Choosing among browser automation tools is difficult because the category spans browser-native agents, headless browsers, and established automation frameworks, while project health, shipping pace, and license terms vary. This October 2026 snapshot uses the supplied ToolVitals scores, status, openness and license labels, and GitHub star counts to make those differences visible.
The ranking includes open/source-visible tools and orders them by ToolVitals score descending, using health and shipping as tie-breakers. GitHub stars are context only; they do not determine the order.
Rankings
| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |
|---|---|---|---|---|---|---|---|---|
| 1 | Slicc | OSI-approved OSS | Apache-2.0 | 98 | 99 | 32 | 98 | 🟢 Excellent |
| 2 | Lightpanda | OSI-approved OSS | AGPL-3.0 | 97 | 97 | 36010 | 97 | 🟢 Excellent |
| 3 | BrowserOS | OSI-approved OSS | AGPL-3.0 | 96 | 97 | 13822 | 97 | 🟢 Excellent |
| 4 | Selenium | OSI-approved OSS | Apache-2.0 | 97 | 96 | 34522 | 96 | 🟢 Excellent |
| 5 | Skyvern | OSI-approved OSS | AGPL-3.0 | 96 | 96 | 23137 | 96 | 🟢 Excellent |
| 6 | Browser Use | OSI-approved OSS | MIT | 96 | 95 | 117208 | 96 | 🟢 Excellent |
| 7 | Playwright | OSI-approved OSS | Apache-2.0 | 96 | 95 | 97127 | 96 | 🟢 Excellent |
| 8 | Puppeteer | OSI-approved OSS | Apache-2.0 | 96 | 95 | 95657 | 96 | 🟢 Excellent |
| 9 | Scrapy | OSI-approved OSS | BSD-3-Clause | 96 | 95 | 64595 | 96 | 🟢 Excellent |
| 10 | Stagehand | OSI-approved OSS | MIT | 96 | 95 | 25546 | 96 | 🟢 Excellent |
| 11 | Crawlee | OSI-approved OSS | Apache-2.0 | 96 | 94 | 25993 | 95 | 🟢 Excellent |
| 12 | Maxun | OSI-approved OSS | AGPL-3.0 | 95 | 95 | 17663 | 95 | 🟢 Excellent |
| 13 | Midscene | OSI-approved OSS | MIT | 95 | 95 | 15076 | 95 | 🟢 Excellent |
| 14 | Safari MCP | OSI-approved OSS | MIT | 95 | 95 | 209 | 95 | 🟢 Excellent |
| 15 | Firecrawl | OSI-approved OSS | AGPL-3.0 | 95 | 92 | 188894 | 94 | 🟢 Excellent |
| 16 | Agent Browser | OSI-approved OSS | Apache-2.0 | 94 | 92 | 43532 | 93 | 🟢 Excellent |
| 17 | Browserless | OSI-approved OSS | MIT | 92 | 94 | 1839 | 93 | 🟢 Excellent |
| 18 | x-twitter-scraper | OSI-approved OSS | MIT | 91 | 92 | 209 | 91 | 🟢 Excellent |
| 19 | Scrapling | OSI-approved OSS | BSD-3-Clause | 91 | 87 | 85852 | 90 | 🟢 Excellent |
| 20 | Kernel MCP Server | OSI-approved OSS | MIT | 91 | 86 | 37 | 89 | 🟢 Excellent |
| 21 | CloakBrowser | OSI-approved OSS | MIT | 90 | 86 | 31919 | 89 | 🟢 Excellent |
| 22 | Kernel | OSI-approved OSS | Apache-2.0 | 90 | 83 | 1080 | 87 | 🟢 Excellent |
| 23 | XActions | OSI-approved OSS | Apache-2.0 | 89 | 84 | 566 | 87 | 🟢 Excellent |
| 24 | Full Self Browsing | OSI-approved OSS | MIT | 85 | 85 | 190 | 85 | 🟢 Excellent |
| 25 | Dorabot | OSI-approved OSS | MIT | 85 | 84 | 245 | 85 | 🟢 Excellent |
| 26 | Jshook MCP | OSI-approved OSS | AGPL-3.0 | 85 | 84 | 2022 | 85 | 🟢 Excellent |
| 27 | spider | OSI-approved OSS | MIT | 84 | 78 | 2753 | 82 | 🟢 Excellent |
| 28 | BotBrowser | OSI-approved OSS | MIT | 83 | 81 | 2626 | 82 | 🟢 Excellent |
