ai-readiness

Audit any repository for AI-readiness.

Scientific Dataset Quality Control and Data Exploration Tool

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.

Persistent Project Context for Claude — IANA-registered .faf format · Core 14 MCP tools (30 with FAF_TOOLS=all) + 2 prompts · MCP Registry #2759

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

AI readiness & verification toolkit — measure how ready your codebase is for autonomous AI coding agents, and get a roadmap to autonomy. Plugins for Claude Code, Kiro, Cursor, Codex.

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

Toolkit to make Power BI semantic models and Fabric Data Agents AI/Copilot-ready: semantic model AI-readiness analyzers, a Data Agent config validator, a natural-language remediation agent, a Copilot diagnostics troubleshooter, and lakehouse data-source readiness checks.

A self-contained Claude Code & GitHub Copilot plugin that assesses a team's AI readiness against the Agentic Habitat Maturity Model and the Sovereign Engineer framework, producing a gap-anchored maturity report.

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

AI Readiness toolkit for Astro — generates llms.txt, agents.md, .well-known/mcp.json, named-bot rules in robots.txt, and ships JSON-LD helper components.

Web app that audits any public page for search engine and AI readiness — 30+ automated checks, weighted scoring, and an actionable report.

Claude Code Skills — the FAF Way · curated, receipt-proven skills that take any project to 100% AI-readiness · open SKILL.md format (Claude, Codex, Copilot, Gemini, Cursor)

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

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

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

Short conversations that make founders think about the right things.

AI coding readiness audit & in-place transform, as an Agent Skill

StudioMeyer GEO — AI visibility monitoring MCP server. 30 tools + 5 expert workflows across 8 LLM platforms. Hosted connector: geo.studiomeyer.io/mcp

How ready is your software to evolve itself safely, and how much does AI drive? Autonomy levels with file-level evidence.