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Search Obsidian vault notes using BM25, semantic, and hybrid search.

Updated Aug 27, 2026
Search Tags:#search#vault#semantic#hybrid#bm25#qmd#notes-retrieval
One-click install
npx skills add https://github.com/arctype-ventures/arctype-plugins --skill search-arctype-ventures
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: search
Source: https://github.com/arctype-ventures/arctype-plugins/tree/main/plugins/hive-mind/skills/search
Command: npx skills add https://github.com/arctype-ventures/arctype-plugins --skill search-arctype-ventures

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Search the hive-mind vault using qmd to locate relevant notes and snippets.

Core Features & Use Cases

  • BM25 keyword search (fast, exact terms)
  • Semantic search (conceptual similarity)
  • Hybrid search (LLM reranking for higher precision)
  • Use Case: quickly locate project notes, meeting summaries, or references by query text

Quick Start

Use /hive-mind:search <query> to find relevant notes in your vault.

Frequently Asked Questions about search

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I search my Obsidian vault for specific notes and snippets?▼

Search your Obsidian vault by invoking the hive-mind search command with your query text to locate relevant project notes, meeting summaries, or references using qmd.

What is the difference between BM25 keyword search and semantic search for notes-retrieval?▼

BM25 keyword search finds fast exact term matches, while semantic search locates conceptual similarity, and hybrid search uses LLM reranking for higher precision across your vault notes.

Do I need to install qmd to use hybrid search in my vault?▼

Yes, you must install qmd on PATH and set the HIVE_MIND_PATH and HIVE_MIND_COLLECTION environment variables before using qmd update and search commands to return structured results.

What's the best way to find conceptually similar notes without exact keywords?▼

Semantic search locates conceptually similar notes without requiring exact keyword matches, providing an effective alternative when query terms do not precisely match your vault content.

When should I use hybrid search instead of BM25 keyword search?▼

Use hybrid search when you need higher precision through LLM reranking, whereas BM25 keyword search is better suited for fast retrieval of exact terms across your vault notes.

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