AirbeepsYour RAG Assistant

Self-hosted AI assistants powered by your documents. Complete control. Privacy-First. Production-ready.

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Production Ready

FastAPI, SQLAlchemy, Qdrant, and LangGraph. Multi-assistant platform with knowledge bases, agents, and tool calling.

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Self-hosted on your infrastructure. All data stays local — SQLite + embedded Qdrant by default. Optional PostgreSQL, S3, and Redis.

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Bring your own provider — OpenAI, Anthropic, Gemini, or any OpenAI-compatible API via LiteLLM.

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Hybrid search (dense + BM25), HyDE & step-back query transforms, and cross-encoder reranking (BGE, Cohere, ColBERT).

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Tool-calling agents with LangGraph, MCP integration, multi-agent orchestration, and built-in KB search.

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pip install and single command to run. Docker Compose for production with Postgres, Redis, Qdrant, and MinIO.