中文优先的企业 RAG 知识库：可控解析、治理、切块、混合检索、重排、引用、图谱、评测与 Dify 接入。
$ git clone https://github.com/skygazer42/MimirQ.gitHybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual intelligence (image/table captioning), agentic streaming chat, and inline citations. Powered by Gemini or local Ollama models.
Self-hosted RAG search engine — 34 formats, BM25+hybrid search, multi-LLM (Gemini/OpenAI/Claude/Ollama), FastAPI + Docker, production-ready in 3 min
▲ +23 ★ this week
World's first open-source enterprise world model.
A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.
Graph RAG with pure vector search, achieving SOTA performance in multi-hop reasoning scenarios.
Pharos — local-first agentic RAG for your team's document library: multi-format ingest, hybrid retrieval, enterprise ACL, dual HTTP + MCP exits.
Data from GitHub · snapshot Nov 13, 2026