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    <item>
      <title>Not all MCP servers are equal — what 7/28 just made official</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Fri, 31 Jul 2026 06:34:03 +0000</pubDate>
      <link>https://dev.to/wolfejam/not-all-mcp-servers-are-equal-what-728-just-made-official-2f29</link>
      <guid>https://dev.to/wolfejam/not-all-mcp-servers-are-equal-what-728-just-made-official-2f29</guid>
      <description>&lt;p&gt;&lt;strong&gt;TL;DR&lt;/strong&gt; — &lt;strong&gt;7/28&lt;/strong&gt; (wire: &lt;strong&gt;&lt;code&gt;2026-07-28&lt;/code&gt;&lt;/strong&gt;) is the modern MCP release. The big deal is &lt;strong&gt;STATELESS&lt;/strong&gt;: no protocol session, request/response core, Discover, stamped lists, Streamable HTTP routing headers. A server can expose &lt;code&gt;health&lt;/code&gt; on three hosts and still be &lt;strong&gt;three different machines operationally&lt;/strong&gt;. This post is the GOOD → BETTER map, plus a &lt;strong&gt;runnable textbook&lt;/strong&gt; you can install in minutes.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;MCP lives under the &lt;a href="https://aaif.io" rel="noopener noreferrer"&gt;Agentic AI Foundation&lt;/a&gt; / Linux Foundation. Spec: &lt;a href="https://modelcontextprotocol.io/specification/2026-07-28" rel="noopener noreferrer"&gt;modelcontextprotocol.io/specification/2026-07-28&lt;/a&gt;. Claude-side rollout note: &lt;a href="https://claude.com/blog/bringing-mcp-2026-07-28-to-claude" rel="noopener noreferrer"&gt;Bringing MCP 2026-07-28 to Claude&lt;/a&gt; (2026-07-28). Ship note: &lt;a href="https://faf.one/blog/mcp-better" rel="noopener noreferrer"&gt;faf.one/blog/mcp-better&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Same name, different machine
&lt;/h2&gt;

&lt;p&gt;InterOp is not “does &lt;code&gt;tools/list&lt;/code&gt; return a string called &lt;code&gt;echo&lt;/code&gt;?”&lt;/p&gt;

&lt;p&gt;InterOp is: &lt;strong&gt;does this server behave like a 7/28 peer under a modern client?&lt;/strong&gt;&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Question&lt;/th&gt;
&lt;th&gt;Why it bites&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Does the client use &lt;strong&gt;Discover&lt;/strong&gt;, or only legacy &lt;code&gt;initialize&lt;/code&gt;?&lt;/td&gt;
&lt;td&gt;Handshake-as-identity is &lt;strong&gt;GOOD-era&lt;/strong&gt;. 7/28 is request/response + &lt;code&gt;server/discover&lt;/code&gt;.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Does &lt;code&gt;tools/list&lt;/code&gt; return &lt;strong&gt;&lt;code&gt;ttlMs&lt;/code&gt; + &lt;code&gt;cacheScope&lt;/code&gt;&lt;/strong&gt;?&lt;/td&gt;
&lt;td&gt;List cache is part of the modern contract — not optional polish for BETTER claims.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Is tool order &lt;strong&gt;stable&lt;/strong&gt;?&lt;/td&gt;
&lt;td&gt;Prompt-cache and client caching assume determinism.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;On HTTP: are &lt;strong&gt;&lt;code&gt;Mcp-Method&lt;/code&gt; / &lt;code&gt;Mcp-Name&lt;/code&gt;&lt;/strong&gt; present?&lt;/td&gt;
&lt;td&gt;Routing without body parse — required on Streamable HTTP POSTs.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Does the server invent &lt;strong&gt;session stickiness&lt;/strong&gt; as identity?&lt;/td&gt;
&lt;td&gt;Protocol sessions are gone. App state = explicit handles if anything.&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;If two servers both advertise &lt;code&gt;echo&lt;/code&gt; but only one answers those questions honestly, they are &lt;strong&gt;not&lt;/strong&gt; interchangeable. Host A “works.” Host B “flakes.” The tool name stayed the same. The &lt;strong&gt;operational surface&lt;/strong&gt; did not.&lt;/p&gt;




&lt;h2&gt;
  
  
  GOOD habits (pre-7/28 muscle memory)
&lt;/h2&gt;

&lt;p&gt;None of this is “you’re bad.” It was the world the old samples taught.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Habit&lt;/th&gt;
&lt;th&gt;What it looked like&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Session as identity&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Sticky &lt;code&gt;Mcp-Session-Id&lt;/code&gt;, “connected” means long-lived peer&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Handshake as the event&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;initialize&lt;/code&gt; / &lt;code&gt;initialized&lt;/code&gt; as the main lifecycle story&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Unstamped lists&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;tools/list&lt;/code&gt; works, but no cache hints — clients re-poll forever&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Host-lucky InterOp&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Works in one Desktop config; mystery failure in another&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Banner claims&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;README says “modern MCP”; wire is still 2024-shaped&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Call that &lt;strong&gt;GOOD&lt;/strong&gt;: real MCP, real tools, real value — with &lt;strong&gt;session-era operational assumptions&lt;/strong&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  BETTER after 7/28 (checklist you can audit)
&lt;/h2&gt;

&lt;p&gt;Humans say &lt;strong&gt;7/28&lt;/strong&gt;. Machines negotiate &lt;strong&gt;&lt;code&gt;2026-07-28&lt;/code&gt;&lt;/strong&gt;. The big deal is &lt;strong&gt;STATELESS&lt;/strong&gt;.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;BETTER check&lt;/th&gt;
&lt;th&gt;Spec-shaped meaning&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Stateless core&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;No protocol session; any request can hit any healthy instance (HTTP)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Discover&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Clients prefer Discover / Auto → 7/28; servers answer discover correctly&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Self-describing traffic&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Version + capabilities travel with the request (&lt;code&gt;_meta&lt;/code&gt; / headers)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Stamped lists&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Positive &lt;code&gt;ttlMs&lt;/code&gt;, intentional &lt;code&gt;cacheScope&lt;/code&gt; (&lt;code&gt;public&lt;/code&gt; for static catalogs)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Stable tool order&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Same process, same order across N list calls&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;HTTP road (if claimed)&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Streamable HTTP + &lt;code&gt;Mcp-Method&lt;/code&gt; / &lt;code&gt;Mcp-Name&lt;/code&gt;; no fake “we’re remote-prod” without auth&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Honest claim surface&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Docs + CI prove what you claim; no deprecated Roots/Sampling/protocol Logging as greenfield features&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;MRTR / Tasks / OAuth&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Real, but &lt;strong&gt;not&lt;/strong&gt; required to be a BETTER &lt;em&gt;tools&lt;/em&gt; textbook on day one — document later if you go deep&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;strong&gt;BETTER is not “more tools.”&lt;/strong&gt; BETTER is &lt;strong&gt;claim = wire&lt;/strong&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  If MCP had an AGENTS.md
&lt;/h2&gt;

&lt;p&gt;One box. Steal it for every server README you touch:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;## Operational contract (7/28)&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Protocol: 2026-07-28
&lt;span class="p"&gt;-&lt;/span&gt; Lifecycle: Discover-compatible (not initialize-only)
&lt;span class="p"&gt;-&lt;/span&gt; tools/list: ttlMs + cacheScope + stable order
&lt;span class="p"&gt;-&lt;/span&gt; Transports: stdio (default) · Streamable HTTP (if enabled — document bind + auth posture)
&lt;span class="p"&gt;-&lt;/span&gt; Non-goals: (resources / OAuth / Tasks — say so if out of scope)
&lt;span class="p"&gt;-&lt;/span&gt; Prove it: (link CI / smoke that fails when you lie)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Short. Specific. Actionable. Same discipline as a good AGENTS.md — &lt;strong&gt;facts the peer can verify&lt;/strong&gt;, not vibes.&lt;/p&gt;




&lt;h2&gt;
  
  
  10-minute textbook: &lt;code&gt;mcp-better&lt;/code&gt;
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://github.com/Wolfe-Jam/mcp-better" rel="noopener noreferrer"&gt;&lt;code&gt;mcp-better&lt;/code&gt;&lt;/a&gt; is a &lt;strong&gt;small&lt;/strong&gt; Rust server built for this era — not a product platform. Two tools: &lt;code&gt;health&lt;/code&gt;, &lt;code&gt;echo&lt;/code&gt;. Official &lt;code&gt;rmcp&lt;/code&gt; 3. Discover-compatible. Stamped list. v0.1 = 7/28 over &lt;strong&gt;stdio&lt;/strong&gt;. v0.2 = same era + opt-in &lt;strong&gt;Streamable HTTP&lt;/strong&gt; (local demo).&lt;/p&gt;

&lt;p&gt;On crates.io and the MCP Registry as &lt;code&gt;io.github.Wolfe-Jam/mcp-better&lt;/code&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 1 — Install
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;cargo &lt;span class="nb"&gt;install &lt;/span&gt;mcp-better &lt;span class="nt"&gt;--version&lt;/span&gt; 0.2.0
mcp-better &lt;span class="nt"&gt;--help&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;First install compiles Rust deps once — one-time wait; then you’re done.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 2 — Run stdio (default)
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;mcp-better
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Point a Discover-capable client / smoke at it. Or from the repo:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/Wolfe-Jam/mcp-better.git
&lt;span class="nb"&gt;cd &lt;/span&gt;mcp-better
cargo build &lt;span class="nt"&gt;--bins&lt;/span&gt;
cargo run &lt;span class="nt"&gt;--example&lt;/span&gt; stdio-client
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Expect: negotiated &lt;strong&gt;&lt;code&gt;2026-07-28&lt;/code&gt;&lt;/strong&gt;, list stamps (&lt;code&gt;ttlMs&lt;/code&gt; / &lt;code&gt;cacheScope&lt;/code&gt;), tools in stable order: &lt;code&gt;health&lt;/code&gt;, then &lt;code&gt;echo&lt;/code&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 3 — Optional HTTP road (same era)
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;mcp-better &lt;span class="nt"&gt;--http&lt;/span&gt;
&lt;span class="c"&gt;# http://127.0.0.1:8787/mcp&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Local demo only — no auth/TLS (see the repo SECURITY.md). From source, &lt;code&gt;http-smoke&lt;/code&gt; exercises list + health + echo with &lt;strong&gt;&lt;code&gt;Mcp-Method&lt;/code&gt; / &lt;code&gt;Mcp-Name&lt;/code&gt;&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 4 — What you just proved
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Claim&lt;/th&gt;
&lt;th&gt;Evidence&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Built for 7/28&lt;/td&gt;
&lt;td&gt;Discover path + era string&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;List cache&lt;/td&gt;
&lt;td&gt;Positive &lt;code&gt;ttlMs&lt;/code&gt;, &lt;code&gt;public&lt;/code&gt; scope for a static catalog&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Dual transport&lt;/td&gt;
&lt;td&gt;stdio default · HTTP opt-in — &lt;strong&gt;not&lt;/strong&gt; a second protocol “version”&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Small surface&lt;/td&gt;
&lt;td&gt;Two tools — enough to teach the contract&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;That’s the point of a textbook: &lt;strong&gt;copy the operational contract&lt;/strong&gt;, not a 40-tool megaserver.&lt;/p&gt;




&lt;h2&gt;
  
