Can I sync .faf with my existing documentation?

Yes, FAF Expert supports bi-sync functionality which keeps machine-readable .faf files and human-readable CLAUDE.md files in perfect harmony automatically.

How does the AI-readiness score work?

It uses a Championship system (0-100%) to rate how well-documented and structured your project is for AI consumption. A score of 85% or higher is recommended for production-grade AI collaboration.

A .faf (Foundational AI-context Format) file is a YAML-based file that stores essential project context, enabling AI assistants to understand your codebase instantly and persistently across different sessions.

What is the Tool Visibility System in v2.8.0?

It optimizes the user experience by defaulting to 21 core workflow tools to reduce cognitive load, while allowing users to opt-in to a total of 51 advanced tools via configuration.

Is FAF limited only to Claude?

No, while this skill is optimized for Claude Code via an official Anthropic MCP steward, the .faf format is universal and works with ChatGPT, Gemini, Cursor, and other AI development tools.

FAF Expert: AI Project Context

Name: FAF Expert: AI Project Context
Author: Wolfe-Jam

byWolfe-Jam

•

生産性とワークフロー

Manages .faf files and project DNA to provide persistent, universal AI context and measurable AI-readiness scoring.

FAF Expert is a specialized utility designed to manage the Foundational AI-context Format (.faf), creating a 'Project DNA' that persists across different AI assistants and development sessions. It streamlines the synchronization between machine-readable .faf files and human-readable CLAUDE.md guides, calculates AI-readiness scores to ensure production-grade project clarity, and provides a robust MCP server for seamless integration with Claude Desktop. Whether you are auditing a codebase or automating project documentation, FAF Expert ensures your AI tools have the highest quality context available.

主な機能

01Championship-grade AI-readiness scoring (0-100%) for project optimization

02Bi-directional synchronization between .faf and CLAUDE.md documentation

03Integrated MCP server with a v2.8.0 tool visibility system for workflow management

04Automated creation and maintenance of .faf (Foundational AI-context Format) files

056 GitHub stars

06Support for 150+ technology stack formats and 51 specialized development tools

ユースケース

01Auditing and improving the AI-readiness of a codebase using the Championship scoring system

02Automating project documentation updates through CLI-driven context synchronization

03Ensuring consistent project context across different AI coding assistants like Claude, ChatGPT, and Cursor

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add wolfe-jam/faf-cli faf-expert

For use in Claude.ai and ChatGPT

Download Skill