Chroma

Hubmesh is a Python library for multi-hop GraphRAG retrieval planning on top of existing vector databases. It adds centrality-aware seed selection, budget-aware context packing, entity graph building, and an MCP server for agent/tool integrations.

A lightweight CLI for running RAG over local documents, with hybrid vector + BM25 retrieval, OCR for scans and images, and support for local or API-based LLMs.