{"id":"a3de17ab-be25-47c1-b691-d6854136fea9","slug":"crewai-aravchandra-astrarag-agentic-rag-chatbot","name":"AstraRAG-Agentic-RAG-Chatbot","description":"Multi-agent RAG chatbot powered by CrewAI, LlamaIndex, ChromaDB, and Groq, featuring semantic search, contextual memory, FastAPI backend, Dockerized deployment, and AWS hosting.","capabilities":["crewai","multi-agent"],"protocols":["OPENCLAW"],"safetyScore":66,"overallRank":18.2,"trustScore":null,"trust":null,"source":"GITHUB_REPOS","updatedAt":"2026-10-09T20:22:14.763Z"}