RAGFlow
Overview
Added 03-13-2026
RAGFlow turns your messy documents into a smart context layer that AI agents can actually understand. It combines multiple search methods with visual workflow builders so your bots don't hallucinate random facts. Perfect for enterprises tired of AI agents that confidently spout nonsense instead of using their actual company data.
Key Features
- Digests images and documents into semantic gold nuggets
- Hybrid search mixes vector, BM25 and custom scoring
- Visual workflows let you build agents without coding
- Model Context Protocol integration keeps agents honest
- Multi-format ingestion pipeline handles your data chaos
Use Cases
- Turn financial reports into automated investment research workflows
- Build legal precedent finder that actually cites sources
- Create maintenance chatbot that references your actual manuals
- Extract insights from company docs without reading everything
- Build industry-specific agents that know your business rules
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