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Scored across 12 tools
Each tool maps to a distinct GUI action (observe, click, type_text, press, scroll, navigate, launch, focus_browser, fill_credential, list_downloads, list_skills, replay_skill) with no overlapping responsibilities. The only potential overlap—observe, focus_browser, and navigate all return a page tree—is resolved by clear context triggers: read current screen vs. open a new URL vs. bring the browser forward.
All names use lowercase snake_case consistently, which prevents confusion. However, the set mixes single-verb imperatives (click, press, observe, scroll, navigate, launch) with verb_noun compounds (list_downloads, type_text, focus_browser, fill_credential, list_skills, replay_skill), so it is not a uniform verb_noun pattern throughout.
Twelve tools is well-scoped for a cross-environment GUI automation agent. Each tool earns its place by covering a necessary capability: observation, interaction, navigation, app launch, focus management, credential filling, downloads, and learned-skill replay.
The set covers the core GUI automation lifecycle well (observe, act, navigate, launch, focus, fill credentials, replay skills). Minor gaps remain, such as explicit wait-for-condition, tab/window management beyond simple focus, drag/hover, and clipboard read; agents can often work around these using key chords and fresh observations.