insight-mcp

Airohh/insight-mcp

★ 0 stars Python AI/LLM Updated 9d ago

Self-contained MCP server for hybrid document search (BM25 + dense RRF) — retrieval-only, works out of the box, Prometheus metrics, Docker, CI/CD

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Quick Install

Copy the config for your editor. Some servers may need additional setup — check the README.

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "insight-mcp": {
      "command": "uvx",
      "args": [
        "insight-mcp"
      ]
    }
  }
}

Or install with pip: pip install insight-mcp

README Excerpt

Self-contained MCP (Model Context Protocol) server exposing hybrid document search as tools for AI agents (Claude Code, Claude Desktop, Anthropic API). The server does **retrieval only** (BM25, then hybrid): it returns passages, scores and sources — the MCP client (the LLM) writes the cited answer. No inference cost,

Tools (4)

get_publicationhybridlist_topicssearch_publications

Topics

bm25fastmcpmcpmodel-context-protocolprometheuspythonragsearch

insight-mcp

Quick Install

README Excerpt

Tools (4)

Topics

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