{"id":"manykarim-rf-mcp","name":"rf-mcp","af_score":56.2,"security_score":38.5,"reliability_score":33.8,"what_it_does":"rf-mcp (RobotMCP) provides an MCP server that bridges natural-language intentions to executable Robot Framework test suites, including step-wise execution. It also includes optional transports (STDIO/HTTP), a Django frontend dashboard, a plugin system for additional Robot Framework libraries, and an HTTP debug-attach bridge to reuse a live Robot Framework ExecutionContext during debugging.","best_when":"You already use Robot Framework and want an MCP-enabled bridge to generate/execute test suites interactively (especially during agent-assisted test authoring/debugging), optionally with a dashboard and/or debug attach.","avoid_when":"You cannot run the MCP server in a controlled environment (network isolation/localhost binding, firewalling) or you need strong guarantees about how credentials and generated actions are handled.","last_evaluated":"2026-03-30T13:49:39.821082+00:00","has_mcp":true,"has_api":false,"auth_methods":["MCP over STDIO transport (no auth described in provided content)","MCP over HTTP transport (no auth described in provided content)","Debug attach bridge expects shared token via X-MCP-Token header (localhost by default)"],"has_free_tier":false,"known_gotchas":["Generated tests can be stateful and non-idempotent; re-execution may repeat external side effects (web login/cart/checkout, etc.).","HTTP transport should be exposed carefully; no auth details for the MCP endpoint are provided in the README.","Debug attach bridge uses a shared token; default token values in examples should be changed to avoid unauthorized attachment."],"error_quality":0.0}