AgentIndex icon
AgentIndex
ToolsCategoriesTrendingNewCompare
Submit Tool
Home/
RAG / Knowledge Base/
rtfm
rtfm logo

rtfm

Active·★ 12·MIT·Updated 2026-05-25
★ Trending★ RAG / Knowledge Base

The open retrieval layer for AI coding agents. Indexes code, docs, legal, research, data — 22 parsers (incl. EPUB, DOCX, ODT), FTS5 + semantic search, knowledge graph. Serves surgical context via MCP. Open source, local, free.

RTFM is a local, open-source retrieval layer that indexes everything in a project (code, docs, PDFs, etc.) so that AI agents can find the right context instantly without hallucinations or cloud costs. It integrates with Claude Code and other MCP clients, supports multiple formats, and provides fast search with progressive disclosure.

#ai-agents#claude#claude-code#code-search#context-engineering#developer-tools#embeddings#fts
$ Install
$ pip install rtfm-ai && cd your-project && rtfm init
↗ Visit site★ GitHub
01

Features

01Full-text, semantic, and hybrid search with progressive disclosure
02Multi-format indexing with 22 built-in parsers (code, docs, PDFs, etc.)
03Local, free, and open-source (MIT license)
04Knowledge graph with wikilinks and import edges, plus version history
05Seamless MCP integration (native Claude Code plugin and manual install)
02

Compatibility

Python
Python 3.10+
Verified via docs
Claude Code
Claude Code Plugin
Verified via docs
Linux
Linux
Verified via docs
macOS
macOS
Verified via docs
Windows
Windows (incl. WSL)
Verified via docs
03

Quick start

1
$ pip install rtfm-ai
2
$ cd your-project
3
$ rtfm init
04

Use cases

↳Legal and regulatory document retrieval with support for specialized formats
↳Research projects combining code, papers, and datasets
↳Any project mixing code with domain-specific documents (FinTech, HealthTech, etc.)
05

Alternatives

mindsdb logo
mindsdb★ 39.2k
Federated Query Engine for AI - The only MCP Server you'll ever need
vs →
Brave Search MCP logo
Brave Search MCP★ 86.5k
Allow your AI Agent to search the real-time internet using Brave Search API. Essential for getting up-to-date information.
vs →
context-mode logo
context-mode★ 16.0k
Context window optimization for AI coding agents. Sandboxes tool output, 98% reduction. 12 platforms
vs →
Auto-claude-code-research-in-sleep logo
Auto-claude-code-research-in-sleep★ 11.0k
ARIS ⚔️ (Auto-Research-In-Sleep) — Claude Code skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation via Codex MCP
vs →
agents-best-practices logo
agents-best-practices★ 1.1k
Provider-neutral Agent Skill for Codex, Claude Code, and agentic harness design.
vs →
holaOS logo
holaOS★ 5.4k
The agent environment for long-horizon work, continuity, and self-evolution.
vs →
awesome-claude logo
awesome-claude★ 250
HeyClaude is a curated registry and distribution surface for Claude and AI-workflow assets: agents, MCP servers, skills, commands, hooks, rules, guides, tools, jobs, Raycast feeds, static data exports, and an npm MCP package.
vs →
three.ws logo
three.ws★ 40
Open-source 3D AI agent framework — GLB/glTF avatars with LLM brains, memory, emotions, and autonomous payments. MCP server · x402 · Solana/EVM · Three.js. Embed anywhere as a web component. Character studio, animation gallery, OAuth 2.1. Browser-native.
vs →
See all alternatives →

Related searches

rtfm AlternativesBest RAG / Knowledge Base Tools 2026Open Source RAG / Knowledge Basertfm Tutorialrtfm Vs Competitorsai-agentsclaudeclaude-code

Comments

Log in to leave a comment
  • J
    Justice HarrisMay 22, 2026

    Good for knowledge-intensive AI workflows that need to search across diverse content types.

  • L
    Logan JohnsonApr 8, 2026

    RTFM naming is accurate — it gives agents access to the manuals they should be reading.

  • S
    Sage KimMar 17, 2026

    Open retrieval layer for AI coding agents — code, docs, legal, and research indexed.

  • C
    Cameron GarciaFeb 27, 2026

    Unified retrieval across content types is more useful than separate search tools.

On this page
01Features02Compatibility03Quick start04Use cases05Alternatives
Stats
GitHub Stars★ 12
Last commit5d ago
StatusActive
LicenseMIT
CategoryRAG / Knowledge Base
Trend (30d)
+0.4↑ 0.7%
Links
Documentation↗Discussion↗Issues↗Releases↗

Deploy on DigitalOcean — Get $200 Free Credit

Ad
© 2026 AgentIndex.app|Built by a 10-year iOS Developer.
QYSGitHubBuy me a coffee ☕

Browse by Category

Code AssistantWorkflow AutomationRAG / Knowledge BaseMulti-AgentBrowser AutomationLLM InfraDev ToolingObservability

Not affiliated with Anthropic, OpenAI or Microsoft.