API_URL=http://127.0.0.1:8000
VITE_ADMIN_AUTH_HEADER=X-Admin-Key

Analyst submissions are transient and do not write to SQLite, Oracle, or
Chroma. Admin mode is the only mode that enables durable application writes.

agent workflow.md

Agent workflow

The compiled LangGraph contains these named nodes: source intake; parser and chunking; deterministic metadata extractor; metadata reviewer; exact retrieval; semantic retrieval; retrieval fusion and ranking; procedure context generator; procedure analysis; auditor; revision; package context generator; table knowledge; package merge; and persistence.

State is a typed dictionary containing immutable source, parsed chunks, authoritative metadata, version identifiers, retrieval items, generated contexts, procedure analyses, audit results, revision count, table knowledge, and final package output.

The metadata reviewer may only suggest omissions or ambiguity. Suggestions are stored in workflow state and never overwrite facts. Each procedure receives its exact source range, facts, parent package metadata, and ranked support. The auditor independently compares output with those inputs. MAX_AUDIT_REVISIONS bounds the loop. Results that still need revision at the cap retain warnings and reduced confidence.

Package generation occurs after all procedure audits. The final merge synthesizes entry points, end-to-end flow, relationships, shared state, consolidated table use, risks, and unknowns. It is not a concatenation.

Workflow tests inject an interface-compatible deterministic LLM double. Runtime construction always uses the real Ollama client.

vite.config.ts

Rahul — Tue, 18 Aug 2026 05:02:14 +0000

import react from "@vitejs/plugin-react";
import { defineConfig } from "vite";

export default defineConfig({
  plugins: [react()],
  server: {
    host: "127.0.0.1",
    port: 3000,
  },
  preview: {
    host: "127.0.0.1",
    port: 3000,
  },
});






ts.config.json


{
  "compilerOptions": {
    "target": "ES2017",
    "lib": ["dom", "dom.iterable", "esnext"],
    "allowJs": true,
    "skipLibCheck": true,
    "strict": true,
    "noEmit": true,
    "esModuleInterop": true,
    "module": "esnext",
    "moduleResolution": "bundler",
    "resolveJsonModule": true,
    "isolatedModules": true,
    "jsx": "react-jsx",
    "types": ["vite/client"],
    "incremental": true,
    "paths": {
      "@/*": ["./*"]
    }
  },
  "include": [
    "**/*.ts",
    "**/*.tsx",
    "**/*.mts",
    "vite.config.ts"
  ],
  "exclude": ["node_modules"]
}








postcss.config.mjs


const config = {
  plugins: {
    "@tailwindcss/postcss": {},
  },
};

export default config;





eslint.config,mjs


import { defineConfig, globalIgnores } from "eslint/config";

const eslintConfig = defineConfig([
  globalIgnores([
    "build/**",
    ".venv/**",
    ".runtime/**",
    "backend/.mypy-*/**",
    "backend/.pytest-*/**",
    "backend/.pytest_cache/**",
    "backend/.ruff_cache/**",
  ]),
]);

export default eslintConfig;

package.json

Rahul — Tue, 18 Aug 2026 04:59:48 +0000

{
  "name": "plsql-insight-react",
  "version": "1.0.0",
  "private": true,
  "engines": {
    "node": ">=22.13.0"
  },
  "scripts": {
    "dev": "vite",
    "build": "vite build",
    "start": "vite preview",
    "test": "npm run build && node --test tests/rendered-html.test.mjs",
    "lint": "eslint . --ignore-pattern dist",
    "typecheck": "tsc --noEmit"
  },
  "dependencies": {
    "@codemirror/lang-sql": "^6.10.0",
    "@types/dagre": "^0.7.54",
    "@uiw/react-codemirror": "^4.25.11",
    "@xyflow/react": "^12.11.2",
    "dagre": "^0.8.5",
    "lodash": "4.17.21",
    "lucide-react": "^1.25.0",
    "react": "19.2.6",
    "react-dom": "19.2.6"
  },
  "devDependencies": {
    "@rolldown/binding-win32-x64-msvc": "^1.2.0",
    "@tailwindcss/postcss": "4.2.1",
    "@types/node": "22.19.19",
    "@types/react": "19.2.14",
    "@types/react-dom": "19.2.3",
    "@vitejs/plugin-react": "6.0.2",
    "eslint": "9.39.4",
    "tailwindcss": "4.2.1",
    "typescript": "5.9.3",
    "vite": "8.0.13"
  },
  "type": "module"
}







