{"repo":"ggozad/haiku.rag","free":true,"listed":false,"github":"https://github.com/ggozad/haiku.rag","clone":"git clone https://github.com/ggozad/haiku.rag.git","description":"Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling","language":"Python","stars":579,"topics":["mcp","mcp-server","rag","ai","ml","lancedb","pydantic-ai","docling"],"license":"MIT","category":"mcp-servers","readme_excerpt":"haiku.rag Agentic RAG that answers questions about your own documents with citations to page numbers and section headings. Runs locally on an embedded database, no server required. Built on LanceDB, Pydantic AI, and Docling. Full documentation at ggozad.github.io/haiku.rag. New: vision and multimodal search. Picture-aware ingestion captures embedded figure bytes; vision-capable QA models receive them alongside text. Multimodal embedders put picture vectors in the same space as text, enabling text-as-query → figure hits and image-as-query retrieval. Features - Hybrid search — Vector + full-text with Reciprocal Rank Fusion - Multimodal & cross-modal search — Multimodal embedders (vLLM, VoyageAI, Cohere) put picture vectors in the same space as text; supports text-as-query → figure hits and image-as-query - Question answering — RAG capability with citations (page numbers, section headings) - Vision QA — Vision-capable models receive figure bytes alongside chunk text; attach your own images to questions in ask , analyze , MCP, and the chat TUI - Reranking — local cross-encoders, Cohere, Zero Entropy, or vLLM - Analysis capability — Complex analytical tasks via sandboxed Python code execution (aggregation, computation, multi-document analysis) - Evidence compaction — Optional capability that replaces earlier questions' search results on the request with the evidence they cited, so long conversations stop resending everything they retrieved - Citation policy — Optional capability t","default_branch":null,"files":null,"tree":[],"storefront":"/r/ggozad","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ggozad/haiku.rag/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}