  
  What this is not
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Not a tour of every SEP.
&lt;/li&gt;
&lt;li&gt;Not “everyone has migrated.” Hosts and SDKs roll out on their clocks (Claude products are rolling 7/28 support — see Anthropic’s post).
&lt;/li&gt;
&lt;li&gt;Not a connector-directory pitch. Open Registry + honest wire still matter when app-store shelves optimize for other shapes.
&lt;/li&gt;
&lt;li&gt;Not a product install funnel. One runnable example. One checklist.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Further reading (one hop)
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Spec: &lt;a href="https://modelcontextprotocol.io/specification/2026-07-28" rel="noopener noreferrer"&gt;MCP 2026-07-28&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Changelog: &lt;a href="https://modelcontextprotocol.io/specification/2026-07-28/changelog" rel="noopener noreferrer"&gt;Key changes&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Textbook: &lt;a href="https://github.com/Wolfe-Jam/mcp-better" rel="noopener noreferrer"&gt;github.com/Wolfe-Jam/mcp-better&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Ship note: &lt;a href="https://faf.one/blog/mcp-better" rel="noopener noreferrer"&gt;faf.one/blog/mcp-better&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Close
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;7/28 is hot for a reason.&lt;/strong&gt; The big deal is &lt;strong&gt;STATELESS&lt;/strong&gt; — Discover, stamped lists, and honest HTTP headers are how the wire enforces that.  &lt;/p&gt;

&lt;p&gt;If you only remember one line: &lt;strong&gt;same tool name ≠ same operational server.&lt;/strong&gt; Audit the contract. Ship the smoke. Prefer BETTER over banner.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;I’m an AAIF Ambassador. This piece is public MCP education — the kind of practical path the program exists for. Questions welcome.&lt;/em&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>AGENTS.md Series Wrap: Five Lessons, FAQs, and What I'd Do Differently</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Tue, 28 Jul 2026 14:48:53 +0000</pubDate>
      <link>https://dev.to/wolfejam/agentsmd-series-wrap-five-lessons-faqs-and-what-id-do-differently-55cm</link>
      <guid>https://dev.to/wolfejam/agentsmd-series-wrap-five-lessons-faqs-and-what-id-do-differently-55cm</guid>
      <description>&lt;p&gt;&lt;strong&gt;TL;DR&lt;/strong&gt; — Five posts. One file. The whole arc: &lt;strong&gt;what it is → write one → why it rots → keep it true → author from facts.&lt;/strong&gt; This is the wrap: the map of the series, five FAQs, and the lesson that stuck — &lt;strong&gt;facts block vs unique prose.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;📚 The AGENTS.md Series&lt;/strong&gt; · you're on &lt;strong&gt;Part 6 — Series wrap&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;I · field guide&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;II · hands-on&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh"&gt;III · stale&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb"&gt;IV · keep it true&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-from-facts-author-one-that-cant-drift-step-by-step-37fn"&gt;V · from facts&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;VI · series wrap — you're here&lt;/strong&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;em&gt;New here?&lt;/em&gt; &lt;a href="https://agents.md" rel="noopener noreferrer"&gt;AGENTS.md&lt;/a&gt; is a single Markdown file at the repo root that tells AI coding agents how to work in it — commands, tests, conventions, guardrails. Open standard under the AAIF / Linux Foundation. Start at &lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;Part I&lt;/a&gt; if you want the full path.&lt;/p&gt;




&lt;h2&gt;
  
  
  What we covered
&lt;/h2&gt;

&lt;p&gt;Five lessons. One job: make the briefing agents obey &lt;strong&gt;true&lt;/strong&gt;.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Part&lt;/th&gt;
&lt;th&gt;Role&lt;/th&gt;
&lt;th&gt;One line&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;I&lt;/a&gt;&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Field guide&lt;/td&gt;
&lt;td&gt;What belongs in AGENTS.md — and what doesn't&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;II&lt;/a&gt;&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Hands-on&lt;/td&gt;
&lt;td&gt;Build a real file, then point an agent at it&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;&lt;a href="https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh"&gt;III&lt;/a&gt;&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;The threat&lt;/td&gt;
&lt;td&gt;A stale file is still obeyed — at full confidence&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb"&gt;IV&lt;/a&gt;&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Discipline&lt;/td&gt;
&lt;td&gt;Same-PR anti-rot, verify with an agent, keep truth current&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-from-facts-author-one-that-cant-drift-step-by-step-37fn"&gt;V&lt;/a&gt;&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Endgame&lt;/td&gt;
&lt;td&gt;Author from repo facts so the file can't drift&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;If you only read one besides this wrap: &lt;strong&gt;III&lt;/strong&gt; if you've never felt rot; &lt;strong&gt;V&lt;/strong&gt; if you already have a file and want it to stop lying.&lt;/p&gt;




&lt;h2&gt;
  
  
  Step-through: how the arc fits
&lt;/h2&gt;

&lt;p&gt;Read it as a single path, not five islands.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;I   What is AGENTS.md?          →  principles, shape, anti-patterns
II  Write one                   →  real file, real agent payoff
III Watch it go stale           →  why "present" ≠ "true"
IV  Keep it true by hand        →  human discipline while the code moves
V   Stop hand-maintaining facts →  regenerate what the tree already knows
VI  This post                   →  map · FAQs · the lesson that remains
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;I and II&lt;/strong&gt; get you a file that works.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;III and IV&lt;/strong&gt; get you a file that &lt;em&gt;stays&lt;/em&gt; honest under change.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;V&lt;/strong&gt; removes the class of lines that should never have been typed by hand.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;VI&lt;/strong&gt; (here) is the map and the judgment call: what still needs a human.&lt;/p&gt;

&lt;p&gt;The series does &lt;strong&gt;not&lt;/strong&gt; argue for a longer AGENTS.md. It argues for a &lt;strong&gt;truer&lt;/strong&gt; one: a concise &lt;strong&gt;facts block&lt;/strong&gt;, then &lt;strong&gt;your prose&lt;/strong&gt;. Overall length is yours.&lt;/p&gt;




&lt;h2&gt;
  
  
  Five FAQs
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Do I need AGENTS.md if I already have README / CONTRIBUTING / CLAUDE.md?
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Yes, if agents work in the repo.&lt;/strong&gt; README is for humans browsing. CONTRIBUTING is process. Vendor files (&lt;code&gt;CLAUDE.md&lt;/code&gt;, etc.) are tool-specific. AGENTS.md is the &lt;strong&gt;tool-agnostic briefing&lt;/strong&gt; many agents already look for. Keep it short; link out for depth. Don't duplicate a novel.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. How long should it be?
&lt;/h3&gt;

&lt;p&gt;Short enough that an agent (and a human) will still trust every line. Prefer &lt;strong&gt;commands you can run&lt;/strong&gt;, &lt;strong&gt;paths that exist&lt;/strong&gt;, and &lt;strong&gt;guardrails that bite&lt;/strong&gt;. If a section can't be verified against the tree or a one-line rule, cut it or move it.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. What's the #1 failure mode?
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Stale truth that still looks official.&lt;/strong&gt; Renamed scripts, dead test commands, structure maps that lag the tree — the agent obeys them at full confidence. Part III is the whole point. Freshness is not a nicety; it's the product.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Should every line be auto-generated?
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;No.&lt;/strong&gt; Generate (or check) what the &lt;strong&gt;repo can prove&lt;/strong&gt;: package names, scripts, layout, CI commands. &lt;strong&gt;Keep human&lt;/strong&gt; what only a human owns: judgment, product "why," team norms that aren't in the tree, "never do X" that isn't a linter rule yet. Part V is the endgame for the &lt;em&gt;facts&lt;/em&gt; half — not a replacement for judgment.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. Where do I start if I have nothing?
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;Part I&lt;/a&gt; — shape and anti-patterns
&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;Part II&lt;/a&gt; — write one and verify with an agent
&lt;/li&gt;
&lt;li&gt;When it starts lying, &lt;a href="https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb"&gt;IV&lt;/a&gt; then &lt;a href="https://dev.to/wolfejam/agentsmd-from-facts-author-one-that-cant-drift-step-by-step-37fn"&gt;V&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Don't skip III forever — you'll meet it the hard way.&lt;/p&gt;




&lt;h2&gt;
  
  
  My lesson: facts block vs unique prose
&lt;/h2&gt;

&lt;p&gt;If the series leaves one idea standing, make it this.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;&lt;strong&gt;Facts block&lt;/strong&gt;&lt;/th&gt;
&lt;th&gt;&lt;strong&gt;Unique prose&lt;/strong&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;What&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Things the repo already knows or can prove&lt;/td&gt;
&lt;td&gt;Things only a human should assert&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Examples&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Build/test commands, package layout, entrypoints, CI checks&lt;/td&gt;
&lt;td&gt;Why the product exists, team taste, soft norms, hard "never" that isn't encoded yet&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Failure mode&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Drift (tree moves, file doesn't)&lt;/td&gt;
&lt;td&gt;Vagueness or lecture that no agent can act on&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Fix&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Author/check from the tree; fail CI on drift (&lt;a href="https://dev.to/wolfejam/agentsmd-from-facts-author-one-that-cant-drift-step-by-step-37fn"&gt;V&lt;/a&gt;)&lt;/td&gt;
&lt;td&gt;Write short, actionable, owned by a human; same PR as the change when norms move (&lt;a href="https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb"&gt;IV&lt;/a&gt;)&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;strong&gt;BETTER AGENTS.md&lt;/strong&gt; = facts that match the tree &lt;strong&gt;plus&lt;/strong&gt; prose that earns its tokens.&lt;/p&gt;

&lt;p&gt;I used to treat the whole file as "documentation I should maintain." The series taught me to &lt;strong&gt;split the job&lt;/strong&gt;: automate honesty for the map; reserve human attention for judgment. That's the difference between a file that &lt;em&gt;exists&lt;/em&gt; and a file that &lt;em&gt;deserves to be trusted&lt;/em&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  What "good" vs "BETTER" looks like in practice
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;Good&lt;/th&gt;
&lt;th&gt;BETTER&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;File exists at repo root&lt;/td&gt;
&lt;td&gt;✓&lt;/td&gt;
&lt;td&gt;✓&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Agent can follow setup/test&lt;/td&gt;
&lt;td&gt;Often&lt;/td&gt;
&lt;td&gt;Commands match &lt;code&gt;package.json&lt;/code&gt; / &lt;code&gt;just&lt;/code&gt; / CI &lt;strong&gt;today&lt;/strong&gt;
&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Structure / map&lt;/td&gt;
&lt;td&gt;Hand-wavy or partial&lt;/td&gt;
&lt;td&gt;Matches live tree (or deliberately points at it)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Stale lines&lt;/td&gt;
&lt;td&gt;"We'll fix later"&lt;/td&gt;
&lt;td&gt;Same PR as the change, or regenerate facts&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Length&lt;/td&gt;
&lt;td&gt;Long and impressive&lt;/td&gt;
&lt;td&gt;Short and true&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Goose, Cursor, Claude Code, Copilot, Codex — none of them need your autobiography. They need a briefing that won't send them into a renamed script at full confidence.&lt;/p&gt;




&lt;h2&gt;
  
  
  Q&amp;amp;A / feedback
&lt;/h2&gt;

&lt;p&gt;This wraps the series for the AAIF Ambassador program — A practical, vendor-free AGENTS.md guide.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;I'd like to hear from you:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Where does &lt;em&gt;your&lt;/em&gt; AGENTS.md rot first (commands, structure, guardrails, something else)?
&lt;/li&gt;
&lt;li&gt;Did you try authoring from facts (Part V) — what broke?
&lt;/li&gt;
&lt;li&gt;What's still missing from the open &lt;a href="https://agents.md" rel="noopener noreferrer"&gt;AGENTS.md&lt;/a&gt; conversation that these five parts didn't touch?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Comment on this post, or open a discussion on a project you care about (for example: keep &lt;em&gt;that&lt;/em&gt; repo's Structure true to &lt;code&gt;crates/&lt;/code&gt; / &lt;code&gt;src/&lt;/code&gt;). The standard gets better when real trees push back on pretty docs.&lt;/p&gt;




&lt;h2&gt;
  