package-lock.json

{
  "name": "plsql-insight-react",
  "version": "1.0.0",
  "lockfileVersion": 3,
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        "dagre": "^0.8.5",
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        "@types/react-dom": "19.2.3",
        "@vitejs/plugin-react": "6.0.2",
        "eslint": "9.39.4",
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        "url": "https://github.com/sponsors/sindresorhus"
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public

Rahul — Tue, 18 Aug 2026 04:58:45 +0000

favicon.svg


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file.svg

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.env.local.example

Rahul — Tue, 18 Aug 2026 04:57:07 +0000

VITE_API_URL=http://127.0.0.1:8000
# Header name only. Never place the ADMIN_API_KEY password in this frontend file.
VITE_ADMIN_AUTH_HEADER=X-Admin-Key

.env.example

Rahul — Tue, 18 Aug 2026 04:56:33 +0000

APP_NAME=PLSQL Insight
APP_ENVIRONMENT=local
APP_MODE=local
APP_HOST=127.0.0.1
APP_PORT=8000
FRONTEND_HOST=127.0.0.1
FRONTEND_PORT=3000
CORS_ALLOWED_ORIGINS=http://127.0.0.1:3000,http://localhost:3000
LOG_LEVEL=INFO
LOG_SOURCE_CODE=false

# Backend admin password. This is checked locally and never invokes the LLM.
# Administrators can persist knowledge, ingest Oracle metadata, review context,
# submit supporting documents, and run maintenance actions. Analysts remain
# transient. Use a long random secret; do not reuse OLLAMA_API_KEY. Leave blank
# to disable admin access until an approved secret is provisioned.
ADMIN_API_KEY=
ADMIN_AUTH_HEADER=X-Admin-Key

METADATA_DB_BACKEND=sqlite
SQLITE_DATABASE_PATH=./data/plsql_ai.db

ORACLE_ENABLED=false
ORACLE_USER=plsql_ai
ORACLE_PASSWORD=change_me_before_enabling_oracle
ORACLE_DSN=localhost:1521/FREEPDB1
ORACLE_AI_SCHEMA=PLSQL_AI
ORACLE_ALLOWED_OWNERS=PLSQL_AI
ORACLE_POOL_MIN=1
ORACLE_POOL_MAX=5
ORACLE_POOL_INCREMENT=1
BLOCK_PRODUCTION=true
ALLOW_PRODUCTION_OVERRIDE=false

CHROMA_MODE=persistent
CHROMA_PATH=./data/chroma
CHROMA_TENANT=default_tenant
CHROMA_DATABASE=default_database
CHROMA_HOST=127.0.0.1
CHROMA_PORT=8000
CHROMA_SSL=false

LLM_PROVIDER=ollama
OLLAMA_BASE_URL=http://localhost:11434
# Separate from ADMIN_API_KEY. Leave blank for local Ollama. For an
# authenticated office gateway, load the value from your approved secret store
# instead of committing it to this file.
OLLAMA_API_KEY=
OLLAMA_AUTH_HEADER=Authorization
OLLAMA_AUTH_SCHEME=Bearer
OLLAMA_TIMEOUT_SECONDS=300
OLLAMA_MAX_RETRIES=2

MODEL_METADATA_REVIEW=qwen2.5-coder:7b
MODEL_PROCEDURE_CONTEXT=qwen2.5-coder:7b
MODEL_PROCEDURE_ANALYSIS=qwen2.5-coder:7b
MODEL_TABLE_CONTEXT=qwen2.5-coder:7b
MODEL_PACKAGE_CONTEXT=deepseek-r1:7b
MODEL_AUDITOR=deepseek-r1:7b
MODEL_FINAL_MERGE=deepseek-r1:7b

