RAGFlow

Open-source RAG engine built on deep document understanding, with grounded citations and an end-to-end retrieval pipeline.

Connects to: Elasticsearch, OpenAI, Ollama · Python · Apache-2.0 83,000★

Use it with an AI agent

Loadbay is an MCP server, so an agent can search the catalog and find this harness:

claude mcp add --transport http loadbay https://loadbay.xyz/api/mcp

• Source: https://github.com/infiniflow/ragflow
• This harness as JSON: /api/harnesses/ragflow
• Agent setup: /setup.md
• Browse all 370+ harnesses on Loadbay