{"id":"ragflow-mcp-server-aider","name":"ragflow-mcp-server-aider","af_score":39.0,"security_score":44.5,"reliability_score":7.5,"what_it_does":"ragflow-mcp-server-aider is an MCP server wrapper for RAGFlow, intended to expose RAGFlow capabilities (e.g., retrieval/knowledge-base style operations) to an MCP-capable agent such as Aider. The name suggests it is specifically packaged for agent workflows rather than a public REST API product.","best_when":null,"avoid_when":null,"last_evaluated":"2026-04-04T21:46:28.258214+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["MCP tool schemas and parameter constraints must be correct; if undocumented, agents may send invalid arguments repeatedly.","If the server lacks structured error mapping to MCP, agents may not know when to retry vs. fail.","If RAGFlow actions include writes (e.g., ingest/config), lack of idempotency can cause duplicated work on retries."],"error_quality":0.0}