mobilerun-mcp
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TDQS
Scored across 68 tools
Several tools appear to do the same thing: get_screenshot and screenshot are aliases, launch_app and start_app are aliases, and press overlaps with press_home/press_back/press_enter. Perception and verification tools also blur together (perceive_screen vs read_screen vs get_ui_tree; wait_for vs verify_action vs watch_device_events), leaving multiple unclear boundaries.
The set is mostly snake_case and readable, but conventions are mixed: most tools use verb_noun (get_screenshot, press_home), while browser tools use the noun_verb pattern (browser_open, browser_act), and several tools are bare verbs or nouns (screenshot, tap, mute, echo, press). Legacy aliases like start_app and press further weaken the pattern.
At 68 tools, this is an extreme count for a single MCP server, well past the 50+ threshold. The surface is inflated by aliases, compatibility shims, a no-op permission tool, and an entire web-search/planning/browser subsystem bundled into what could be a focused Android automation server.
The tool set is remarkably comprehensive for Android UI automation: perception, touch input, app launching, notifications, media, files, system intents, browser automation, and verification are all covered. Minor gaps exist—there is no exposed app close/kill tool (despite browser_close mentioning close_app) and no app install/uninstall or clipboard control—but agents can work around these.