Ulzuhan/reed

Self-hosted RAG service: upload documents, ask questions, get streamed answers with citations. FastAPI + LangChain + Qdrant, 100% local mode via Ollama.

1 stars 1 forks 1 watchers Python Apache License 2.0

fastapi langchain llm ollama python qdrant rag retrieval-augmented-generation self-hosted vector-search

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1 Open Issue Need Help Last updated: Aug 8, 2026

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test_search_requires_the_api_key_when_one_is_configured busy-waits for readiness with no deadline about 2 hours ago

bug good first issue

Ulzuhan/reed

Self-hosted RAG service: upload documents, ask questions, get streamed answers with citations. FastAPI + LangChain + Qdrant, 100% local mode via Ollama.

Python

#fastapi#langchain#llm#ollama#python#qdrant#rag#retrieval-augmented-generation#self-hosted#vector-search