{"id":"runablehq-mobile-mcp","name":"mobile-mcp","af_score":44.8,"security_score":45.2,"reliability_score":25.0,"what_it_does":"mobile-mcp is an MCP server intended to let LLMs control Android mobile devices via structured UI dumps, using Node.js/TypeScript tooling and ADB for connectivity.","best_when":"You have an Android device/emulator available with ADB and want to integrate with an MCP-capable client (e.g., Claude Desktop / VS Code MCP).","avoid_when":"You need iOS support, a hosted cloud API, or well-documented reliability/error semantics for automated execution at high volume.","last_evaluated":"2026-03-30T13:55:29.627861+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Only Android is supported per README; agents attempting iOS flows should fail.","Requires working ADB/Android Studio setup and a reachable emulator/physical device.","UI-dump-based automation may require agent understanding of device state and potential timing/latency issues (not documented)."],"error_quality":0.0}