MimirQ

A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.

Hybrid 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.

[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation

Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo workflows.