| 29 | Kuma Studio | OSI-approved OSS | Apache-2.0 | 82 | 83 | 31 | 82 | 🟢 Excellent |
| 30 | openbrowser-ai | OSI-approved OSS | MIT | 82 | 78 | 271 | 80 | 🟢 Excellent |
| 31 | HeadlessX | OSI-approved OSS | AGPL-3.0 | 76 | 68 | 2326 | 73 | 🟢 Good |
| 32 | Vessel Browser | OSI-approved OSS | MIT | 73 | 71 | 137 | 72 | 🟢 Good |
| 33 | Brightdata MCP | OSI-approved OSS | MIT | 73 | 64 | 2660 | 69 | 🟢 Good |
| 34 | Steel Browser | OSI-approved OSS | Apache-2.0 | 72 | 55 | 7739 | 65 | 🟢 Good |
| 35 | Kaboom Browser AI Devtools MCP | OSI-approved OSS | AGPL-3.0 | 67 | 42 | 65 | 57 | 🟡 Fair |
| 36 | Nanobrowser | OSI-approved OSS | Apache-2.0 | 62 | 49 | 13983 | 57 | 🟡 Fair |
| 37 | Libretto | OSI-approved OSS | MIT | 61 | 47 | 904 | 56 | 🟡 Fair |
| 38 | Sidebutton | OSI-approved OSS | Apache-2.0 | 57 | 41 | 5 | 51 | 🟡 Fair |
| 39 | Actionbook | OSI-approved OSS | Apache-2.0 | 55 | 39 | 1608 | 49 | 🟡 Fair |
| 40 | OpenTabs | OSI-approved OSS | MIT | 61 | 30 | 967 | 48 | 🟡 Fair |
| 41 | Simprint | OSI-approved OSS | AGPL-3.0 | 54 | 33 | 640 | 46 | 🟡 Fair |
| 42 | AIPex | OSI-approved OSS | MIT | 53 | 32 | 1258 | 44 | 🟡 Fair |
| 43 | testzeus-hercules | OSI-approved OSS | AGPL-3.0 | 47 | 31 | 1178 | 41 | 🟡 Fair |
| 44 | Parchi | OSI-approved OSS | MIT | 49 | 28 | 551 | 40 | 🟡 Fair |
| 45 | Playwright CLI | OSI-approved OSS | Apache-2.0 | 46 | 17 | 1 | 35 | 🔴 Needs Attention |
| 46 | serverless-nodriver | OSI-approved OSS | MIT | 46 | 17 | 2 | 35 | 🔴 Needs Attention |
| 47 | Uiautodev | OSI-approved OSS | MIT | 45 | 20 | 541 | 35 | 🔴 Needs Attention |
| 48 | Blast | OSI-approved OSS | MIT | 38 | 13 | 803 | 28 | 🔴 Needs Attention |
| 49 | carbonyl-agent | OSI-approved OSS | AGPL-3.0 | 33 | 16 | 14 | 26 | 🔴 Needs Attention |
| 50 | ZenoClaw | OSI-approved OSS | MIT | 32 | 10 | 1 | 24 | 🔴 Needs Attention |
Top 3 Highlights
Slicc leads the list at rank 1 with a ToolVitals score of 98, health score of 98, and shipping score of 99. Its supplied description presents it as a browser-native AI agent platform. ToolVitals labels it OSI-approved OSS and lists Apache-2.0 as its license; the associated GitHub repository has 32 stars, which is context rather than a ranking input.
Lightpanda ranks second with a ToolVitals score of 97, health score of 97, and shipping score of 97. The supplied description focuses on a headless browser designed for AI and automation. It is labeled OSI-approved OSS under AGPL-3.0, while its 36,010 GitHub stars provide visibility context without changing its rank.
BrowserOS ranks third with a ToolVitals score of 97, matching Lightpanda’s score but trailing it on health, 96 to 97; both have a shipping score of 97. Its supplied description calls it an agentic browser, and ToolVitals labels it OSI-approved OSS under AGPL-3.0. The listed GitHub repository has 13,822 stars, useful as context but not as a ranking input.
Want to see the full health, license, shipping, and confidence details for every tool in Browser Automation? Browse all Browser Automation Tools →