rtfm

by roomi-fields · Memory & Knowledge · ★ 26

rtfm is an MCP server by roomi-fields. The open retrieval layer for AI coding agents. Indexes code, docs, legal, research, data — 24 parsers (incl. EPUB, DOCX, ODT, MIDI, audio), FTS5 + semantic search, knowledge graph. Serves surgical context via MCP. Open source, local, free. It has 26 GitHub stars and ranks #757 of 1287 in Memory & Knowledge by stars.

Category: Memory & Knowledge
Author: roomi-fields
GitHub stars: 26
This week: Tracking since 18 Oct 2026
Language: Python
License: MIT (open source)
Last update: 2026-10-22 (2 days ago)
Links: Source Website

ai-agents
claude
claude-code
code-search
context-engineering
developer-tools
embeddings
fts
json-schema
knowledge-base
knowledge-graph
mcp
+8 more

How to install rtfm

Install steps differ per project, so follow the README in the rtfm repository. Most MCP servers start with a single command (npx -y <package>, uvx <package> or a Docker image) that you add to your client's config. The install guide shows where that goes in Claude Code, Claude Desktop, Cursor and VS Code.

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Frequently asked questions

What is rtfm?

rtfm is an MCP server by roomi-fields in the Memory & Knowledge category. The open retrieval layer for AI coding agents. Indexes code, docs, legal, research, data — 24 parsers (incl. EPUB, DOCX, ODT, MIDI, audio), FTS5 + semantic search, knowledge graph. Serves surgical context via MCP. Open source, local, free. It has 26 GitHub stars and ranks #757 of 1287 in Memory & Knowledge by stars.

Is rtfm free and open source?

Yes. rtfm is published under the MIT license, so you can run, modify and self-host it at no cost. If it connects to a paid service, that service's own pricing and API terms still apply. Check the repository for the exact license text before using it commercially.

What are the alternatives to rtfm?

Other Memory & Knowledge projects on MCP Harbor include open-webui, graphify, claude-mem. Each alternative links to its own page with stars, license and recent activity. The Memory & Knowledge category ranks all 1287 by stars, and you can re-sort it by growth this week.

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