EMBEDDING_PROVIDER=ollama
EMBEDDING_MODEL=nomic-embed-text

LLM_TEMPERATURE=0.1
LLM_TOP_P=0.9
LLM_NUM_CTX=32768
LLM_MAX_OUTPUT_TOKENS=8192

MAX_UPLOAD_MB=20
MAX_SOURCE_LINES=50000
MAX_CHUNK_CHARS=18000
CHUNK_OVERLAP_CHARS=800
MAX_RETRIEVAL_CONTEXT_CHARS=30000
RETRIEVAL_TOP_K=8
RETRIEVAL_MIN_SIMILARITY=0.55
MAX_AUDIT_REVISIONS=2
ANALYSIS_CONCURRENCY=2

SAVE_GENERATED_CONTEXT=true
INDEX_AI_GENERATED_CONTEXT=true
INDEX_RAW_CODE_CHUNKS=true
INDEX_THUMBS_DOWN=false

Readme

Rahul — Tue, 18 Aug 2026 04:51:45 +0000

PLSQL Insight React

PLSQL Insight is a private, evidence-grounded application for understanding Oracle PL/SQL. This repository is the React edition: a modern React 19 interface over the existing FastAPI, LangGraph, Ollama, Oracle, Chroma, parser, retrieval, and auditing implementation.

It accepts pasted source, uploaded .sql/.pkb/.pks/.txt files, approved lower-environment Oracle objects, optional supporting documents, and bulk Oracle ingestion. Submitted PL/SQL is never compiled or executed.

This project does not use Streamlit, Spring, Docker, or a frontend database.

Architecture

flowchart LR
    UI[React 19 + TypeScript] --> API[FastAPI]
    API --> G[Typed LangGraph workflow]
    G --> P[Lexical parser + deterministic facts]
    G --> R[Exact + Chroma semantic retrieval]
    G --> Q[Qwen analysis agents]
    G --> D[DeepSeek audit + merge]
    P --> M[(Oracle metadata schema or optional local SQLite)]
    R --> M
    R --> C[(Persistent Chroma)]
    Q --> O[Ollama / internal model endpoint]
    D --> O

The React application is stateless. Analyst submissions and results remain
transient. Durable knowledge, reviews, feedback, Oracle ingestion, and
dependency edges remain behind repository interfaces in the backend and are
available only in Admin mode.

Personal development may use the existing optional SQLite repository adapter.
Office deployment should use the dedicated Oracle AI metadata schema.
Switching repository, Oracle, Chroma, or model endpoints is configuration-only.

Product experience

Premium responsive application shell and command palette
PL/SQL-aware editor with line numbers, folding, highlighting, and bracket matching
Paste, upload, sample, and allowlisted Oracle input modes
Live stage-level agent workflow telemetry and cancellation
Evidence-rich result views for workflow, subprograms, data operations, dependencies, warnings, and raw metadata
Human approval/rejection workflow for generated knowledge
Table intelligence and Oracle object catalogue
Interactive React Flow dependency graph with automatic layout, minimap, zoom controls, relationship labels, and type-specific nodes
Runtime health, installed Ollama models, model routing, and processing-location visibility
Keyboard focus states, reduced-motion support, and responsive layouts

Analyst and Admin modes

The application has two deliberately simple access modes:

Mode	Intended use	Persistent writes
Analyst	Paste or upload PL/SQL and receive its summary, workflow, dependencies, warnings, and other analysis details	None
Admin	Ingest approved Oracle objects, add supporting knowledge, publish generated context for review, approve or reject context, submit feedback, and run maintenance	Yes, to the configured metadata store and Chroma

Everyone starts in Analyst mode. Choose Admin access in the React header and
enter the admin password only when an administrative action is required. The
browser keeps that password in memory for the current page session; it is not
stored in browser storage.

The environment variable is named ADMIN_API_KEY, but its value is simply the
application's backend admin password. FastAPI compares it locally before
allowing a protected endpoint. This comparison does not call Ollama, add prompt
tokens, or change the analysis workflow, so it adds no meaningful LLM or
processing load.

ADMIN_API_KEY and OLLAMA_API_KEY are separate:

ADMIN_API_KEY controls who may change application data.
OLLAMA_API_KEY lets FastAPI authenticate to an office-hosted Ollama gateway.

