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  3. AI Docs Vector DB Hybrid Scraper
MCP server · RAG

AI Docs Vector DB Hybrid Scraper

by · github.com/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.

Unclaimed aicrawl4aidocumentation-ingestionfastapifirecrawlmcpqdrantragretrieval-augmented-generationvector-search
InstallView source
25Low

Scored 15 hours ago · breakdown

About AI Docs Vector DB Hybrid Scraper

AI Docs Vector DB Hybrid Scraper is an MCP server published by BjornMelin in the RAG category: retrieval-augmented docs ingestion stack: Firecrawl + Crawl4AI + Qdrant vector search with FastAPI and MCP interfaces for AI engineers.

The repository has 11 stars and 3 forks, with the last commit 3 months ago. Recent commit activity is the strongest signal that reported issues will get attention.

Install

From source
git clone https://github.com/BjornMelin/ai-docs-vector-db-hybrid-scraper

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Questions

About AI Docs Vector DB Hybrid Scraper

How do I install AI Docs Vector DB Hybrid Scraper?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is AI Docs Vector DB Hybrid Scraper safe to use with an AI agent?

Its trust score is 25 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is AI Docs Vector DB Hybrid Scraper still maintained?

Yes — the last commit was 3 months ago. The repository has 11 stars and 3 forks.