Auto-generates a 19-section project map, vocabulary translation layer, and developer skill for any codebase. Introspects routes, models, services, features, infrastructure, and session history to give Claude instant full-stack context. Maps plain-English phrases to exact file paths. Self-updates via pre-commit hook. Iterative install with 90% quality threshold and human-readable grading reports. Supports Python (FastAPI, Django, Flask), TypeScript/JavaScript (Next.js, NestJS, Express), Go, Java, and any stack using docker-compose, Terraform, or Prisma.