Audit any repository for AI-readiness.

Persistent Project Context for Claude — IANA-registered .faf format · 32 tools + 1 prompt · MCP Registry #2759

Persistent Project Context for xAI Grok — IANA-registered .faf format · MCP server on a URL

The FREE AI-readiness assessment for software organizations embracing AI-coding

A technical specification for the Jentic API AI-Readiness Framework (JAIRF). Defines the signals, dimensions, scoring model, and normalisation rules used to evaluate how interpretable, operable, and trustworthy APIs are for AI systems and autonomous agents.

Assess and improve your codebase's AI-readiness. Get an AI Readiness Score (0-100).

Audit, optimize, and prepare your Laravel codebase for AI coding agents. Readiness scoring, auto-fixes, AGENTS.md generation, simulation mode, and plugin system.

Official website for .faf — faf.one. SvelteKit, auto-deploys on push

Context window cost & dependency fragmentation analysis for AI-ready codebases

Claude Code skills for .faf — reusable workflows for project DNA management

A Test Receipt Printer for git. Every CI run prints a receipt to .taf — append-only, cannot be gamed. Proof over time.

Persistent Project Context for Rust MCP clients — IANA-registered .faf format · Rust-native MCP server

GitHub Action to validate .faf files and sync AI context

Governance-as-Code toolkit for enterprise AI readiness assessments. Structured Markdown templates, AI agent skills, and consultant playbooks to run a 4-week engagement — from executive workshops to scored, visualized recommendations.

Demo: .taf test receipts in action — audit trail and proof over time

Homebrew tap for rust-faf-cli — brew install wolfejam/faf/rust-faf-cli

AI visibility monitoring with 23 MCP tools + 5 expert workflows. Check how 8 LLM platforms (ChatGPT, Gemini, Perplexity, Claude, Grok, DeepSeek, Meta AI, Copilot) see your brand. Free tier: 19 tools without API keys. Pro: history, trends, alerts. Hosted MCP at geo.studiomeyer.io

FAF CLI — Zig-native .faf parser compiled to Bun-compatible binary

Persistent Project Context for Rust — IANA-registered .faf format · parse, validate, score, FAFb binary

Audit any website for AI agent readiness. Think Lighthouse, but for AI coding agents. Checks llms.txt, robots.txt, token economics, content structure, capability signaling, and more.