Browser automation buyers have to sort through agent browsers, headless browser services, MCP servers, scraping utilities, and testing agents that often sound similar. This June 2026 ToolVitals view uses the supplied tool data to compare Browser Automation Tools by health score, shipping score, openness_label, license_label, GitHub stars, ToolVitals score, and status.

The ranking includes open/source-visible tools only. Tools are ordered by ToolVitals score first, with GitHub stars used only as a secondary popularity signal when scores are tied.

Rankings

RankToolOpennessLicenseHealthShippingGitHub StarsScoreStatus
1Agent BrowserOSI-approved OSSApache-2.095883578394🟢 Excellent
2BrowserlessOSI-approved OSSMIT8890181792🟢 Excellent
3LibrettoOSI-approved OSSMIT859564892🟢 Excellent
4CloakBrowserOSI-approved OSSMIT90842560590🟢 Excellent
5web-agent-bridgeOSI-approved OSSMIT7992589🟢 Excellent
6Safari MCPOSI-approved OSSMIT818911188🟢 Excellent
7Vessel BrowserOSI-approved OSSMIT79959088🟢 Excellent
8OpenDevBrowserOSI-approved OSSMIT76931188🟢 Excellent
9spiderOSI-approved OSSMIT8283254287🟢 Excellent
10ActionbookOSI-approved OSSApache-2.09073155987🟢 Excellent
11BotBrowserOSI-approved OSSMIT8473248384🟢 Excellent
12DorabotOSI-approved OSSMIT817523484🟢 Excellent
13openbrowser-aiOSI-approved OSSMIT747623280🟢 Excellent
14SimprintOSI-approved OSSAGPL-3.0718344879🟢 Good
15StagehandOSI-approved OSSMIT785248775🟢 Good
16KernelOSI-approved OSSApache-2.0785193474🟢 Good
17Jshook MCPOSI-approved OSSAGPL-3.07063164173🟢 Good
18testzeus-herculesOSI-approved OSSAGPL-3.07846104173🟢 Good
19Kernel MCP ServerOSI-approved OSSMIT72613073🟢 Good
20Steel BrowserOSI-approved OSSApache-2.07936715771🟢 Good
21OpenTabsOSI-approved OSSMIT666265371🟢 Good
22carbonyl-agentOSI-approved OSSAGPL-3.05082969🟢 Good
23HeadlessXOSI-approved OSSMIT6246195667🟢 Good
24Kaboom Browser AI Devtools MCPOSI-approved OSSAGPL-3.056576167🟢 Good
25Kuma StudioOSI-approved OSSApache-2.062633167🟢 Good
26OpenBrowserOSI-approved OSSMIT6047065🟢 Good
27Brightdata MCPOSI-approved OSSMIT7124244664🟢 Good
28AIPexOSI-approved OSSMIT5727120959🟡 Fair
29ParchiOSI-approved OSSMIT493953858🟡 Fair
30BlastOSI-approved OSSMIT561477552🟡 Fair
31serverless-nodriverOSI-approved OSSMIT5914251🟡 Fair
32Playwright CLIOSI-approved OSSApache-2.05914151🟡 Fair
33HyperAgentOSI-approved OSSAGPL-3.04914142248🟡 Fair
34ZenoClawOSI-approved OSSMIT4414145🟡 Fair
35BytebotOSI-approved OSSApache-2.03301105037🔴 Needs Attention
36BrowserableOSI-approved OSSMIT260119233🔴 Needs Attention
37ScraperAIOSI-approved OSSGPL-3.028041029🔴 Needs Attention
38f4rmhouseOSI-approved OSSMIT230229🔴 Needs Attention
39UiautodevOSI-approved OSSMIT24050528🔴 Needs Attention

Top 3 Highlights

Agent Browser ranks first with a ToolVitals score of 94, the highest score in the set. It also has the largest GitHub star count among the ranked tools at 35,783 stars, with a health score of 95 and shipping score of 88. Its openness_label is “OSI-approved OSS” and its license_label is “Apache-2.0”.

Browserless ranks second with a ToolVitals score of 92 and the strongest shipping score among the top two at 90. Its description is focused on headless Chrome use cases such as screenshots, PDFs, and text extraction. Its openness_label is “OSI-approved OSS” and its license_label is “MIT”.

Libretto also scores 92, tying Browserless on ToolVitals score, but ranks third because it has fewer GitHub stars. Its shipping score of 95 is the highest in the full ranked set, while its health score is 85. Its openness_label is “OSI-approved OSS” and its license_label is “MIT”.

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