  
  Series index (bookmark this)
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;AGENTS.md: The One File That Makes AI Coding Agents Actually Useful&lt;/a&gt; — field guide
&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;AGENTS.md, Hands-On: Build One Step by Step&lt;/a&gt; — tutorial
&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh"&gt;Your AGENTS.md Is Already Stale (And Your Agent Trusts It Completely)&lt;/a&gt; — the threat
&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb"&gt;AGENTS.md Kept True: Stop the Rot Step by Step&lt;/a&gt; — discipline
&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://dev.to/wolfejam/agentsmd-from-facts-author-one-that-cant-drift-step-by-step-37fn"&gt;AGENTS.md From Facts: Author One That Can't Drift&lt;/a&gt; — endgame tool path
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;This post&lt;/strong&gt; — wrap · FAQs · facts vs prose
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Further reading:&lt;/strong&gt; the standard itself at &lt;a href="https://agents.md" rel="noopener noreferrer"&gt;agents.md&lt;/a&gt;, and a section-by-section field guide — what earns a line, ordering, length, the anti-patterns — at &lt;a href="https://faf.one/agents" rel="noopener noreferrer"&gt;faf.one/agents&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Thanks for reading the series. &lt;br&gt;
Ship a short true file. &lt;br&gt;
Then keep it true.&lt;/em&gt; &lt;br&gt;
👍&lt;/p&gt;

</description>
      <category>ai</category>
      <category>agents</category>
      <category>productivity</category>
      <category>devtools</category>
    </item>
    <item>
      <title>AGENTS.md From Facts: Author One That Can't Drift (Step by Step)</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Fri, 24 Jul 2026 12:00:00 +0000</pubDate>
      <link>https://dev.to/wolfejam/agentsmd-from-facts-author-one-that-cant-drift-step-by-step-37fn</link>
      <guid>https://dev.to/wolfejam/agentsmd-from-facts-author-one-that-cant-drift-step-by-step-37fn</guid>
      <description>&lt;p&gt;&lt;strong&gt;TL;DR&lt;/strong&gt; — Parts I–IV got you a real AGENTS.md and the discipline to keep it honest. This is the endgame Part IV pointed at: &lt;strong&gt;stop hand-maintaining lines the repo already knows.&lt;/strong&gt; Author a minimal file from detected facts, protect human notes outside markers, fail CI when it drifts, point an agent at it. Six steps. One CLI. Facts only.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Series:&lt;/strong&gt; &lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;I · field guide&lt;/a&gt; → &lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;II · hands-on&lt;/a&gt; → &lt;a href="https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh"&gt;III · stale&lt;/a&gt; → &lt;a href="https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb"&gt;IV · keep it true&lt;/a&gt; → &lt;strong&gt;you're on V&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;New here?&lt;/em&gt; &lt;a href="https://agents.md" rel="noopener noreferrer"&gt;AGENTS.md&lt;/a&gt; is a single Markdown file at the repo root that tells AI coding agents how to work in it — commands, tests, conventions, guardrails. Open standard under the AAIF / Linux Foundation. If you haven't felt the payoff (or the rot), start at &lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;Part I&lt;/a&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  Why the file still earns its keep
&lt;/h2&gt;

&lt;p&gt;Twenty seconds on &lt;strong&gt;why AGENTS.md exists&lt;/strong&gt; before we automate it:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Benefit&lt;/th&gt;
&lt;th&gt;What the agent gets&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Faster first move&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Real setup / build / test commands — no guessing the runner&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Self-check loop&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Tests as the bar for "done" — re-derive truth from the world&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Less interruption&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Map + conventions — fewer "where do routes go?" questions&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Fewer expensive mistakes&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Guardrails (always / ask first / never) + definition of done&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;One briefing, many tools&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Tool-agnostic Markdown — Cursor, Claude Code, Codex, Copilot, goose, Grok, peers&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Short. Current. Specific. Actionable. Parts &lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;I&lt;/a&gt;–&lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;II&lt;/a&gt; covered &lt;em&gt;what&lt;/em&gt; and &lt;em&gt;how to write it&lt;/em&gt;. Parts &lt;a href="https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh"&gt;III&lt;/a&gt;–&lt;a href="https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb"&gt;IV&lt;/a&gt; covered &lt;em&gt;why it dies&lt;/em&gt; and &lt;em&gt;the human discipline that keeps it alive&lt;/em&gt;.&lt;/p&gt;

&lt;p&gt;Part IV Step 5's honest endgame: &lt;strong&gt;regenerate from the repo so the file can't drift.&lt;/strong&gt; This is that tutorial.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;In one line:&lt;/strong&gt; Part II taught you to &lt;strong&gt;write&lt;/strong&gt; the file · Part IV taught you to &lt;strong&gt;keep&lt;/strong&gt; it true · &lt;strong&gt;Part V hands you the tool&lt;/strong&gt; — stop hand-maintaining what the tree already knows. Ready?&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Part II: &lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Part IV: &lt;a href="https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb"&gt;https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  The trap
&lt;/h2&gt;

&lt;p&gt;Two failure modes, both real:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Hand-written and left alone → it rots.&lt;/strong&gt; You rename a script; the agent still runs the old one at full confidence.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;"Let an AI write the whole file" → it bloats.&lt;/strong&gt; Research (&lt;a href="https://arxiv.org/abs/2602.11988" rel="noopener noreferrer"&gt;Gloaguen et al., 2026&lt;/a&gt;) found LLM-written instruction files can &lt;em&gt;reduce&lt;/em&gt; task success and raise cost — plausible padding the agent over-obeys.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;The fix is not more vibes. &lt;strong&gt;Facts only:&lt;/strong&gt; every managed line traces to something the tree already declares — real scripts, real configs, real entry points. Nothing invented. Nothing padded.&lt;/p&gt;

&lt;p&gt;That's &lt;a href="https://github.com/Wolfe-Jam/agents-md-facts" rel="noopener noreferrer"&gt;&lt;code&gt;agents-md-facts&lt;/code&gt;&lt;/a&gt;: a small CLI that &lt;strong&gt;authors&lt;/strong&gt; a minimal AGENTS.md from repo facts. Open a real project and follow along.&lt;/p&gt;




&lt;h2&gt;
  
  
  Step 1 — Dry-run first
&lt;/h2&gt;

&lt;p&gt;Any repo with a real &lt;code&gt;package.json&lt;/code&gt;, &lt;code&gt;pyproject.toml&lt;/code&gt;, &lt;code&gt;Cargo.toml&lt;/code&gt;, or &lt;code&gt;go.mod&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx agents-md-facts &lt;span class="nt"&gt;--dry-run&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You get the plan — orientation, setup/build, tests, map, conventions, guardrails, definition of done — &lt;strong&gt;without writing a file&lt;/strong&gt;. Sanity-check: are those the commands &lt;em&gt;you&lt;/em&gt; actually run? If not, fix the scripts/config (source of truth), not the prose later.&lt;/p&gt;

&lt;p&gt;Optional — managed block only:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx agents-md-facts &lt;span class="nt"&gt;--stdout&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  Step 2 — Author (or refresh)
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx agents-md-facts
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Writes or refreshes &lt;code&gt;AGENTS.md&lt;/code&gt; at the repo root. Managed region:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="c"&gt;&amp;lt;!-- agents:from-facts:start --&amp;gt;&lt;/span&gt;
&lt;span class="c"&gt;&amp;lt;!-- authored by agents-md-facts — from your repo's facts, never guessed · re-run to refresh --&amp;gt;&lt;/span&gt;

&lt;span class="gh"&gt;# AGENTS.md — your-project&lt;/span&gt;

…

&lt;span class="c"&gt;&amp;lt;!-- agents:from-facts:end --&amp;gt;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Non-destructive:&lt;/strong&gt; everything &lt;strong&gt;outside&lt;/strong&gt; those markers is yours. Re-run anytime; hand-written notes survive. Put tool quirks, domain gotchas, and "don't touch this without a human" &lt;em&gt;outside&lt;/em&gt; the block. Author the rest from facts.&lt;/p&gt;




&lt;h2&gt;
  
  
  Step 3 — Read it like an agent
&lt;/h2&gt;

&lt;p&gt;Open the file. Shape for a small Node/TS example (exact style from the tool's &lt;a href="https://github.com/Wolfe-Jam/agents-md-facts/tree/main/examples" rel="noopener noreferrer"&gt;examples&lt;/a&gt;):&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Orientation&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;code&gt;TypeScript · Node.js · npm package manager · v1.0.0&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Setup &amp;amp; build&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm &lt;span class="nb"&gt;install&lt;/span&gt;    &lt;span class="c"&gt;# install dependencies&lt;/span&gt;
npm run build    &lt;span class="c"&gt;# build&lt;/span&gt;
npm run dev    &lt;span class="c"&gt;# dev&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Run the tests&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm run &lt;span class="nb"&gt;test
&lt;/span&gt;npm run lint
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Where things live&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;code&gt;package.json&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;src/index.ts&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;tsconfig.json&lt;/code&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Conventions&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;TypeScript strict mode (&lt;code&gt;tsconfig.json&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;ESM modules (&lt;code&gt;type: module&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;Style enforced by ESLint · Prettier — obey the configs&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Guardrails&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Always OK:&lt;/strong&gt; read files, run the tests (&lt;code&gt;npm run test&lt;/code&gt;), build the project.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Ask first:&lt;/strong&gt; dependency installs, deletions, migrations / schema changes.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Never:&lt;/strong&gt; force-push, commit secrets.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Definition of Done&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Done when: &lt;code&gt;npm run lint&lt;/code&gt; exits 0 · &lt;code&gt;npm run test&lt;/code&gt; passes · committed with a clear message.&lt;/p&gt;

&lt;p&gt;Part IV rules, automated:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Commands&lt;/strong&gt; copy-pasteable and backticked as literals&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Tests&lt;/strong&gt; where the agent needs a feedback loop&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Conventions&lt;/strong&gt; point at configs — don't restate "use 2 spaces"&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Guardrails&lt;/strong&gt; enable-first (always / ask / never)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Definition of Done&lt;/strong&gt; mechanically checkable&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If a line wouldn't resolve an ambiguity for a fresh agent, the tool drops it. Short by construction.&lt;/p&gt;




&lt;h2&gt;
  
  
  Step 4 — Human layer (outside the markers)
&lt;/h2&gt;

&lt;p&gt;Facts can't know product judgment. Below the end marker (or above the start), add what only &lt;em&gt;you&lt;/em&gt; know:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;&amp;lt;!-- agents:from-facts:end --&amp;gt;

## Project notes (human)

- Prefer the query builder in `src/db/` — no raw SQL in handlers.
- Feature flags live in `src/flags.ts`; don't hardcode rollout in routes.
- Billing code is off-limits without a human in the loop.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Next refresh leaves this intact. &lt;strong&gt;Machine-owned facts inside · human-owned judgment outside.&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Step 5 — Make drift a build failure
&lt;/h2&gt;

&lt;p&gt;Part IV's anti-rot rule: AGENTS.md changes in the &lt;strong&gt;same PR&lt;/strong&gt; as the code. Automate it.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Local / CI:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx agents-md-facts &lt;span class="nt"&gt;--check&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Exits &lt;code&gt;1&lt;/code&gt; if missing or the managed block is stale vs the repo.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;GitHub Action:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="c1"&gt;# .github/workflows/agents-md.yml&lt;/span&gt;
&lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;AGENTS.md&lt;/span&gt;
&lt;span class="na"&gt;on&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="pi"&gt;[&lt;/span&gt;&lt;span class="nv"&gt;push&lt;/span&gt;&lt;span class="pi"&gt;,&lt;/span&gt; &lt;span class="nv"&gt;pull_request&lt;/span&gt;&lt;span class="pi"&gt;]&lt;/span&gt;
&lt;span class="na"&gt;jobs&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;check&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;runs-on&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;ubuntu-latest&lt;/span&gt;
    &lt;span class="na"&gt;steps&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;uses&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;actions/checkout@v4&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;uses&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Wolfe-Jam/agents-md-facts@v0.1.0&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Pre-commit:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="c1"&gt;# .pre-commit-config.yaml&lt;/span&gt;
&lt;span class="na"&gt;repos&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;repo&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;https://github.com/Wolfe-Jam/agents-md-facts&lt;/span&gt;
    &lt;span class="na"&gt;rev&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;v0.1.0&lt;/span&gt;
    &lt;span class="na"&gt;hooks&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;id&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;agents-md-facts&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Then: &lt;code&gt;pre-commit install&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;When scripts or layout change, fix in the &lt;strong&gt;same PR&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx agents-md-facts
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Treat the file like code — because your agent already does.&lt;/p&gt;




