The-Focus-AI

Embeddings Search Skill — Development skill for Claude Code

Development community intermediate

/plugin install embeddings-search-skill@focus-marketplace Hybrid document search with semantic embeddings.

How to install Embeddings Search Skill

This entry records only its repository, not the path inside it, so there is no exact command to give. Open The-Focus-AI/embeddings-search-skill and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Embeddings Search Skill does

A Claude Code plugin that provides hybrid document search combining grep (literal matching) with semantic embeddings for comprehensive search across project documents.

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README

Embeddings Search Skill

A Claude Code plugin that provides hybrid document search combining grep (literal matching) with semantic embeddings for comprehensive search across project documents.

Part of [The-Focus-AI/claude-marketplace](https://github.com/The-Focus-AI/claude-marketplace).

Features

Hybrid Search: Combines literal text matching (grep) with semantic similarity (embeddings)
Chunking Strategies: Sliding window, paragraph, or sentence-based chunking
Metadata Extraction: Automatically extracts collections, document types, authors, and topics
Taxonomy Discovery: Browse discovered collections, document types, authors, and topics
Unified Index: Single .embeddings/index.json file for fast loading
Date & Metadata Filtering: Search within specific time ranges and filter by metadata
Auto-indexing: Automatically indexes documents on first search
Incremental Updates: Only re-indexes changed files

Installation

Install via Claude Code plugin marketplace or add directly:

claude --plugin-dir /path/to/embeddings-search-skill

Usage

The skill activates automatically when searching for documents by meaning:

"Find documents about budget planning"
"Search for discussions about the Q4 review"
"Look for files related to authentication"

Manual CLI Usage

# Index a directory (default: sliding window strategy)
npx tsx src/cli.ts index .

# Index with specific strategy
npx tsx src/cli.ts index . --strategy paragraph
npx tsx src/cli.ts index . --strategy sentence
npx tsx src/cli.ts index . --strategy sliding --window 500 --overlap 150

# Search documents
npx tsx src/cli.ts search "budget concerns"

# Search with filters
npx tsx src/cli.ts search "love" --collection "jane austin"
npx tsx src/cli.ts search "meeting notes" --type report
npx tsx src/cli.ts search "quarterly review" --after 2024-01-01 --before 2024-04-01

# View discovered taxonomy
npx tsx src/cli.ts taxonomy .


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