{"id":"ragflow-mcp-server","name":"ragflow-mcp-server","af_score":38.8,"security_score":43.5,"reliability_score":27.5,"what_it_does":"An MCP server package that exposes RagFlow-related capabilities to MCP-compatible AI agents, allowing agents to query or interact with RAG/RagFlow functionality via the MCP protocol.","best_when":"You want an agent-first integration into RagFlow/RAG systems using MCP tooling.","avoid_when":"You cannot verify the MCP tool surface, error semantics, authentication model, and rate limiting behavior from the package documentation/source.","last_evaluated":"2026-04-04T21:46:30.744827+00:00","has_mcp":true,"has_api":false,"auth_methods":["unknown (not provided in prompt)"],"has_free_tier":false,"known_gotchas":["Without verified docs, agent error handling/retry/idempotency behavior may be inconsistent across MCP tools.","Agents may not know which tools are safe for retries if idempotency is not documented."],"error_quality":0.0}