&lt;h2&gt;
  
  
  Step 6 — Verify with an agent
&lt;/h2&gt;

&lt;p&gt;Same proof as Parts II and IV. Small real task:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;"Add a tested &lt;code&gt;/health&lt;/code&gt; endpoint."&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Watch for:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;It reads &lt;code&gt;AGENTS.md&lt;/code&gt; first.&lt;/li&gt;
&lt;li&gt;It runs the &lt;strong&gt;exact&lt;/strong&gt; test/lint commands from the file.&lt;/li&gt;
&lt;li&gt;It respects Always / Ask / Never.&lt;/li&gt;
&lt;li&gt;It hits Definition of Done without you re-explaining the toolchain.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;If it runs the wrong command or ignores a convention, &lt;strong&gt;the file (or the underlying scripts) lied&lt;/strong&gt; — fix the fact source, re-author, re-check. Don't scold the agent for trusting the briefing you gave it.&lt;/p&gt;




&lt;h2&gt;
  
  
  What this does &lt;em&gt;not&lt;/em&gt; replace
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Still yours&lt;/th&gt;
&lt;th&gt;Why&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Judgment outside markers&lt;/td&gt;
&lt;td&gt;Facts don't know billing, legal, or when to "ask the Owner first"&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;README for humans&lt;/td&gt;
&lt;td&gt;AGENTS.md = how to &lt;em&gt;work&lt;/em&gt;; README = what/why&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Code review&lt;/td&gt;
&lt;td&gt;A true file helps the agent; humans still ship&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Lint of your prose&lt;/td&gt;
&lt;td&gt;Complements bloat-linters — this &lt;strong&gt;authors clean&lt;/strong&gt; from truth&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;You can still hand-write the whole file (Part II). You can still run Part IV without a generator. The CLI is for lines that should never have been hand-copied from &lt;code&gt;package.json&lt;/code&gt; in the first place.&lt;/p&gt;




&lt;h2&gt;
  
  
  The loop, closed
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Part&lt;/th&gt;
&lt;th&gt;What you learned&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;I&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;What belongs · anti-patterns · short &amp;gt; complete&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;II&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;Build section by section · watch an agent use it&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;a href="https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh"&gt;III&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;Stale cache worse than empty · facts only&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;a href="https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb"&gt;IV&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;Same-PR updates · point-at-config · enable-first guardrails&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;V (this)&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Author from facts · markers · &lt;code&gt;--check&lt;/code&gt; · CI · agent verify&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Short. Current. Specific. Actionable. And now &lt;strong&gt;re-derivable from the tree&lt;/strong&gt; — so the agent stops inheriting last sprint's lies.&lt;/p&gt;




&lt;h2&gt;
  
  
  Where to go deeper
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Series:&lt;/strong&gt; &lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;I&lt;/a&gt; · &lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;II&lt;/a&gt; · &lt;a href="https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh"&gt;III&lt;/a&gt; · &lt;a href="https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb"&gt;IV&lt;/a&gt; · &lt;strong&gt;V (you are here)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Tool (source + stars)&lt;/strong&gt; — &lt;a href="https://github.com/Wolfe-Jam/agents-md-facts" rel="noopener noreferrer"&gt;github.com/Wolfe-Jam/agents-md-facts&lt;/a&gt; · &lt;code&gt;npx agents-md-facts&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Standard&lt;/strong&gt; — &lt;a href="https://agents.md" rel="noopener noreferrer"&gt;agents.md&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Field guide&lt;/strong&gt; (what earns a line, length, anti-patterns) — &lt;a href="https://faf.one/agents" rel="noopener noreferrer"&gt;faf.one/agents&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;⭐ If this saved you a hand-written or LLM-bloated AGENTS.md, a &lt;a href="https://github.com/Wolfe-Jam/agents-md-facts" rel="noopener noreferrer"&gt;star on the repo&lt;/a&gt; helps others find it.&lt;/p&gt;

&lt;p&gt;Keep the facts honest. Your agent only ever trusts the last true thing you told it.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>agents</category>
      <category>devtools</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>AGENTS.md, Kept True: Stop the Rot Step by Step (and Watch Your Agent Trust It)</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Sat, 11 Jul 2026 17:56:44 +0000</pubDate>
      <link>https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb</link>
      <guid>https://dev.to/wolfejam/agentsmd-kept-true-stop-the-rot-step-by-step-and-watch-your-agent-trust-it-3mjb</guid>
      <description>&lt;p&gt;&lt;strong&gt;TL;DR&lt;/strong&gt; — A good AGENTS.md isn't written, it's &lt;em&gt;maintained&lt;/em&gt; — and the maintenance is where every one dies. Here's the exact discipline that keeps yours true: tie every line to a fact in the repo, verify it runs, and make it change in the same PR as the code. Six steps, one worked example, and an agent that stops guessing.&lt;/p&gt;

&lt;p&gt;You've got an AGENTS.md — maybe you &lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;built one step by step&lt;/a&gt;. The problem now isn't &lt;em&gt;writing&lt;/em&gt; it. It's that, &lt;a href="https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh"&gt;as we covered, it goes stale the day you write it&lt;/a&gt; — it starts lying the moment your code moves, and your agent believes it anyway. So let's harden it. Open a repo and follow along.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 1 — Start from the truth, not a template
&lt;/h2&gt;

&lt;p&gt;Before you write a line, list what's actually real:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;cat &lt;/span&gt;package.json | jq .scripts     &lt;span class="c"&gt;# your real commands&lt;/span&gt;
&lt;span class="nb"&gt;ls &lt;/span&gt;src/                            &lt;span class="c"&gt;# your real entry points&lt;/span&gt;
&lt;span class="nb"&gt;ls&lt;/span&gt; .eslintrc&lt;span class="k"&gt;*&lt;/span&gt; tsconfig.json 2&amp;gt;/dev/null   &lt;span class="c"&gt;# your real conventions (the configs)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Rule for the whole file: &lt;strong&gt;if it isn't in the repo, it doesn't go in the AGENTS.md.&lt;/strong&gt; No aspirations, no "we should probably." Facts only.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 2 — Write the commands copy-pasteable, then RUN them
&lt;/h2&gt;

&lt;p&gt;Don't type &lt;code&gt;npm build&lt;/code&gt; from memory. Run it, and paste what actually works:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm run build &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; npm &lt;span class="nb"&gt;test&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Put the &lt;em&gt;exact&lt;/em&gt; strings in the file. If the command in your AGENTS.md doesn't run, your agent's first move fails — and it won't know why. Tests go &lt;em&gt;above&lt;/em&gt; build: they're the agent's only way to check its work against reality.&lt;/p&gt;

&lt;p&gt;And wrap every tool and command name in backticks — &lt;code&gt;mypy&lt;/code&gt;, &lt;code&gt;ruff&lt;/code&gt;, &lt;code&gt;npm test&lt;/code&gt;. A formatted token reads as a &lt;em&gt;literal to run&lt;/em&gt;, not a vague suggestion the model can paraphrase away when the context is saturated.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 3 — Point at the config; don't restate it
&lt;/h2&gt;

&lt;p&gt;You already have a linter and a formatter. So &lt;strong&gt;don't&lt;/strong&gt; write "use 2 spaces, prefer const, strict types." Write:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;## Conventions&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Style is enforced — run &lt;span class="sb"&gt;`npm run lint`&lt;/span&gt;. Obey the config, don't hand-format.
&lt;span class="p"&gt;-&lt;/span&gt; TypeScript strict mode (tsconfig.json).
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Restating a rule your linter owns is how the file goes stale (you change the config, the prose lies). Point at the source of truth instead. One line, can't rot.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 4 — Guardrails in three tiers + a Definition of Done
&lt;/h2&gt;

&lt;p&gt;Give the agent a safety map and a finish line:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;## Guardrails&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; &lt;span class="gs"&gt;**Always:**&lt;/span&gt; read files, run the tests, build.
&lt;span class="p"&gt;-&lt;/span&gt; &lt;span class="gs"&gt;**Ask first:**&lt;/span&gt; dependency installs, deletions, migrations.
&lt;span class="p"&gt;-&lt;/span&gt; &lt;span class="gs"&gt;**Never:**&lt;/span&gt; force-push, push to &lt;span class="sb"&gt;`main`&lt;/span&gt;, commit secrets.

&lt;span class="gu"&gt;## Definition of Done&lt;/span&gt;
Done when: &lt;span class="sb"&gt;`npm run lint`&lt;/span&gt; exits 0 · &lt;span class="sb"&gt;`npm test`&lt;/span&gt; passes · committed with a conventional message.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now the agent can &lt;em&gt;know&lt;/em&gt; it's finished, not guess — and it knows which moves need a human.&lt;/p&gt;

&lt;p&gt;One phrasing note that punches above its weight: &lt;strong&gt;lead with the enable, not the prohibition.&lt;/strong&gt; "Branch and open a PR" hands the agent the safe path; a bare "don't push to &lt;code&gt;main&lt;/code&gt;" hands it only the landmine — and a naked negative can prime the very move it's warning against. Say what &lt;em&gt;to&lt;/em&gt; do, then the boundary.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 5 — The anti-rot rule: it changes in the same PR as the code
&lt;/h2&gt;

&lt;p&gt;This is the step everyone skips, and it's the whole game. Make drift a &lt;em&gt;bug&lt;/em&gt;, not a someday:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Add it to your PR template: &lt;em&gt;"Touched build/test scripts? Update AGENTS.md."&lt;/em&gt;
&lt;/li&gt;
&lt;li&gt;Or a CI check that fails if &lt;code&gt;package.json&lt;/code&gt; scripts changed but &lt;code&gt;AGENTS.md&lt;/code&gt; didn't.&lt;/li&gt;
&lt;li&gt;Or — the honest endgame — regenerate the file from the repo so it &lt;em&gt;can't&lt;/em&gt; drift (more on that below).&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Treat AGENTS.md like code, because your agent already does.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 6 — Verify: point your agent at it and watch
&lt;/h2&gt;

&lt;p&gt;Give the agent a small, real task ("add a tested &lt;code&gt;/health&lt;/code&gt; endpoint"). Watch it: read the file, run the tests you listed, respect the guardrails, hit your Definition of Done. If it does the wrong thing — wrong command, ignored convention — &lt;strong&gt;your file lied.&lt;/strong&gt; Fix the line, not the agent.&lt;/p&gt;

&lt;p&gt;That loop — task, watch, fix the line — is how an AGENTS.md earns trust. A true one becomes the most reliable thing in your repo.&lt;/p&gt;

&lt;h2&gt;
  
  
  Where to go deeper
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;The series:&lt;/strong&gt; &lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;1 · the field guide&lt;/a&gt; → &lt;a href="https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27"&gt;2 · build one, hands-on&lt;/a&gt; → &lt;a href="https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh"&gt;3 · why it goes stale&lt;/a&gt; → you're on &lt;strong&gt;4&lt;/strong&gt;.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;The AGENTS.md standard&lt;/strong&gt; — &lt;a href="https://agents.md" rel="noopener noreferrer"&gt;agents.md&lt;/a&gt; (the spec itself).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Section-by-section definitions + a field guide&lt;/strong&gt; — &lt;a href="https://faf.one/agents" rel="noopener noreferrer"&gt;faf.one/agents&lt;/a&gt; (what earns a line, ordering, length, and the anti-patterns).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Why "generated from truth" beats hand-writing &lt;em&gt;and&lt;/em&gt; AI-slop&lt;/strong&gt; — the research and the deeper dive, same place.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Keep it honest, and your agent stops guessing. That's the whole point of the file.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>agents</category>
      <category>devtools</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>Your AGENTS.md Is Already Stale — And Your Agent Trusts It Completely</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Fri, 10 Jul 2026 17:43:45 +0000</pubDate>
      <link>https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh</link>
      <guid>https://dev.to/wolfejam/your-agentsmd-is-already-stale-and-your-agent-trusts-it-completely-2nfh</guid>
      <description>&lt;p&gt;&lt;strong&gt;TL;DR — A hand-written AGENTS.md rots the day you write it. And unlike a stale README (which a human skims skeptically), a stale AGENTS.md is &lt;em&gt;obeyed&lt;/em&gt; by your coding agent with full confidence: wrong build command, missing guardrail, dead convention — followed to the letter. The fix isn't more discipline. It's writing the file so every line traces to a fact you can verify, and refusing to let it drift.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;In the field guide, I covered &lt;em&gt;what&lt;/em&gt; an AGENTS.md is and what belongs in it. In the build-along, we wrote a complete one against a real repo and watched an agent use it. This is the part nobody warns you about — the part that decides whether all of that pays off: &lt;strong&gt;keeping it true.&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Why you need to know this
&lt;/h2&gt;

