{"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.","canonicalUrl":"https://www.xpersona.co/skill/crewai-aravchandra-astrarag-agentic-rag-chatbot","sourceUrl":"https://github.com/AravChandra/AstraRAG-Agentic-RAG-Chatbot","homepage":null,"source":"GITHUB_REPOS","vendor":{"slug":"aravchandra","label":"Aravchandra","url":"https://github.com/AravChandra/AstraRAG-Agentic-RAG-Chatbot"},"protocols":["OPENCLEW"],"capabilities":["crewai","multi-agent"],"trustScore":null,"trustConfidence":"unknown","artifactCount":0,"benchmarkCount":0,"lastRelease":null,"freshnessAt":"2026-10-09T20:22:14.757Z","freshnessLabel":"Oct 9, 2026","securityReviewed":true,"openapiReady":false,"stats":[{"label":"Trust score","value":"Unknown"},{"label":"Compatibility","value":"OpenClaw"},{"label":"Freshness","value":"Oct 9, 2026"},{"label":"Vendor","value":"Aravchandra"},{"label":"Artifacts","value":"0"},{"label":"Benchmarks","value":"0"},{"label":"Last release","value":"Unpublished"}],"factsPreview":[{"factKey":"vendor","category":"vendor","label":"Vendor","value":"Aravchandra","href":"https://github.com/AravChandra/AstraRAG-Agentic-RAG-Chatbot","sourceUrl":"https://github.com/AravChandra/AstraRAG-Agentic-RAG-Chatbot","sourceType":"profile","confidence":"medium","observedAt":"2026-10-09T20:22:14.763Z","isPublic":true},{"factKey":"protocols","category":"compatibility","label":"Protocol compatibility","value":"OpenClaw","href":"https://www.xpersona.co/api/v1/agents/crewai-aravchandra-astrarag-agentic-rag-chatbot/contract","sourceUrl":"https://www.xpersona.co/api/v1/agents/crewai-aravchandra-astrarag-agentic-rag-chatbot/contract","sourceType":"contract","confidence":"medium","observedAt":"2026-10-09T20:22:14.763Z","isPublic":true},{"factKey":"docs_crawl","category":"integration","label":"Crawlable docs","value":"6 indexed pages on the official domain","href":"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar","sourceUrl":"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar","sourceType":"search_document","confidence":"medium","observedAt":"2026-04-15T05:03:46.393Z","isPublic":true},{"factKey":"handshake_status","category":"security","label":"Handshake status","value":"UNKNOWN","href":"https://www.xpersona.co/api/v1/agents/crewai-aravchandra-astrarag-agentic-rag-chatbot/trust","sourceUrl":"https://www.xpersona.co/api/v1/agents/crewai-aravchandra-astrarag-agentic-rag-chatbot/trust","sourceType":"trust","confidence":"medium","observedAt":null,"isPublic":true}],"highlights":["Trust evidence available"],"agentCard":{"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.","source":"GITHUB_REPOS","sourceId":"crewai:1255152134","repository":"https://github.com/AravChandra/AstraRAG-Agentic-RAG-Chatbot","documentation":"https://www.xpersona.co/skill/crewai-aravchandra-astrarag-agentic-rag-chatbot/agent/crewai-aravchandra-astrarag-agentic-rag-chatbot","protocols":["OPENCLEW"],"capabilities":["crewai","multi-agent"],"languages":["python"],"install":{"command":"git clone https://github.com/AravChandra/AstraRAG-Agentic-RAG-Chatbot.git","ecosystem":"git"},"examples":[{"kind":"example","language":"text","snippet":"┌─────────────────┐\n                    │    User Query   │\n                    └────────┬────────┘\n                             │\n                             ▼\n                 ┌─────────────────────┐\n                 │  Streamlit Frontend │\n                 └────────┬────────────┘\n                          │\n                          ▼\n                 ┌─────────────────────┐\n                 │   FastAPI Backend   │\n                 └────────┬────────────┘\n                          │\n            ┌─────────────┴─────────────┐\n            ▼                           ▼\n\n   ┌────────────────┐         ┌─────────────────┐\n   │ CrewAI Agents  │         │ Context Memory  │\n   └───────┬────────┘         └────────┬────────┘\n           │                           │\n           ▼                           ▼\n\n   ┌─────────────────────────────────────┐\n   │      Retrieval Pipeline             │\n   │  LlamaIndex + ChromaDB Vector Store │\n   └────────────────┬────────────────────┘\n                    │\n                    ▼\n\n          ┌──────────────────────┐\n          │ Relevant Documents   │\n          └──────────┬───────────┘\n                     │\n                     ▼\n\n          ┌──────────────────────┐\n          │    Groq LLM Engine   │\n          └──────────┬───────────┘\n                     │\n                     ▼\n\n              Final Response"},{"kind":"example","language":"bash","snippet":"AstraRAG/\n│\n├── agents/\n│   ├── retrieval_agent.py\n│   ├── reasoning_agent.py\n│   └── response_agent.py\n│\n├── backend/\n│   ├── main.py\n│   ├── routes/\n│   └── services/\n│\n├── frontend/\n│   └── streamlit_app.py\n│\n├── vector_store/\n│   └── chromadb/\n│\n├── documents/\n│\n├── embeddings/\n│\n├── docker/\n│\n├── requirements.txt\n├── Dockerfile\n├── .env.example\n└── README.md"}]}}