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    <title>DEV Community: wolfejam.dev</title>
    <description>The latest articles on DEV Community by wolfejam.dev (@wolfejam).</description>
    <link>https://dev.to/wolfejam</link>
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      <title>DEV Community: wolfejam.dev</title>
      <link>https://dev.to/wolfejam</link>
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    <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="443"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt; &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; &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; &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>
    </item>
    <item>
      <title>I built FAF using Zig on Bun for Claude</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Tue, 23 Dec 2025 22:59:06 +0000</pubDate>
      <link>https://dev.to/wolfejam/i-built-faf-using-zig-on-bun-for-claude-190i</link>
      <guid>https://dev.to/wolfejam/i-built-faf-using-zig-on-bun-for-claude-190i</guid>
      <description>&lt;p&gt;⏺ Yes, that title is real. Let me explain.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;FAF&lt;/strong&gt; = Foundational AI-context Format (IANA registered)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Zig&lt;/strong&gt; = The language Bun is built with&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Bun&lt;/strong&gt; = The fast JS runtime&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Claude&lt;/strong&gt; = Anthropic's AI&lt;/li&gt;
&lt;/ul&gt;

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

&lt;p&gt;AI coding tools have amnesia. Every session starts from zero. You explain your stack, your conventions, your architecture—gone.&lt;/p&gt;

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

&lt;p&gt;A file format that persists. &lt;code&gt;.faf&lt;/code&gt; - your project's DNA for any AI.&lt;/p&gt;

&lt;p&gt;## I Built Two CLIs&lt;/p&gt;

&lt;p&gt;### bun-sticky-faf (TypeScript)&lt;/p&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;
bash
  bun add -g bun-sticky-faf
  bun-sticky score

  Zero deps. 328 tests. Pure Bun APIs.

  bun-sticky-zig (Zig)

  77KB binary. 31µs scoring. 55 million ops/sec.

  Built in Bun's own language. 220X faster than TypeScript.

  Why Bun?

  Bun's philosophy aligns with FAF: fast, lean, no bloat. Zig (Bun's core language) takes it further—freestanding WASM, no hidden allocations, raw speed.

  The Numbers

  | Metric         | Value       |
  |----------------|-------------|
  | Scoring speed  | 31µs        |
  | Ops/sec        | 55 million  |
  | Binary size    | 77KB        |
  | vs TS baseline | 220X faster |

  Why This Stack?

  Bun is fast. Zig is faster. Claude needs context. FAF provides it.

  The circle completes.

  https://dev-to-uploads.s3.amazonaws.com/uploads/articles/h31z2kpmcvbjxcgz4bpb.png

  Learn More

  - https://faf.one
  - https://faf.one/blog/bun-sticky-launch
  - https://faf.one/blog/bun-sticky-zig-launch
  - https://www.iana.org/assignments/media-types/application/vnd.faf+yaml
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

</description>
      <category>bunjs</category>
      <category>zig</category>
      <category>anthropic</category>
      <category>devops</category>
    </item>
    <item>
      <title>From Desktop Frustration to Internet Standard in 3 Months</title>
      <dc:creator>wolfejam.dev</dc:creator>
      <pubDate>Sat, 15 Nov 2025 03:30:43 +0000</pubDate>
      <link>https://dev.to/wolfejam/from-desktop-frustration-to-internet-standard-in-3-months-9jf</link>
      <guid>https://dev.to/wolfejam/from-desktop-frustration-to-internet-standard-in-3-months-9jf</guid>
      <description>&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%2F35m61vffxf521yomlhed.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%2F35m61vffxf521yomlhed.png" alt=".faf simplifies AI context - from chaos to clarity" width="800" height="800"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  .faf Officially Registered by IANA as application/vnd.faf+yaml
&lt;/h2&gt;

&lt;h2&gt;
  
  
  From Desktop Frustration to Internet Standard in 3 Months
&lt;/h2&gt;

&lt;p&gt;IANA (Internet Assigned Numbers Authority) officially registered &lt;code&gt;.faf&lt;/code&gt; as &lt;code&gt;application/vnd.faf+yaml&lt;/code&gt; - the first AI context format with official MIME type designation. It sits alongside PDF, JPEG, XML, JSON, and HTTP itself as an internet standard.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is .faf?
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;.faf&lt;/strong&gt; stands for &lt;strong&gt;Foundational AI-context Format&lt;/strong&gt; - &lt;/p&gt;

&lt;p&gt;A file format for persistent AI project context. One &lt;code&gt;project.faf&lt;/code&gt; file (sits with package.json and README) in your repo gives AI assistants complete project understanding - tech stack, architecture, dependencies, conventions.&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%2Fhctpuxariynvmz8b5060.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%2Fhctpuxariynvmz8b5060.png" alt="project.faf file in repository structure" width="545" height="65"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Works with Claude Desktop (MCP), Claude Code, OpenAI Codex, Cursor, Gemini CLI, Windsurf, Warp - any AI tool that can read files.&lt;/p&gt;