&lt;p&gt;You probably already have an AGENTS.md — or you're about to. Here's the part nobody says out loud: it's a cache, and &lt;strong&gt;a stale cache is worse than an empty one.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;A human reads a stale README and thinks "hmm, that looks old." An agent reads your AGENTS.md and &lt;em&gt;acts on it&lt;/em&gt; — it runs the build command you renamed three sprints ago, skips the guardrail you added last week, follows the convention you already abandoned. Confidently. No second-guessing.&lt;/p&gt;

&lt;p&gt;So the real question isn't "should I have an AGENTS.md." (Yes.) It's &lt;strong&gt;"how do I keep it true?"&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  How to do it
&lt;/h2&gt;

&lt;p&gt;A good AGENTS.md answers exactly one question: &lt;em&gt;how do I work in this repo?&lt;/em&gt; Not what the project is — that's the README. How to actually operate here. Six moves:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Orientation — one line.&lt;/strong&gt; What it is, the language, the stack. Then stop.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. The real commands.&lt;/strong&gt; Setup, build, and — most important — how to run the tests. Copy-pasteable. Tests rank &lt;em&gt;above&lt;/em&gt; build, because tests are the agent's only way to check its work against reality instead of trusting a stale belief.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Where things live.&lt;/strong&gt; Entry points and key directories — &lt;em&gt;not&lt;/em&gt; a file dump (the agent can run &lt;code&gt;ls&lt;/code&gt;). Just the non-obvious "start here."&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Conventions — only what resolves ambiguity.&lt;/strong&gt; "Validate input at the route boundary with Zod" is useful. "Write clean code" is ignored. And if a rule is already enforced by your linter or formatter, &lt;strong&gt;point at the config — don't restate it.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5. Guardrails — what NOT to do.&lt;/strong&gt; The landmines. Three tiers is the sweet spot: what's &lt;em&gt;always&lt;/em&gt; safe, what to &lt;em&gt;ask first&lt;/em&gt;, what to &lt;em&gt;never&lt;/em&gt; do (force-push, touch prod, commit secrets).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;6. A definition of done.&lt;/strong&gt; "Done when lint passes, tests pass, changes committed." Make it mechanically checkable — the agent should be able to &lt;em&gt;know&lt;/em&gt; it's finished, not guess.&lt;/p&gt;

&lt;p&gt;Keep it short — 20–50 lines. Every line earns its place by one test: &lt;strong&gt;does it resolve a real ambiguity, or save the agent an expensive hunt?&lt;/strong&gt; If it does neither, cut it. (Past ~150 lines you're adding cost with no gain.)&lt;/p&gt;

&lt;h2&gt;
  
  
  The part almost everyone gets wrong
&lt;/h2&gt;

&lt;p&gt;There are two failure modes, and they're opposite:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Hand-written and left alone → it rots.&lt;/strong&gt; You change the code; the file quietly lies.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;"Let an AI write it for me" → it bloats.&lt;/strong&gt; The research here is blunt: auto-generated instruction files measurably &lt;em&gt;reduce&lt;/em&gt; task success and add cost, because the model pads them with plausible-sounding requirements the agent then over-obeys.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The fix is the same for both: &lt;strong&gt;every line should trace to a fact.&lt;/strong&gt; A real command. A real file. A real constraint. Not prose, not padding, not guesses. And when the code changes, the file changes &lt;em&gt;in the same PR&lt;/em&gt; — treat it like code, because your agent already does.&lt;/p&gt;

&lt;p&gt;Get those two things right — facts only, kept current — and your AGENTS.md stops being a liability and starts being the most reliable thing in the repo.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why we care about this
&lt;/h2&gt;

&lt;p&gt;We maintain a lot of repos, and we kept paying the same tax: the AGENTS.md goes stale, everywhere, every week. Getting the file &lt;em&gt;right&lt;/em&gt; is an afternoon. Keeping it &lt;em&gt;true&lt;/em&gt; is the harder half — and it's the half that actually decides whether your agent helps you or confidently ships you the wrong thing.&lt;/p&gt;

&lt;p&gt;Write one well. Keep it honest. Your agent is only as good as the last true thing you told it.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Further reading:&lt;/strong&gt; the standard itself at &lt;a href="https://agents.md" rel="noopener noreferrer"&gt;agents.md&lt;/a&gt;, and a section-by-section field guide — what earns a line, ordering, length, the anti-patterns — at &lt;a href="https://faf.one/agents" rel="noopener noreferrer"&gt;faf.one/agents&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Coming next:&lt;/strong&gt; the exact discipline to &lt;em&gt;keep&lt;/em&gt; it true — step by step, stopping the rot, with an agent you can watch trust it.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>AGENTS.md, Hands-On: Build One Step by Step (and Watch an Agent Use It)</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Sat, 04 Jul 2026 03:31:12 +0000</pubDate>
      <link>https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27</link>
      <guid>https://dev.to/wolfejam/agentsmd-hands-on-build-one-step-by-step-and-watch-an-agent-use-it-3g27</guid>
      <description>&lt;p&gt;In &lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;the field guide&lt;/a&gt; I covered what an AGENTS.md is and what belongs in it. This is the hands-on follow-up: we'll build a complete AGENTS.md for a real project, one section at a time, then point an AI coding agent at it and watch the difference it makes. By the end you'll have a working file — and you'll have seen it pay off.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;New to AGENTS.md? It's a single Markdown file at the root of your repo that tells AI coding agents how to work in it — build steps, tests, conventions, guardrails. The "why" behind each section is in &lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;the field guide&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  The project we'll use
&lt;/h2&gt;

&lt;p&gt;We'll write the AGENTS.md for a small but real service: a &lt;strong&gt;URL shortener API in Python&lt;/strong&gt; — FastAPI, SQLite, pytest. A couple of endpoints, a thin data layer, a test suite. Follow along with this, or swap in your own repo — the steps are identical.&lt;/p&gt;

&lt;p&gt;Its shape:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;linkshort/
  app/
    main.py        # FastAPI routes
    db.py          # SQLite access
    models.py      # Pydantic models
  migrations/      # generated SQL — not hand-edited
  tests/
  requirements.txt
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Step 0 — Start with an empty file
&lt;/h2&gt;

&lt;p&gt;At the repo root:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;touch &lt;/span&gt;AGENTS.md
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;That's the whole step. We'll fill it in one section at a time, building toward a file an agent can read in thirty seconds.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 1 — Orientation: one line
&lt;/h2&gt;

&lt;p&gt;Tell the agent what it's looking at. Add:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# AGENTS.md&lt;/span&gt;

A URL shortener API in Python — FastAPI, SQLite, pytest.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;One sentence sets the agent's priors: it knows the language, framework, and storage before it reads a single line of code.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 2 — Setup and run
&lt;/h2&gt;

&lt;p&gt;The agent can't help if it can't start the project. Add the real, copy-pasteable commands:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;## Setup&lt;/span&gt;
python -m venv .venv &amp;amp;&amp;amp; source .venv/bin/activate
pip install -r requirements.txt

&lt;span class="gu"&gt;## Run&lt;/span&gt;
uvicorn app.main:app --reload   # http://localhost:8000
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Use the commands that actually work in your repo — no placeholders.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 3 — Tests: the agent's feedback loop
&lt;/h2&gt;

&lt;p&gt;This is the most important section, because tests are how the agent checks its own work. Add:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;## Test — all must pass before a change is done&lt;/span&gt;
pytest
ruff check .
mypy app
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now the agent knows how to verify a change &lt;em&gt;and&lt;/em&gt; the bar it has to clear. An agent that knows &lt;code&gt;pytest&lt;/code&gt; will run it; one that doesn't hands you a broken branch.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 4 — The map: where things live
&lt;/h2&gt;

&lt;p&gt;A short map so the agent finds its way without spelunking the whole tree:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;## Structure&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; app/main.py    route handlers
&lt;span class="p"&gt;-&lt;/span&gt; app/db.py      SQLite access (parameterized queries only, never string-built SQL)
&lt;span class="p"&gt;-&lt;/span&gt; app/models.py  Pydantic request/response models
&lt;span class="p"&gt;-&lt;/span&gt; migrations/    generated SQL — do not hand-edit
&lt;span class="p"&gt;-&lt;/span&gt; tests/         pytest, mirroring app/
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Notice we're already slipping a convention ("parameterized queries only") and a guardrail ("do not hand-edit") in right where they're relevant.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 5 — Conventions: the house style
&lt;/h2&gt;

&lt;p&gt;The patterns you want followed. Be specific — vague rules are noise:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;## Conventions&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Validate all input with Pydantic models at the route boundary.
&lt;span class="p"&gt;-&lt;/span&gt; Raise HTTPException for client errors; never return raw dicts on failure.
&lt;span class="p"&gt;-&lt;/span&gt; Type everything; mypy must stay clean.
&lt;span class="p"&gt;-&lt;/span&gt; Match the style of the surrounding file.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;"Type everything; mypy must stay clean" tells the agent exactly what to do. "Write good code" wouldn't.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 6 — Commits and PRs
&lt;/h2&gt;

&lt;p&gt;If your agent opens PRs, give it the house rules:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;## Commits &amp;amp; PRs&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Conventional Commits (feat:, fix:, chore:).
&lt;span class="p"&gt;-&lt;/span&gt; One logical change per PR; update CHANGELOG.md.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Step 7 — Guardrails: the landmines
&lt;/h2&gt;

&lt;p&gt;The "don'ts" that prevent expensive mistakes:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;## Don't&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Don't hand-edit migrations/ — they're generated.
&lt;span class="p"&gt;-&lt;/span&gt; Don't commit directly to main — branch and open a PR.
&lt;span class="p"&gt;-&lt;/span&gt; Never run the seed script against a non-local database.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Your finished AGENTS.md
&lt;/h2&gt;

&lt;p&gt;Put it together and you have a complete, copy-pasteable file:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# AGENTS.md&lt;/span&gt;

A URL shortener API in Python — FastAPI, SQLite, pytest.

&lt;span class="gu"&gt;## Setup&lt;/span&gt;
python -m venv .venv &amp;amp;&amp;amp; source .venv/bin/activate
pip install -r requirements.txt

&lt;span class="gu"&gt;## Run&lt;/span&gt;
uvicorn app.main:app --reload   # http://localhost:8000

&lt;span class="gu"&gt;## Test — all must pass before a change is done&lt;/span&gt;
pytest
ruff check .
mypy app

&lt;span class="gu"&gt;## Structure&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; app/main.py    route handlers
&lt;span class="p"&gt;-&lt;/span&gt; app/db.py      SQLite access (parameterized queries only, never string-built SQL)
&lt;span class="p"&gt;-&lt;/span&gt; app/models.py  Pydantic request/response models
&lt;span class="p"&gt;-&lt;/span&gt; migrations/    generated SQL — do not hand-edit
&lt;span class="p"&gt;-&lt;/span&gt; tests/         pytest, mirroring app/

&lt;span class="gu"&gt;## Conventions&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Validate all input with Pydantic models at the route boundary.
&lt;span class="p"&gt;-&lt;/span&gt; Raise HTTPException for client errors; never return raw dicts on failure.
&lt;span class="p"&gt;-&lt;/span&gt; Type everything; mypy must stay clean.
&lt;span class="p"&gt;-&lt;/span&gt; Match the style of the surrounding file.

