Portable, always-fresh docs for agents and humans. A Surface hub is a conformant OKF concept; Surface adds the freshness OKF leaves out - it fails the build when the code a doc describes changes. Deterministic, no LLM.

A context-aware AI code review bot that acts like a Senior Engineer. Features 2-stage triage, documentation drift detection, and architectural enforcement.

🔍 AI-powered Code↔Docs Drift Detector and Security-first Auditing Pipeline built for the Anna Hackathon

Rust CLI that finds drift between Claude skill prose and installed tool surfaces, and parks review-gated fix proposals.

GitHub Action that automatically flags stale documentation by detecting drift between code changes and project docs using LLMs.

Tracks documentation freshness vs code churn to identify outdated AI agent context

Keeps documentation honest with the code it describes. Three axes, one creed — prove it or drop it: a ride-along reflex flags drift, winnow certifies every claim in a deep pass, flourish crafts ugly-but-true docs to a gold standard, cultivate keeps the repo clean. Cites the line or says nothing; rewrites prose only when asked. Language-agnostic.