Repository layout

plsql-insight-react/
├── app/                     React application, components, styles, and API client
├── backend/
│   ├── app/                 FastAPI, agents, workflow, parser, retrieval, repositories
│   └── tests/               parser, metadata, storage, workflow, API, and security tests
├── scripts/                 setup, start/stop, ingestion, Chroma, and Oracle DDL
├── sample_data/             synthetic PL/SQL including a 2,000+ line package
├── docs/                    architecture, security, retrieval, and deployment guidance
├── .env.example             backend configuration
├── .env.local.example       React API endpoint configuration
├── package.json             React build and quality commands
└── Makefile

Requirements

Python 3.12 or newer
Node.js 22.13 or newer
Ollama locally or a reachable organisation-hosted Ollama endpoint
Oracle Client libraries only when your Oracle configuration requires thick mode

Local installation on Windows

cd "C:\path\to\plsql-insight-react"

python -m venv .venv
.\.venv\Scripts\python.exe -m pip install --upgrade pip
.\.venv\Scripts\python.exe -m pip install -e ".\backend[dev]"

npm ci

Copy-Item .env.example .env
Copy-Item .env.local.example .env.local
.\.venv\Scripts\python.exe .\scripts\init_local.py

The initializer never overwrites an existing .env.

Convenience equivalent:

.\scripts\dev.ps1 install
.\scripts\dev.ps1 init

Ollama models

ollama pull qwen2.5-coder:7b
ollama pull deepseek-r1:7b
ollama pull nomic-embed-text
ollama list

Default model routing:

Responsibility	Model
Metadata review	`qwen2.5-coder:7b`
Procedure context	`qwen2.5-coder:7b`
Procedure analysis	`qwen2.5-coder:7b`
Table context	`qwen2.5-coder:7b`
Package context	`deepseek-r1:7b`
Independent auditor	`deepseek-r1:7b`
Final merge	`deepseek-r1:7b`
Embeddings	`nomic-embed-text`

Configured model names must exist on the target Ollama server. The backend does not silently substitute unrelated models.

Start locally

Start both services in the background:

.\scripts\start.ps1

Then open:

React application: http://127.0.0.1:3000
API documentation: http://127.0.0.1:8000/docs

Stop the application:

.\scripts\stop.ps1

Or run in separate terminals:

# Terminal 1
cd backend
..\.venv\Scripts\python.exe -m uvicorn app.main:app --host 127.0.0.1 --port 8000 --reload

# Terminal 2, from repository root
npm run dev

Office-device setup

Copy this entire folder to the office device. No source-code changes are required.

Install Python 3.12+ and Node.js 22.13+.
Create the Python environment and run npm ci using the installation commands above.
Copy .env.example to .env.
Copy .env.local.example to .env.local.
Configure the dedicated Oracle metadata schema:

APP_ENVIRONMENT=uat
APP_MODE=oracle
METADATA_DB_BACKEND=oracle
ORACLE_ENABLED=true
ORACLE_USER=plsql_ai
ORACLE_PASSWORD=<load-from-approved-secret-store>
ORACLE_DSN=approved-host:1521/APPDEV
ORACLE_AI_SCHEMA=PLSQL_AI
ORACLE_ALLOWED_OWNERS=APP_OWNER,REFERENCE_OWNER

Set a strong application admin password:

ADMIN_API_KEY=<load-a-long-random-password-from-the-approved-secret-store>
ADMIN_AUTH_HEADER=X-Admin-Key

Do not reuse the Oracle or Ollama credential. Keep this value only in the
server-side .env or approved secret store; never put it in .env.local or
commit it. Staff enter the same value into the React Admin access dialog
when they need administrative functions. Serve the office application over
HTTPS so the credential is encrypted in transit.

