MCP Implementationverifiable AI agent tools
Agents need verifiable tools, not better prompt theater
The useful agent pattern is not a prettier prompt. It is a tool surface the agent can call, inspect, verify, and revise.
Repo Intelligencerepo archaeology for AI teams
Repo history is a product signal
A repo is not just storage. It is evidence of decisions, repairs, release behavior, naming drift, test gaps, and what the builder actually knows how to finish.
AI Tool ImplementationAI tool implementation support
Implementation help is part of the product surface
A useful open-source tool still needs a path from public repo to working environment. That path is product work, not an afterthought.