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.

Crawl4ai MCP Server

Pinned, tested distribution of upstream Crawl4AI with MCP client setup and deployment guidance.

Enhanced Mem Vector RAG

Local SQLite memory for LangGraph agents, with provenance, TTL, export, and MCP.