needle_search

needle_search

Perform intelligent semantic search across documents in a Needle collection. This tool uses advanced embedding technology to find relevant content based on meaning, not just keywords. The search: - Understands natural language queries - Finds conceptually related content - Returns relevant text passages with source information - Ranks results by semantic relevance

        Use this tool when you need to:
        - Find specific information within documents
        - Answer questions from document content
        - Research topics across multiple documents
        - Locate relevant passages and their sources
        
        More effective than traditional keyword search for:
        - Natural language questions
        - Conceptual queries
        - Finding related content
        
        Returns matching text passages with their source file IDs.

Input Schema

Name	Required	Description	Default
`collection_id`	Yes	The unique collection identifier to search within
`query`	Yes	Natural language query describing the information you're looking for

Input Schema (JSON Schema)

{
  "properties": {
    "collection_id": {
      "description": "The unique collection identifier to search within",
      "type": "string"
    },
    "query": {
      "description": "Natural language query describing the information you're looking for",
      "type": "string"
    }
  },
  "required": [
    "collection_id",
    "query"
  ],
  "type": "object"
}

Input Schema

Input Schema (JSON Schema)

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