&lt;span class="gu"&gt;## Commits &amp;amp; PRs&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Conventional Commits (feat:, fix:, chore:).
&lt;span class="p"&gt;-&lt;/span&gt; One logical change per PR; update CHANGELOG.md.

&lt;span class="gu"&gt;## Don't&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Don't hand-edit migrations/ — they're generated.
&lt;span class="p"&gt;-&lt;/span&gt; Don't commit directly to main — branch and open a PR.
&lt;span class="p"&gt;-&lt;/span&gt; Never run the seed script against a non-local database.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Thirty seconds to read. Now let's see if it works.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 8 — Prove it: point an agent at it
&lt;/h2&gt;

&lt;p&gt;This is the part that matters. Open your repo in an AI coding agent — Claude Code, Cursor, Codex, whatever you use — and give it a real task:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;"Add a &lt;code&gt;DELETE /links/{code}&lt;/code&gt; endpoint that removes a link, with a test."&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Watch what it does &lt;strong&gt;with the AGENTS.md in place:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;It reads the file first — it knows the stack and where routes live.&lt;/li&gt;
&lt;li&gt;It adds the handler in &lt;code&gt;app/main.py&lt;/code&gt;, validating input the way your conventions require.&lt;/li&gt;
&lt;li&gt;It writes a &lt;code&gt;pytest&lt;/code&gt; test in &lt;code&gt;tests/&lt;/code&gt;, mirroring the structure.&lt;/li&gt;
&lt;li&gt;It runs &lt;code&gt;pytest&lt;/code&gt;, &lt;code&gt;ruff&lt;/code&gt;, and &lt;code&gt;mypy&lt;/code&gt; — because you told it that's the bar — and fixes what fails.&lt;/li&gt;
&lt;li&gt;It &lt;strong&gt;doesn't&lt;/strong&gt; touch &lt;code&gt;migrations/&lt;/code&gt;, and it &lt;strong&gt;doesn't&lt;/strong&gt; commit to main — it opens a branch.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Now picture the same task &lt;strong&gt;without&lt;/strong&gt; the file. The agent has to guess: Which test runner? Where do routes go? Is there a lint step? So it asks you, or it guesses wrong, or it edits a generated file you'll have to revert. The AGENTS.md is the difference between an agent that interrupts you and one that just ships.&lt;/p&gt;

&lt;p&gt;That's the whole payoff — and you can watch it happen in real time.&lt;/p&gt;

&lt;h2&gt;
  
  
  Keep it alive
&lt;/h2&gt;

&lt;p&gt;One habit before you go: treat the file like code. When the test command changes, or you add a directory, or you catch yourself telling the agent the same thing twice — update AGENTS.md in the same breath. A stale file is worse than none, because the agent trusts it.&lt;/p&gt;

&lt;h2&gt;
  
  
  That's the loop
&lt;/h2&gt;

&lt;p&gt;You started with an empty file, added eight short sections, and watched an agent use every one of them to land a correct, tested change without hand-holding. Write it once, and every agent that walks into your repo gets the same briefing.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;This was the hands-on build. For the principles behind each section — what belongs, the anti-patterns, why short beats complete — see &lt;a href="https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj"&gt;the field guide&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>agents</category>
      <category>programming</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>AGENTS.md: The One File That Makes AI Coding Agents Actually Useful</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Tue, 30 Jun 2026 01:51:07 +0000</pubDate>
      <link>https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj</link>
      <guid>https://dev.to/wolfejam/agentsmd-the-one-file-that-makes-ai-coding-agents-actually-useful-ckj</guid>
      <description>&lt;p&gt;If you’ve used Claude Code, Cursor, Codex, Aider, Gemini CLI, GitHub Copilot, Grok, goose, or similar tools, you’ve seen the same pattern: the agent’s first priority is context. What is this project? How do I build it? How do I run the tests? What conventions should I follow? What must I not break?&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AGENTS.md&lt;/strong&gt; is the open answer. It’s a single Markdown file placed at the root of your repository that serves as a dedicated, predictable briefing for AI coding agents. Think of it as a README written specifically for the agent instead of a human. The format is deliberately simple and tool-agnostic — one file that works across many agents.&lt;/p&gt;

&lt;p&gt;AGENTS.md was pioneered by OpenAI's Codex and shaped alongside tools like Cursor, Amp, Factory, and Google's Jules. In December 2025 it was donated to the Agentic AI Foundation under the Linux Foundation, where it's now stewarded as an open standard.&lt;/p&gt;

&lt;p&gt;Most AGENTS.md files fail in one of two ways: they’re either too thin to be useful or they’re long, rambling documents the agent skims and mostly ignores. A good AGENTS.md sits in the middle — short, current, specific, and actionable.&lt;/p&gt;

&lt;h2&gt;
  
  
  README is for humans. AGENTS.md is for the agent.
&lt;/h2&gt;

&lt;p&gt;This distinction determines everything that belongs in the file.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;README.md&lt;/strong&gt; answers &lt;em&gt;what&lt;/em&gt; and &lt;em&gt;why&lt;/em&gt;: what the project is, why it exists, and how a human gets started.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AGENTS.md&lt;/strong&gt; answers &lt;em&gt;how to work here&lt;/em&gt;: the exact commands, conventions, and guardrails an agent needs to make changes and verify them without asking questions.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Do not duplicate content from the README. If the agent doesn’t need it to act effectively, leave it out. Every non-essential line dilutes the signal.&lt;/p&gt;

&lt;h2&gt;
  
  
  What actually belongs in AGENTS.md
&lt;/h2&gt;

&lt;p&gt;The highest-value sections, in rough priority order.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;One-line orientation.&lt;/strong&gt; A single sentence telling the agent what the project is and what stack it uses — for example, “A TypeScript REST API on Node 20 with Postgres, deployed to Fly.io.”&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Setup and build commands.&lt;/strong&gt; The single most valuable section. Give the real, copy-pasteable commands:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm &lt;span class="nb"&gt;install
&lt;/span&gt;npm run build
npm run dev
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;How to run tests.&lt;/strong&gt; Even more important than build commands — tests are how the agent verifies its own work:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm &lt;span class="nb"&gt;test&lt;/span&gt;          &lt;span class="c"&gt;# all tests must pass before considering a change complete&lt;/span&gt;
npm run lint
npm run typecheck
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Where things live.&lt;/strong&gt; A short, focused map of key directories and entry points — not a full tree dump.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Conventions.&lt;/strong&gt; Specific patterns you want followed: validation approach, error handling, naming, preferred libraries, architectural decisions. Vague statements like “write clean code” are useless; specific rules like “Validate all input with Zod at the route boundary” are useful.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Commit and PR rules.&lt;/strong&gt; Message format, branch naming, changelog updates, and any other process requirements.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Guardrails — what NOT to do.&lt;/strong&gt; The landmines that prevent expensive mistakes: don’t edit files in &lt;code&gt;/generated&lt;/code&gt;, never run migrations against production config, and don’t commit directly to main.&lt;/p&gt;

&lt;h2&gt;
  
  
  The anti-patterns that make it worse than nothing
&lt;/h2&gt;

&lt;p&gt;A bad AGENTS.md doesn’t just fail to help — it actively misleads the agent.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;The novel&lt;/strong&gt;: Too long. The agent skims and important instructions get lost. Cut anything that isn’t load-bearing.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;The stale file&lt;/strong&gt;: An outdated command or path is worse than no file at all. The agent will confidently do the wrong thing.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Vagueness&lt;/strong&gt;: “Follow best practices” gives the agent nothing actionable.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Secrets&lt;/strong&gt;: Never put credentials, keys, or tokens in AGENTS.md. Point to where they come from (&lt;code&gt;.env&lt;/code&gt;, secrets manager) instead.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;README duplication&lt;/strong&gt;: Wasted tokens and maintenance burden.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Keep it alive — treat AGENTS.md like code
&lt;/h2&gt;

&lt;p&gt;AGENTS.md files rot when no one owns them. Treat the file the same way you treat production code:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Review changes to it in pull requests.&lt;/li&gt;
&lt;li&gt;Update it the moment reality changes (new test command, new directory structure, new convention).&lt;/li&gt;
&lt;li&gt;Watch what the agent actually does. When it guesses, asks unnecessary questions, or touches something it shouldn’t, that’s usually a missing or stale instruction.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;A useful habit: every time you find yourself giving the same instruction to an agent twice in chat, move that instruction into AGENTS.md.&lt;/p&gt;

&lt;h2&gt;
  
  
  One file, many agents
&lt;/h2&gt;

&lt;p&gt;The strength of AGENTS.md is that it isn’t tied to any single tool. Most major coding agents either read it directly or converge on the same root-level instruction pattern. Write plain Markdown with tool-agnostic instructions. Avoid “if you are using X tool” branching.&lt;/p&gt;

&lt;p&gt;For monorepos, you can place additional &lt;code&gt;AGENTS.md&lt;/code&gt; files in subdirectories. Most agents use the nearest file to the code they’re working on.&lt;/p&gt;

&lt;h2&gt;
  
  
  A minimal, complete example
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# AGENTS.md&lt;/span&gt;

A TypeScript REST API on Node 20, Postgres, deployed to Fly.io.

&lt;span class="gu"&gt;## Setup&lt;/span&gt;
npm install
cp .env.example .env   # fill in DATABASE_URL

&lt;span class="gu"&gt;## Build &amp;amp; run&lt;/span&gt;
npm run build
npm run dev            # http://localhost:3000

&lt;span class="gu"&gt;## Test — all must pass before a change is considered done&lt;/span&gt;
npm test
npm run lint
npm run typecheck

&lt;span class="gu"&gt;## Structure&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; src/routes/     HTTP handlers
&lt;span class="p"&gt;-&lt;/span&gt; src/db/         Postgres queries (use the query builder, no raw SQL)
&lt;span class="p"&gt;-&lt;/span&gt; src/lib/        shared utilities
&lt;span class="p"&gt;-&lt;/span&gt; test/           Vitest tests, mirroring src/ structure

&lt;span class="gu"&gt;## Conventions&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Validate all input with Zod at the route boundary
&lt;span class="p"&gt;-&lt;/span&gt; Throw AppError (from src/lib/errors.ts), never a bare Error
&lt;span class="p"&gt;-&lt;/span&gt; Match the style and patterns of the surrounding file

&lt;span class="gu"&gt;## Commits &amp;amp; PRs&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Use Conventional Commits (feat:, fix:, chore:)
&lt;span class="p"&gt;-&lt;/span&gt; One logical change per PR
&lt;span class="p"&gt;-&lt;/span&gt; Update CHANGELOG.md when relevant

&lt;span class="gu"&gt;## Don't&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Don't edit anything in src/generated/ (regenerated from schema)
&lt;span class="p"&gt;-&lt;/span&gt; Don't commit directly to main — always branch and open a PR
&lt;span class="p"&gt;-&lt;/span&gt; Never run db:reset against a non-local DATABASE_URL
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;An agent (or a new human teammate) can read this in under 30 seconds and start being productive.&lt;/p&gt;

&lt;h2&gt;
  
  
  The real test of a good AGENTS.md
&lt;/h2&gt;

&lt;p&gt;You’ll know it’s working when a fresh agent can land a correct, tested change in your repository without asking how to build, how to test, or which conventions to follow — and without touching the one thing you explicitly told it not to touch.&lt;/p&gt;

&lt;p&gt;Short. Current. Specific. Actionable. That’s the entire job.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;This was the field guide — the why and the what.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Coming next in the series:&lt;/strong&gt; a step-by-step build-along, where we’ll write a complete AGENTS.md against a real repo, then point an agent at it and watch it build, test, and respect the guardrails without being asked. (A day or two out.)&lt;/p&gt;

