mpapis

The ripgrep of AI context: a zero-dependency C++23 CLI + MCP server giving coding agents a ranked, deterministic map of any repo, blast radius, tests-to-run and quality deltas. Signatures at 80% fewer bytes than bodies; ~5% of a grep-and-read pass's tokens.