search-knowledge

name	search_knowledge
description	Search the knowledge base using RAG (pgvector) semantic similarity.
type	tool
category	memory
tool	{"module":"app.skills.search_knowledge.tool","function":"search_knowledge","async":true}
metadata	{"author":"oniva","version":"1.0.0"}
audit-level	basic

Search Knowledge

Search the knowledge base using semantic similarity.

Usage

result = await search_knowledge(query="financial regulations", limit=5)

Parameters

Parameter	Type	Required	Default	Description
query	string	Yes	-	Search query
limit	int	No	5	Maximum results
threshold	float	No	0.01	Minimum similarity (0-1)

Response

{
  "success": true,
  "query": "financial regulations",
  "results": [
    {
      "content": "Relevant document chunk...",
      "source": "regulations.pdf",
      "similarity": 0.85,
      "chunk_id": "chunk_001"
    }
  ],
  "total": 1,
  "limit": 5,
  "threshold": 0.01
}