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local-memory-search

// Lightweight semantic search for OpenClaw memory files. No external API needed.

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stars:1,933
forks:367
updated:March 4, 2026
SKILL.mdreadonly

Local Memory Search

Lightweight semantic search for OpenClaw memory files. No external API needed.

Usage

python3 search.py "your query"

Build index:

python3 search.py --build

Features

  • Searches MEMORY.md and memory/*.md
  • TF-IDF based semantic matching
  • Zero external dependencies
  • Fast local execution
  • Returns top snippets with file path and line numbers

How It Works

  1. Builds inverted index of all memory files
  2. Uses TF-IDF scoring for relevance
  3. Returns ranked results with context

Requirements

  • Python 3.8+
  • No pip packages needed (uses stdlib only)