Colibri
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- AlicenseNot gradedqualityAmaintenanceEnables AI agents to browse and interact with web pages through structured, token-efficient representations instead of full accessibility-tree dumps, returning compact page orientations, targeted element queries, and detail on demand. Agents can navigate, click, type, fill forms, manage tabs and sessions, and inspect console or network activity at a fraction of the usual context cost.4 npmMIT
- FlicenseNot gradedqualityNot gradedmaintenanceEnables AI agents to browse and interact with web pages through compact, typed structural representations — landmarks, headings, interactive elements, and forms — served in three controllable detail levels instead of full accessibility-tree dumps. Agents can navigate, query for specific elements, fill forms, manage tabs and cookies, capture screenshots, and run audits while paying a fraction of the token cost.4 npm-
- AlicenseNot gradedqualityAmaintenanceEnables AI agents to browse and interact with web pages through a token-efficient, structured representation of each page rather than raw accessibility-tree dumps. Agents get compact page orientations, targeted element queries, and full interaction—clicking, typing, form filling, screenshots, and session management—while controlling how much detail is returned per call.4 npmMIT
- AlicenseNot gradedqualityAmaintenanceEnables AI agents to browse and interact with web pages through a compact, structured representation, returning a small orientation on arrival plus targeted queries for specific elements instead of a full accessibility-tree dump. Supports navigation, element interaction, form filling, screenshots, network monitoring, and session management while cutting token cost dramatically on content-heavy pages.4 npmMIT
- FlicenseNot gradedqualityAmaintenanceEnables AI agents to browse and interact with web pages through compact, structured representations — page summaries, targeted element queries, and full detail on demand — instead of paying for a full accessibility-tree dump on every call. This cuts the token cost of reading content-heavy pages by up to ~140x while still supporting navigation, forms, clicks, screenshots, and session management.4 npm-
- AlicenseNot gradedqualityAmaintenanceEnables AI agents to browse and interact with web pages through structured, token-efficient representations instead of raw accessibility trees, with navigation, element finding, form filling, screenshots, and session management. It returns a compact page orientation by default and full detail only on request, cutting context cost on content-heavy pages.4 npmMIT
TDQS
Scored across 8 tools
Tools mostly have clear role separation: browse_search, browse_open, browse_do, browse_task, and browse_stats are easy to tell apart, and browse_screenshot is explicitly gated to visual-only cases. The soft spot is page-reading: browse_view, browse_read, and browse_do (with view:diff/full) can all return page content, so an agent must parse dense descriptions to choose correctly.
Every tool follows the same browse_<verb> snake_case pattern with short, predictable verb suffixes (open, view, read, do, search, task, screenshot, stats). No mixed conventions or vague verbs.
Eight tools is well within the sweet spot for a browser-automation server, and each maps to a distinct capability layer (navigate, observe, act, form-fill, visual fallback, telemetry). Nothing looks padded.
The lifecycle is broadly covered: search → open → view/read → act → form task, plus screenshot fallback and token stats. Minor gaps remain around tab/session management (background tabs are created but there is no list/switch/close tool) and no explicit back/forward navigation, which agents will need to work around.