README.md

mindscript-search

Semantic Retrieval Engine for the MindScript Ecosystem

by Peace Thabiwa — SAGEWORKS AI

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🌐 What is this?

mindscript-search provides indexing and search across:

• MindScript Ledger (temporal memory)
• MindScript Templates
• MindScript Runtime outputs
• Stage patterns and logic structures
• Any .ms or .ms.md MindScript files

This is the memory retrieval layer of the ecosystem.

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✨ Features

• 🔍 Semantic search (vector embeddings)
• 📚 Cross-repo unified search
• 🧠 Pattern scanning (prompt DNA matching)
• 🕒 Ledger temporal recall
• 🔧 CLI for instant querying
• 🧩 Integrates with runtime + ledger seamlessly

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⚡ Quickstart

pip install -r requirements.txt

python 5-cli/5.1-search_cli.py find "vector indexing"
python 5-cli/5.1-search_cli.py recall STAGE_5