fish827-08/rag-kb

Database

by fish827-08

[![fish827-08/rag-kb MCP server](https://glama.ai/mcp/servers/fish827-08/rag-kb/badges/score.svg)](https://glama.ai/mcp/servers/fish827-08/rag-kb) 🐍 🏠 🪟 - Local-first agent memory & knowledge service with hybrid retrieval (BGE-M3 dense vectors + BM25 via jieba, fused with RRF), document & webpage ingestion, and optional RAG answering via local Ollama. Single process, embedded ChromaDB, REST + native MCP server; fully functional offline without any LLM. Apache-2.0.

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Category: Database
Deployment: N/A
npm Package: N/A
PyPI Package: N/A
npm Downloads/Week: N/A
Source: Awesome MCP Servers
Published: N/A
Last Updated: 9/7/2026

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