puran-water/knowledge-base-mcp
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The Semantic Search MCP Server is a production-grade Model Context Protocol (MCP) server designed to integrate state-of-the-art MCP clients for efficient document retrieval and ingestion.
Tools
Functions exposed to the LLM to take actions
kb.collections
List configured collection slugs and their backing indices.
kb.open
Fetch a chunk by chunk_id or element_id, optionally slicing by char offsets.
kb.neighbors
Pull FTS neighbors around a chunk for more context.
kb.summary
Retrieve lightweight section summaries built during ingest.
kb.graph
Inspect the lightweight graph generated from structured metadata.
Prompts
Interactive templates invoked by user choice
No prompts
Resources
Contextual data attached and managed by the client