Point the backend at the organisation Ollama server:

OLLAMA_BASE_URL=https://ollama-server.internal
OLLAMA_API_KEY=<load-from-approved-secret-store>
OLLAMA_AUTH_HEADER=Authorization
OLLAMA_AUTH_SCHEME=Bearer
MODEL_METADATA_REVIEW=qwen2.5-coder:7b
MODEL_PROCEDURE_CONTEXT=qwen2.5-coder:7b
MODEL_PROCEDURE_ANALYSIS=qwen2.5-coder:7b
MODEL_TABLE_CONTEXT=qwen2.5-coder:7b
MODEL_PACKAGE_CONTEXT=deepseek-r1:7b
MODEL_AUDITOR=deepseek-r1:7b
MODEL_FINAL_MERGE=deepseek-r1:7b
EMBEDDING_MODEL=nomic-embed-text

The API key is read only by FastAPI and is never sent to the React browser. If
your office gateway expects X-API-Key: <key> instead, set
OLLAMA_AUTH_HEADER=X-API-Key and leave OLLAMA_AUTH_SCHEME= empty. The same
credential is applied to model discovery, structured generation, and
embeddings.

Configure persistent Chroma. For a shared approved Chroma service:

CHROMA_MODE=http
CHROMA_HOST=chroma-server.internal
CHROMA_PORT=8000
CHROMA_SSL=true

Configure the UI/API origin. If both run on the same office device:

CORS_ALLOWED_ORIGINS=http://127.0.0.1:3000,http://localhost:3000

For a network URL, add that exact frontend origin and set .env.local:

VITE_API_URL=http://office-device-hostname:8000
VITE_ADMIN_AUTH_HEADER=X-Admin-Key

The frontend setting contains only the header name, not the password.

Run the Oracle DDL only in the dedicated AI metadata schema:

# Use your approved Oracle client:
# @scripts/create_oracle_tables.sql

Verify connections and start:

.\.venv\Scripts\python.exe .\scripts\verify_connections.py
.\scripts\start.ps1

The office configuration uses Oracle for structured metadata; SQLite is not required there.

Quality commands

# React
npm run typecheck
npm run lint
npm test

# Backend
cd backend
..\.venv\Scripts\python.exe -m ruff check app tests ..\scripts
..\.venv\Scripts\python.exe -m mypy app
..\.venv\Scripts\python.exe -m pytest

Security controls

Submitted source is parsed as text and never executed or compiled.
Oracle owners are allowlisted and SQL uses bind variables.
Source owners remain read-only; only the AI metadata schema is writable.
Analyst analysis is transient and cannot write to the metadata schema or Chroma.
Admin write endpoints require the server-verified admin password.
Production startup is blocked by default.
File types, size, encoding, line count, names, and NUL bytes are validated.
Logs redact credential-like values and source logging is disabled by default.
Potential secrets are detected before model calls.
Current source and deterministic facts outrank retrieved or generated context.
AI-generated knowledge is not human-approved automatically.
Rejected and thumbs-down content is excluded from promoted retrieval.
Chroma is a rebuildable semantic index, not the structured source of truth.

Important limitations

A quick UI preview can run with the backend offline, but analysis requires FastAPI and all configured services.
Live Oracle validation requires an approved DEV/SIT/UAT environment.
Fully dynamic SQL targets may remain unresolved when the object name is assembled entirely at runtime.
The shared admin password is intentionally a small internal-deployment control. Replace it with organisation SSO and per-user authorization before broad multi-user rollout.
Use HTTPS/TLS, central secrets, malware scanning, log forwarding, retention, and capacity controls for an office deployment.

See Oracle deployment, security, agent workflow, and retrieval for deeper operational guidance.

Claude is beating Open AI very soon with their fable model

Rahul — Tue, 11 Aug 2026 10:09:25 +0000

‹div cLassName="metadata-row">
"CONTEXT_TYPE",
"CONTEXT")}/span>
‹span›
Confidence(" "}
{Math. round (Number (Field(item, "CONFIDENCE", 0)) * 100)}%-</ span>
{field(item,
"MODEL_NAME",

"Unknown model")}/span›I

(reviewstatus === "AI_GENERATED" && (

cLassName="button small approve"
disabled= (busyId = id}
onclick-{() → void review(id, "approve")} {busyld === id? (
‹LoaderCircle cLassName="spin" size=(15) />
) : (
‹Check size-(15} />
385
380
)}