{"id":"ragflow-mcp-server-continue","name":"ragflow-mcp-server-continue","homepage":"https://pypi.org/project/ragflow-mcp-server-continue/","repo_url":null,"category":"ai-ml","subcategories":[],"tags":["mcp","rag","ragflow","retrieval","agent-tools","continue"],"what_it_does":"ragflow-mcp-server-continue is an MCP server integration intended to let an AI agent interact with RagFlow (RAG) capabilities so the agent can use RagFlow-backed retrieval/workflows from within an MCP-compatible client.","use_cases":["Agent-based RAG chat with RagFlow as the knowledge source","Indexing/search workflows where an agent needs to query RagFlow","Building agent tools that fetch relevant context from RagFlow"],"not_for":["Standalone REST-style consumption without MCP support","Environments needing strong, explicit enterprise security guarantees without reviewing the server implementation"],"best_when":null,"avoid_when":null,"alternatives":["Direct RagFlow REST/API integration (if available)","Using RagFlow via an SDK or application-layer integration rather than MCP","Other MCP servers/tools that wrap retrieval systems"],"af_score":42.5,"security_score":38.0,"reliability_score":25.0,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:46:28.026554+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Unknown/Not specified in provided content"],"oauth":false,"scopes":false,"notes":"Authentication requirements are not provided in the supplied information; actual auth method must be verified in the package/README/repo."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing not provided (repo/tooling integration package)."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":42.5,"security_score":38.0,"reliability_score":25.0,"mcp_server_quality":55.0,"documentation_accuracy":45.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":20.0,"tls_enforcement":50.0,"auth_strength":40.0,"scope_granularity":20.0,"dependency_hygiene":40.0,"secret_handling":40.0,"security_notes":"No concrete security implementation details were provided. For safe use, verify TLS enforcement, authentication mechanism, authorization checks, logging hygiene for secrets, and dependency vulnerability status in the repository.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":30.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["MCP tool contracts (input/output schemas) may be incomplete; agents can fail on unexpected parameter names/types","If RagFlow operations are not idempotent (e.g., indexing/upserts), repeated tool calls may create duplicates","Rate limits or timeouts may not be surfaced to the agent via clear MCP error codes unless implemented"]}}