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search-personal-data

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UpdatedMay 20, 2026 at 18:57

Search local files using hybrid semantic and keyword retrieval (ChromaDB + Whoosh). Falls back to recursive grep when the index is unavailable. Use when the user wants to find information in their local documents.

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nabcht

nabcht/Zephyr

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Software DevelopersComputer and Mathematical Occupations·SOC 15-1252

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SKILL.md

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name	search-personal-data
description	Search local files using hybrid semantic and keyword retrieval (ChromaDB + Whoosh). Falls back to recursive grep when the index is unavailable. Use when the user wants to find information in their local documents.
compatibility	Requires Python 3.10+. ChromaDB and Whoosh indexes should be built via the index-files skill for best results.
tags	["researcher"]

search-personal-data

Two-tier search strategy:

Hybrid retrieval (preferred) — semantic vector search via ChromaDB combined with exact keyword matching via Whoosh, merged and ranked.
Grep fallback — recursive file scan when no index is available.

Usage

Call search_personal_data(query, directory="", max_results=10).

Implementation

Logic lives in scripts/search_personal_data.py.

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name	search-personal-data
description	Search local files using hybrid semantic and keyword retrieval (ChromaDB + Whoosh). Falls back to recursive grep when the index is unavailable. Use when the user wants to find information in their local documents.
compatibility	Requires Python 3.10+. ChromaDB and Whoosh indexes should be built via the index-files skill for best results.
tags	["researcher"]

search-personal-data

Two-tier search strategy:

Hybrid retrieval (preferred) — semantic vector search via ChromaDB combined with exact keyword matching via Whoosh, merged and ranked.
Grep fallback — recursive file scan when no index is available.

Usage

Call search_personal_data(query, directory="", max_results=10).

Implementation

Logic lives in scripts/search_personal_data.py.