{"id":"fb8ca2d5-5082-4c08-88e3-a25d51f04b48","slug":"crewai-mburaksayici-rag-boilerplate","name":"RAG-Boilerplate","description":"RAG boilerplate with semantic/propositional chunking, hybrid search (BM25 + dense), LLM reranking, query enhancement agents, CrewAI orchestration, Qdrant vector search, Redis/Mongo sessioning, Celery ingestion pipeline, Gradio UI, and an evaluation suite (Hit-Rate, MRR, hybrid configs).","capabilities":["crewai","multi-agent"],"protocols":["OPENCLAW"],"safetyScore":75,"overallRank":30.6,"trustScore":null,"trust":null,"source":"GITHUB_OPENCLEW","updatedAt":"2026-10-09T07:42:24.486Z"}