</description>
      <category>ai</category>
      <category>agents</category>
      <category>opensource</category>
      <category>productivity</category>
    </item>
    <item>
      <title>The Chameleon Edition - gemini-faf-mcp v2.4.0</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Tue, 09 Jun 2026 15:18:29 +0000</pubDate>
      <link>https://dev.to/wolfejam/the-chameleon-edition-gemini-faf-mcp-v240-4khl</link>
      <guid>https://dev.to/wolfejam/the-chameleon-edition-gemini-faf-mcp-v240-4khl</guid>
      <description>&lt;p&gt;&lt;strong&gt;TL;DR:&lt;/strong&gt; gemini-faf-mcp now auto-selects its transport — &lt;strong&gt;stdio&lt;/strong&gt; locally, &lt;strong&gt;Streamable HTTP&lt;/strong&gt; on Cloud Run. Same binary, 12 tools, zero config. One binary that's a local MCP server and a hosted one, decided by its environment.&lt;/p&gt;

&lt;h2&gt;
  
  
  One Command, Both Modes
&lt;/h2&gt;

&lt;p&gt;gemini-faf-mcp reads its environment and adapts. Run it locally and it speaks &lt;strong&gt;stdio&lt;/strong&gt; — the transport &lt;code&gt;uvx&lt;/code&gt; and MCP clients expect. Set a &lt;code&gt;PORT&lt;/code&gt; (as Google Cloud Run does) and the same binary serves modern &lt;strong&gt;Streamable HTTP&lt;/strong&gt;: stateless, JSON, no SSE. No flags. No second package. No config. The server decides.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight console"&gt;&lt;code&gt;&lt;span class="go"&gt;uvx gemini-faf-mcp        →  stdio   (local / MCP client)
PORT=8080  →  python app  →  Streamable HTTP  (Cloud Run)
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Twelve tools either way. Identical behavior. The only thing that changes is the door it answers.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why a Chameleon
&lt;/h2&gt;

&lt;p&gt;A chameleon doesn't change what it is — it changes how it meets its surroundings. Same here: one codebase, 12 tools, one &lt;code&gt;main()&lt;/code&gt; shared by the console script and the container. What shifts is the transport, chosen by where it runs.&lt;/p&gt;

&lt;p&gt;Under the hood, the entry point passes the transport &lt;strong&gt;explicitly&lt;/strong&gt; (&lt;code&gt;transport="stdio"&lt;/code&gt; when local) instead of leaning on a framework default. The payoff is real: a strict MCP client that used to stall mid-handshake now connects cleanly — &lt;code&gt;initialize&lt;/code&gt;, &lt;code&gt;tools/list&lt;/code&gt;, &lt;code&gt;tools/call&lt;/code&gt;, every time.&lt;/p&gt;

&lt;h2&gt;
  
  
  Drop It Into Google Antigravity
&lt;/h2&gt;

&lt;p&gt;Google's agentic IDE, &lt;strong&gt;Antigravity&lt;/strong&gt;, reads one MCP config file — and it accepts &lt;em&gt;both&lt;/em&gt; modes.&lt;/p&gt;

&lt;p&gt;Local (stdio) — in &lt;code&gt;~/.gemini/config/mcp_config.json&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mcpServers"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"gemini-faf"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"uvx"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"args"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"gemini-faf-mcp"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Hosted (Streamable HTTP) — same file, the running endpoint:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mcpServers"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"gemini-faf"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"serverUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://mcpaas.live/gemini/mcp/v1"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;One gotcha: Antigravity expects &lt;code&gt;serverUrl&lt;/code&gt; — not &lt;code&gt;url&lt;/code&gt;, not &lt;code&gt;httpUrl&lt;/code&gt;. The same config works in the Gemini CLI, which converges into the Antigravity CLI.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;uvx gemini-faf-mcp
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Or point any MCP client at the hosted endpoint — tools execute on Google Cloud Run, fronted at the edge:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;https://mcpaas.live/gemini/mcp/v1
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  The Numbers
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;v2.4.0&lt;/strong&gt; — Released June 7, 2026&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;12 tools&lt;/strong&gt; — identical across both transports&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;221/221&lt;/strong&gt; — tests passing (FastMCP 3.4)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;2 transports, 1 binary&lt;/strong&gt; — stdio + Streamable HTTP&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Google Cloud Run&lt;/strong&gt; — tools execute hosted (us-east1)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;PyPI + MCP Registry + Gemini Extensions&lt;/strong&gt; — all on 2.4.0&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;Originally published on &lt;a href="https://faf.one/blog/chameleon-edition" rel="noopener noreferrer"&gt;faf.one/blog/chameleon-edition&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>gemini</category>
      <category>mcp</category>
      <category>python</category>
    </item>
    <item>
      <title>One-click MCP install for Claude Desktop (skip the JSON)</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Sun, 19 Apr 2026 22:28:57 +0000</pubDate>
      <link>https://dev.to/wolfejam/one-click-mcp-install-for-claude-desktop-skip-the-json-3han</link>
      <guid>https://dev.to/wolfejam/one-click-mcp-install-for-claude-desktop-skip-the-json-3han</guid>
      <description>&lt;p&gt;If you've ever set up an MCP server for Claude Desktop, you've edited claude_desktop_config.json by hand.&lt;/p&gt;

&lt;p&gt;Find the file. Figure out the right keys. Add a command, an args array, restart Claude. If you got the JSON wrong, Claude silently fails to load and you wonder why nothing works.&lt;/p&gt;

&lt;p&gt;There's a better way, and almost nobody knows it exists. &lt;br&gt;
.mcpb — Desktop Extension format&lt;/p&gt;

&lt;p&gt;Anthropic ships a format called MCPB — a packaged MCP server you install like any native app.&lt;/p&gt;

&lt;p&gt;Think .dmg on macOS or .exe on Windows, but for AI tools.&lt;/p&gt;

&lt;p&gt;The flow:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Download the .mcpb file&lt;/li&gt;
&lt;li&gt;Double-click&lt;/li&gt;
&lt;li&gt;Claude Desktop installs it, restart, done&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;No terminal. No JSON. No "what's the right path to ~/Library/Application Support/Claude?"&lt;/p&gt;

&lt;p&gt;Try it&lt;/p&gt;

&lt;p&gt;Here's one I built: claude-faf-mcp — 32 tools for persistent project context that survives&lt;br&gt;
sessions.&lt;/p&gt;

&lt;p&gt;👉 &lt;a href="https://github.com/Wolfe-Jam/claude-faf-mcp/releases/download/v5.5.1/claude-faf-mcp-5.5.1.mcpb" rel="noopener noreferrer"&gt;Download claude-faf-mcp-5.5.1.mcpb&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Double-click it. Claude Desktop opens the install dialog. Confirm. Restart. You now have 32 MCP tools live. Tell Claude to "extract context from my README" and it runs.&lt;/p&gt;

&lt;p&gt;The catch&lt;/p&gt;

&lt;p&gt;First download goes through your browser's Downloads folder. So technically it's "download → find → double-click" on first use.&lt;/p&gt;

&lt;p&gt;Every .mcpb after that? Genuinely one click — Chrome remembers the "always open files of this type" preference and hands future .mcpb files straight to Claude Desktop. Safari is even more permissive.&lt;/p&gt;

&lt;p&gt;Why this matters&lt;/p&gt;

&lt;p&gt;MCP is about to have a lot of servers. The JSON-config install path doesn't scale to mainstream devs who don't want to touch config files. .mcpb is the format that changes that.&lt;/p&gt;

&lt;p&gt;If you ship an MCP server, package it as .mcpb. Your non-technical users will actually install it.&lt;/p&gt;

&lt;p&gt;TL;DR&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;.mcpb = Desktop Extension format for Claude Desktop&lt;/li&gt;
&lt;li&gt;Way better than editing claude_desktop_config.json&lt;/li&gt;
&lt;li&gt;Double-click install, 10 seconds&lt;/li&gt;
&lt;li&gt;Try it: github.com/Wolfe-Jam/claude-faf-mcp&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>claude</category>
      <category>mcp</category>
      <category>ai</category>
    </item>
    <item>
      <title>Define your project once, generate AGENTS.md + .cursorrules + CLAUDE.md + GEMINI.md</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Tue, 24 Feb 2026 06:43:02 +0000</pubDate>
      <link>https://dev.to/wolfejam/define-your-project-once-generate-agentsmd-cursorrules-claudemd-geminimd-bc3</link>
      <guid>https://dev.to/wolfejam/define-your-project-once-generate-agentsmd-cursorrules-claudemd-geminimd-bc3</guid>
      <description>&lt;p&gt;Every AI coding tool invented its own context file:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9gl1doicxguf5gj6deon.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9gl1doicxguf5gj6deon.png" alt="table showing different AI tools" width="719" height="328"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Four prose files. Four places to keep in sync. Update one, forget another. Context rot&lt;br&gt;
  starts day one.&lt;/p&gt;

&lt;p&gt;What if there was one source of truth?&lt;/p&gt;

&lt;p&gt;project.faf is ~35 lines of structured YAML. IANA-registered as application/vnd.faf+yaml. It&lt;br&gt;
   defines your project once — stack, goals, conventions, architecture — and generates all&lt;br&gt;
  four formats:&lt;/p&gt;

&lt;p&gt;npm i -g faf-cli&lt;br&gt;
  faf bi-sync --all&lt;/p&gt;

&lt;p&gt;That's it. CLAUDE.md + AGENTS.md + .cursorrules + GEMINI.md from one file.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2gy5jhumk1ha97oy6lwn.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2gy5jhumk1ha97oy6lwn.png" alt=" " width="800" height="749"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Three layers, three jobs:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;.faf defines — structured YAML, machine-readable, single source of truth&lt;/li&gt;
&lt;li&gt;.md files instruct — prose for each tool, generated from .faf&lt;/li&gt;
&lt;li&gt;AI interprets — each tool reads its native format, no translation needed&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;What shipped in v4.5.0:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;faf agents import/export/sync — full AGENTS.md interop&lt;/li&gt;
&lt;li&gt;faf cursor import/export/sync — full .cursorrules interop&lt;/li&gt;
&lt;li&gt;faf bi-sync --all — every format in one pass&lt;/li&gt;
&lt;li&gt;87 new tests caught 3 cross-platform bugs (Windows \r\n, UTF-8 BOM, old Mac \r) before any user ever would&lt;/li&gt;
&lt;li&gt;1,051 tests passing total&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;MIT licensed. Free forever. 23,000+ npm downloads across the ecosystem.&lt;/p&gt;

&lt;p&gt;Blog post with diagrams: &lt;a href="https://faf.one/blog/agents-md-edition" rel="noopener noreferrer"&gt;https://faf.one/blog/agents-md-edition&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;GitHub: &lt;a href="https://github.com/Wolfe-Jam/faf-cli" rel="noopener noreferrer"&gt;https://github.com/Wolfe-Jam/faf-cli&lt;/a&gt;&lt;/p&gt;

</description>
      <category>opensource</category>
      <category>ai</category>
      <category>programming</category>
      <category>productivity</category>
    </item>
    <item>
      <title>The File That Sits Between package.json and README.md</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Tue, 27 Jan 2026 05:33:34 +0000</pubDate>
      <link>https://dev.to/wolfejam/the-file-that-sits-between-packagejson-and-readmemd-48gk</link>
      <guid>https://dev.to/wolfejam/the-file-that-sits-between-packagejson-and-readmemd-48gk</guid>
      <description>&lt;p&gt;&lt;strong&gt;AI changed my auth system last year. Not a bug. Not a misunderstanding. It just... changed it. Confidently. Wrongly.&lt;/strong&gt;   &lt;/p&gt;

&lt;p&gt;I went looking for the industry standard for AI context. The &lt;code&gt;package.json&lt;/code&gt; for AI tools. The file that says "here's what this project is, here's how we do things."&lt;/p&gt;

