browser-for-ai
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TDQS
Scored across 52 tools
Tools are grouped by domain prefixes (page_/net_/browser_/console_/flow_) and each has a distinct action, but the high number of similar-sounding interaction tools (page_click vs page_click_at, page_find vs page_look vs page_snapshot) creates some selection risk despite clear descriptions.
Naming follows a predictable domain_prefix + action pattern (page_click, net_list, browser_launch), with minor deviations like page_state, page_snapshot, console_errors, and browser_sessions using noun forms rather than verbs.
At 52 tools this is far beyond the typical well-scoped MCP server size. The broad browser-automation domain justifies many of them, but the sheer count makes the surface heavy and harder to navigate.
The surface is remarkably comprehensive—navigation, interaction, network interception, console, sessions, and flow replay are all covered. Minor gaps remain, such as no dedicated back/forward navigation or explicit open-new-tab tool, but agents can work around them.