Independent software studio

Building focused tools for the AI‑native developer.

Monadeo builds production-grade developer tools, including Grimoire, documentation retrieval for AI coding agents.

Products

One tool at a time, done properly.

Documentation retrieval for AI coding agents.

Your agent calls one API, MCP server, or CLI and gets ranked, attributed, version-pinned documentation it can cite. When the docs don't cover it, Grimoire says so instead of guessing.

  • Relevance, not proximity. Hybrid retrieval fuses dense vectors with a lexical leg and reranks with a cross-encoder, so semantic matches and exact identifiers both land.
  • Honest refusal. Out-of-corpus queries return weak confidence instead of confidently-wrong chunks.
  • Versions are first-class. Pin source@version; every result cites its origin URL. Open-source clients, zero telemetry.

NDCG@10 0.845 · MRR@10 0.977 · Recall@50 0.958 · Refusal 0.938

brew install monadeo/tap/grimoireOpen-source clients ↗

More focused tools are in the works.

About

A studio, not a factory.

Monadeo is an independent software studio. We build developer tools and run them in production, valuing measured quality over feature sprawl.

Focused

Tools that do one job extremely well, with interfaces agents and humans both understand.

Proven

Releases gate on evidence: labeled evals, contract checks, and regression caps.

Honest

Cited sources, honest refusals, open-source clients with zero telemetry.