Local Knowledge with
Semantic Search

Index your entire OpenClaw workspace โ€” chat history, code, documentation โ€” and search by meaning, not keywords. Fully offline, zero dependencies, complete privacy.

$ python3 rag_query.py "how to send SMS"

๐Ÿ” Found 3 relevant items:


๐Ÿ“„ Past Conversation (voipms-sms)

Use voipms_sms_client.py with API endpoint...

API: https://voip.ms/api/v1/rest.php


โœ… Indexed 2,533 documents from your workspace

Powerful Features

Everything you need to build and maintain your knowledge base

๐Ÿง 

Semantic Search

Find context by meaning, not just keywords. ChromaDB with all-MiniLM-L6-v2 embeddings automatically understands the intent behind your queries.

๐Ÿ“š

Multi-Source Indexing

Index chat sessions, Python/JavaScript code, Markdown docs, skill documentation โ€” everything in your OpenClaw workspace becomes searchable.

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Completely Offline

No API keys, no external services, no cloud databases. All embeddings and storage live on your machine. Your data never leaves.

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Automatic Integration

The AI automatically retrieves relevant context from your knowledge base when responding. It "remembers" your past work transparently.

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Type Filtering

Search by document type โ€” sessions, workspace, skills, memory. Find exactly what you're looking for with precision.

โšก

Blazing Fast

Indexing at ~1,000 docs/minute, search in under 100ms. The embedding model (79MB) caches locally after first run.

Why OpenClaw RAG?

Compare with web-search RAG tools

Web-Search RAG Tools

  • Searches the internet
  • Requires web connection
  • No knowledge of your code
  • Can't find past solutions
  • For research, not memory

โœจ OpenClaw RAG

  • Indexes YOUR knowledge base
  • Fully offline after setup
  • Understands your entire workspace
  • Remembers your past solutions
  • For institutional memory & productivity

Built for Developers, by Developers

Different use cases for different problems

๐ŸŒ Use Web RAG for Research

Need current information, multi-engine web searches, or gathering context from the internet? That's what web-search RAG tools do best.

๐Ÿ’พ Use OpenClaw RAG for Memory

Need to find past solutions, code patterns, decisions, or conversations? That's our specialty โ€” we remember everything you've done.

๐Ÿค Best of Both Worlds

Use web-search RAG for research, then save the important findings to your knowledge base. OpenClaw RAG preserves what matters forever.