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

&lt;p&gt;Most projects have 40-60% AI-context at best. At 55% you're flipping a coin with AI at every decision. AI assistants don't understand your project, explanations don't persist, context is lost. Projects suffer, run late, many fail. AI can't help you effectively.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Solution
&lt;/h2&gt;

&lt;p&gt;AI needed a format, it got one. &lt;code&gt;.faf&lt;/code&gt; brings your project to a minimum of 85-99% (recommended) AI-context. Simply put: the closer you get to 100%, the more AI can actually help you. At 99/100, AI is optimized.&lt;/p&gt;

&lt;p&gt;It's the only format-driven solution for persistent context provided at the foundational layer. It's not claude.md, not an afterthought. They do an important but different job—&lt;strong&gt;.faf defines, Claude interprets&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;&lt;code&gt;.faf&lt;/code&gt; lives in git with your code, survives across sessions and tools. It provides foundational facts to any AI like package.json does for dependencies.&lt;/p&gt;

&lt;h2&gt;
  
  
  Quadruple Validation
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;IANA Registration&lt;/strong&gt; (Oct 31, 2025) - Official internet media type&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Anthropic MCP Registry&lt;/strong&gt; (Oct 17, 2025) - PR #2759 merged, first persistent project context server&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Google Chrome Web Store&lt;/strong&gt; (September 2025) - Extension approved&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;13k+ downloads&lt;/strong&gt; - 6.5k CLI + 6.7k MCP (800+/week sustained)&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The Real Journey (30 Years)
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;1995-2025&lt;/strong&gt;: Building format expertise - Commodore Amiga's .iff, Carpet Industry 3D simulations&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;2024&lt;/strong&gt;: Started AI research and development &lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;2025&lt;/strong&gt;: Started AI format development, immediately saw the context problem and lack of a format&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;August 8, 2025&lt;/strong&gt;: Format created, first ever .faf&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;September 1, 2025&lt;/strong&gt;: Developer tool with .faf engine-Mk1&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;September 11, 2025&lt;/strong&gt;: Google approved Chrome Extension&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;September 16, 2025&lt;/strong&gt;: MCP server launched (v2.0.0)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;September 24, 2025&lt;/strong&gt;: CLI launched (v2.1.0)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;October 17, 2025&lt;/strong&gt;: Merged into Anthropic MCP Registry (PR #2759)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;October 31, 2025&lt;/strong&gt;: IANA registration&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Use
&lt;/h2&gt;

&lt;p&gt;Install via npm or Homebrew:&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="c"&gt;# npm&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;# Homebrew&lt;/span&gt;
brew &lt;span class="nb"&gt;install &lt;/span&gt;faf-cli

&lt;span class="c"&gt;# Quick start&lt;/span&gt;
&lt;span class="nb"&gt;cd &lt;/span&gt;your-project
faf init        &lt;span class="c"&gt;# Creates .faf file&lt;/span&gt;
faf score       &lt;span class="c"&gt;# Check AI-context (0-100%)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;For Claude Desktop (MCP), add to &lt;code&gt;~/Library/Application Support/Claude/claude_desktop_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;"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;"npx"&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;"-y"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"claude-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;h2&gt;
  
  
  30-Year Format Expertise
&lt;/h2&gt;

&lt;p&gt;This wasn't luck - it was three decades of format design experience applied to AI's context problem. From .iff to Carpet Industry simulations to AI context, every format taught me something. When AI needed a format, I got it right immediately because I'd been preparing for 30 years.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;30 years collating. 3 months creating!&lt;/strong&gt; 💥&lt;/p&gt;

&lt;h2&gt;
  
  
  Resources
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Documentation:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Full announcement: &lt;a href="https://faf.one/blog/iana-registration" rel="noopener noreferrer"&gt;https://faf.one/blog/iana-registration&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Website: &lt;a href="https://faf.one" rel="noopener noreferrer"&gt;https://faf.one&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;CLI Tools:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&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;/li&gt;
&lt;li&gt;npm: &lt;a href="https://www.npmjs.com/package/faf-cli" rel="noopener noreferrer"&gt;https://www.npmjs.com/package/faf-cli&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;MCP Servers:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;claude-faf-mcp: &lt;a href="https://github.com/Wolfe-Jam/claude-faf-mcp" rel="noopener noreferrer"&gt;https://github.com/Wolfe-Jam/claude-faf-mcp&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;New!&lt;/strong&gt; faf-mcp (Universal): &lt;a href="https://github.com/Wolfe-Jam/faf-mcp" rel="noopener noreferrer"&gt;https://github.com/Wolfe-Jam/faf-mcp&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;npm: &lt;a href="https://www.npmjs.com/package/claude-faf-mcp" rel="noopener noreferrer"&gt;https://www.npmjs.com/package/claude-faf-mcp&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Open source, MIT licensed, free forever.&lt;/p&gt;

&lt;p&gt;Persistent, format-driven context is essential. The closer you get to 100% AI-context, the more AI understands your project.&lt;/p&gt;

&lt;p&gt;🏎️✨wolfejam.dev&lt;/p&gt;

&lt;p&gt;"It's so logical if it didn't exist, AI would have built it itself" — Claude&lt;/p&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
  </channel>
</rss>
