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documentation-ingestion

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BjornMelin / ai-docs-vector-db-hybrid-scraper

Retrieval-augmented docs ingestion stack: Firecrawl + Crawl4AI + Qdrant vector search with FastAPI and MCP interfaces for AI engineers.

ai mcp rag fastapi vector-search qdrant retrieval-augmented-generation firecrawl crawl4ai documentation-ingestion

Updated Oct 20, 2025
Python

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