&lt;p&gt;It didn't exist.&lt;/p&gt;

&lt;p&gt;So I built one.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Alphabetical Accident
&lt;/h2&gt;

&lt;p&gt;When I created &lt;code&gt;project.faf&lt;/code&gt;, I didn't plan this. But look where it sits:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;package.json    ← npm's context
project.faf     ← AI's context
README.md       ← human's context
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Alphabetically, it lands exactly where it belongs. Between the machine context and the human context. That's not marketing - that's the filesystem.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Problem: DAAFT
&lt;/h2&gt;

&lt;p&gt;Without persistent context, AI operates in a cycle I call DAAFT:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;D&lt;/strong&gt;iscover — "What is this project?"&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;A&lt;/strong&gt;ssume — "Probably React? Maybe TypeScript?"&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;A&lt;/strong&gt;sk — "Which API are you using?"&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;F&lt;/strong&gt;orget — Next session, repeat from step 1&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;T&lt;/strong&gt;okens — LOST (and time)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;The math:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Without &lt;code&gt;project.faf&lt;/code&gt;: ~1,750 tokens per session re-discovering your project
&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fa6rcy9cs0o06lkqw7amt.png" alt="Screenshot showing project.faf file sitting alphabetically between package.json and README.md in a file browser" width="547" height="143"&gt;
&lt;/li&gt;
&lt;li&gt;With &lt;code&gt;project.faf&lt;/code&gt;: ~150 tokens once&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;91% reduction. Nice.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;But here's what nobody talks about.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Every session, AI's understanding shifts slightly. Different assumptions. Different mental model. After weeks, months — AI has drifted so far from reality it makes confident wrong decisions.&lt;/p&gt;

&lt;p&gt;Then you blame AI. "It's hallucinating." "It doesn't understand." "AI is overhyped."&lt;/p&gt;

&lt;p&gt;No. &lt;strong&gt;Your context drifted.&lt;/strong&gt; AI is working with what it has.&lt;/p&gt;

&lt;p&gt;That's how my auth system got changed. AI wasn't broken. My context was.&lt;/p&gt;

&lt;p&gt;&lt;code&gt;project.faf&lt;/code&gt; doesn't just save tokens. It makes drift impossible. The foundation doesn't move. AI stays aligned with your project, forever.&lt;/p&gt;

&lt;p&gt;Stop blaming AI. Fix the drift.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Fix: project.faf
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;project&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;acme-dashboard"&lt;/span&gt;
  &lt;span class="na"&gt;goal&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Real-time&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;metrics&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;for&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;engineering&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;teams"&lt;/span&gt;
  &lt;span class="na"&gt;main_language&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;typescript&lt;/span&gt;

&lt;span class="na"&gt;stack&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;frontend&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;react&lt;/span&gt;
  &lt;span class="na"&gt;backend&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;node&lt;/span&gt;
  &lt;span class="na"&gt;database&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;postgres&lt;/span&gt;
  &lt;span class="na"&gt;hosting&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;vercel&lt;/span&gt;

&lt;span class="na"&gt;human_context&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;who&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Engineering&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;team&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;at&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;Acme&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;Corp"&lt;/span&gt;
  &lt;span class="na"&gt;what&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Internal&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;tool&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;replacing&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;spreadsheet&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;workflows"&lt;/span&gt;
  &lt;span class="na"&gt;why&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Manual&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;reporting&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;takes&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;10&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;hours/week"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;That's it. YAML. Human-readable. AI-readable.&lt;/p&gt;

&lt;p&gt;When AI loads this first, it doesn't guess. It knows.&lt;/p&gt;

&lt;h2&gt;
  
  
  What's in v4.0
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Bi-Sync
&lt;/h3&gt;

&lt;p&gt;One source of truth that stays aligned with every AI's context file:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;project.faf ←→ CLAUDE.md
            ←→ GEMINI.md
            ←→ conductor/
            ←→ any context file
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;8 milliseconds average sync time. You edit one, the others update. Context drift becomes impossible.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;faf bi-sync &lt;span class="nt"&gt;--watch&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Universal Format Detection
&lt;/h3&gt;

&lt;p&gt;FAF scans your project and detects 154 framework/config combinations automatically:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;faf formats

Detected formats:
  ✓ typescript &lt;span class="o"&gt;(&lt;/span&gt;tsconfig.json&lt;span class="o"&gt;)&lt;/span&gt;
  ✓ react &lt;span class="o"&gt;(&lt;/span&gt;package.json → dependencies&lt;span class="o"&gt;)&lt;/span&gt;
  ✓ vite &lt;span class="o"&gt;(&lt;/span&gt;vite.config.ts&lt;span class="o"&gt;)&lt;/span&gt;
  ✓ tailwind &lt;span class="o"&gt;(&lt;/span&gt;tailwind.config.js&lt;span class="o"&gt;)&lt;/span&gt;
  ✓ eslint &lt;span class="o"&gt;(&lt;/span&gt;.eslintrc&lt;span class="o"&gt;)&lt;/span&gt;
  ✓ prettier &lt;span class="o"&gt;(&lt;/span&gt;.prettierrc&lt;span class="o"&gt;)&lt;/span&gt;

Framework pyramid: 6 formats detected
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  AI-Readiness Scoring
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;faf score

project.faf analysis:
  Project basics:  100% &lt;span class="o"&gt;(&lt;/span&gt;3/3 slots&lt;span class="o"&gt;)&lt;/span&gt;
  Stack coverage:  100% &lt;span class="o"&gt;(&lt;/span&gt;5/5 slots&lt;span class="o"&gt;)&lt;/span&gt;
  Human context:    80% &lt;span class="o"&gt;(&lt;/span&gt;4/5 slots&lt;span class="o"&gt;)&lt;/span&gt;

  Overall: 🏆 95% - Gold tier

  Missing: human_context.when
  Suggestion: Add target timeline or deadline
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The score isn't arbitrary. It's slot-based. A minimal project needs ~4 slots. A full enterprise project might use 21+. The percentage is filled slots divided by needed slots.&lt;/p&gt;

&lt;p&gt;At 100%, AI has complete context for your stack. No clarifying questions needed.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Credentials
&lt;/h2&gt;

&lt;p&gt;I'm not going to oversell this. Here's what's real:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;IANA Registration:&lt;/strong&gt; &lt;code&gt;application/vnd.faf+yaml&lt;/code&gt; is now an official media type. Filed October 2025, approved October 30. The format has a home alongside JSON, XML, PDF.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Anthropic MCP:&lt;/strong&gt; PR #2759 merged into the official Model Context Protocol registry. FAF works natively with Claude Desktop.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Downloads:&lt;/strong&gt; 21,000+ across the ecosystem (faf-cli, claude-faf-mcp, faf-mcp, grok-faf-mcp).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;License:&lt;/strong&gt; MIT. Free forever. No enterprise tier. No upsell.&lt;/p&gt;

&lt;h2&gt;
  
  
  Getting Started
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Install&lt;/span&gt;
npm &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-g&lt;/span&gt; faf-cli

&lt;span class="c"&gt;# Initialize (do this FIRST on any project)&lt;/span&gt;
&lt;span class="nb"&gt;cd &lt;/span&gt;your-project
faf auto

&lt;span class="c"&gt;# Check status&lt;/span&gt;
faf status &lt;span class="nt"&gt;--oneline&lt;/span&gt;
&lt;span class="c"&gt;# 🏆 project.faf 100% | bi-sync ✓ | foundation optimized&lt;/span&gt;

&lt;span class="c"&gt;# Keep synced&lt;/span&gt;
faf bi-sync &lt;span class="nt"&gt;--watch&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;That's it. Your project now has persistent AI context.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Philosophy
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;FAF first.&lt;/strong&gt; The earlier AI has your &lt;code&gt;project.faf&lt;/code&gt;, the more tokens you save, more importantly--the more time you save, and it adds up. So, don't add it after months of development (although it works on any repo, of any age). Get into a new habit--Add it day one.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Foundation, not configuration.&lt;/strong&gt; This isn't settings. It's the ground your AI builds on. You don't configure a foundation. You establish it.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Trust, not hope.&lt;/strong&gt; With FAF, you're not hoping AI understands your project. You know it does.&lt;/p&gt;

&lt;h2&gt;
  
  
  What's Next
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Native integrations with more AI tools&lt;/li&gt;
&lt;li&gt;Conductor orchestration patterns&lt;/li&gt;
&lt;li&gt;Enterprise patterns (monorepo support)&lt;/li&gt;
&lt;li&gt;Community-driven format extensions&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Try It
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-g&lt;/span&gt; faf-cli &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; faf auto
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;GitHub: &lt;a href="https://github.com/Wolfe-Jam/faf-cli" rel="noopener noreferrer"&gt;github.com/Wolfe-Jam/faf-cli&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Website: &lt;a href="https://faf.one" rel="noopener noreferrer"&gt;faf.one&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;AI changed my auth system because it didn't know my project.&lt;/p&gt;

&lt;p&gt;Now it does.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;What's your biggest frustration with AI context? I'd love to hear what's missing or what would make this more useful for your workflow.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>programming</category>
      <category>opensource</category>
      <category>ai</category>
      <category>tooling</category>
    </item>
    <item>
      <title>Your AI Context Now Works Everywhere: faf-cli Google Gemini Edition</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Thu, 15 Jan 2026 22:52:51 +0000</pubDate>
      <link>https://dev.to/wolfejam/your-ai-context-now-works-everywhere-faf-cli-google-gemini-edition-19bc</link>
      <guid>https://dev.to/wolfejam/your-ai-context-now-works-everywhere-faf-cli-google-gemini-edition-19bc</guid>
      <description>&lt;p&gt;published: true&lt;br&gt;
  tags: ai, devtools, gemini, claude&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9rjap5csdwpit9sv1u71.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9rjap5csdwpit9sv1u71.png" alt="faf format hub diagram showing bidirectional sync between CLAUDE.md and GEMINI.md" width="800" height="444"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;faf-cli v3.4.7 brings bidirectional interoperability between Claude and Gemini ecosystems.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;If you've ever wished your Claude context files worked with Gemini (or vice versa), that's now a single command away.&lt;/p&gt;

&lt;p&gt;## The Problem&lt;/p&gt;

&lt;p&gt;Every AI assistant has its own context format:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Claude uses &lt;code&gt;CLAUDE.md&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Gemini uses &lt;code&gt;GEMINI.md&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Cursor, Windsurf, others have their own conventions&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;You maintain multiple files saying the same thing. When your project changes, you update one and forget the others. Your AI assistants diverge.&lt;/p&gt;

&lt;p&gt;## The Solution: One Format, Every AI&lt;/p&gt;

&lt;p&gt;The &lt;code&gt;.faf&lt;/code&gt; format (Foundational AI-context Format) acts as a universal hub. One source of truth. Automatic sync. Every AI stays current.&lt;/p&gt;

&lt;p&gt;## How It Works&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;br&gt;
  &lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Futlsjj788moa5dulbvlq.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Futlsjj788moa5dulbvlq.png" alt="faf gemini export terminal output showing GEMINI.md creation" width="432" height="410"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;
bash
  faf gemini export

  That's it. Your .faf context becomes a native GEMINI.md that Gemini CLI understands.

  Why This Matters

  Switch AIs without losing context. Start in Claude Code. Continue in Gemini CLI. Your project DNA follows you.

  Team flexibility. Some prefer Claude. Others use Gemini. Everyone shares context through .faf.

  Future-proof. When the next AI launches, adding support is one export target away.

  Get Started

  npm install -g faf-cli
  faf init
  faf gemini export

  npm: https://www.npmjs.com/package/faf-cli
  Docs: https://faf.one
  Blog: https://www.faf.one/blog/google-gemini-edition

  ---
  The .faf format is IANA-registered and part of the official Claude MCP ecosystem (#2759).
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

</description>
      <category>ai</category>
      <category>gemini</category>
      <category>claudeai</category>
      <category>antigravity</category>
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</rss>
