The Index · Browser automation
Browser automation
'Driving the browser' — Playwright, CDP, headless runs. tashan measures 162 capabilities for this work. Ranked on upkeep, freshness and real adoption, every input public. How we measure ›
| # | Capability | tashan | Evidence | Health |
|---|---|---|---|---|
| 1 | 92 | 3.3m/wk | active | |
| 2 | 76 | 3k/wk | active | |
| 3 | 58 | 335 ★ | active | |
| 4 | 85 | 4.6m/wk | active | |
| 5 | 76 | 16k ★ | active | |
| 6 | 70 | 4k/wk | active | |
| 7 | 59 | 64 ★ | active | |
| 8 | 56 | 282/wk | active | |
| 9 | 48 | 7 ★ | active | |
| 10 | 45 | 38 ★ | active | |
| 11 | 44 | 37/wk | active | |
| 12 | 43 | 57 ★ | active | |
| 13 | 42 | 15 ★ | active | |
| 14 | 40 | 6 ★ | active | |
| 15 | 39 | 22 ★ | active | |
| 16 | 38 | 4k/wk | abandoned | |
| 17 | 75 | 23k ★ | active | |
| 18 | 65 | 2k/wk | active | |
| 19 | 49 | 104/wk | active | |
| 20 | 43 | 1 ★ | active | |
| 21 | 40 | 0 ★ | active | |
| 22 | 40 | 1 marketplaces | active | |
| 23 | 39 | 1 ★ | active | |
| · | not scored yet | 28k/wk | abandoned | |
| 25 | 70 | 2k ★ | active | |
| 26 | 55 | 14 ★ | active | |
| 27 | 54 | 37 ★ | active | |
| 28 | 46 | 21 ★ | active | |
| 29 | 71 | 3k/wk | active | |
| 30 | 68 | 1k/wk | active | |
| 31 | 65 | 965/wk | active | |
| 32 | 62 | 707/wk | active | |
| 33 | 59 | 794/wk | active | |
| 34 | 58 | 349/wk | active | |
| 35 | 57 | 234/wk | active | |
| 36 | 55 | 438/wk | active | |
| 37 | 54 | 174/wk | active | |
| 38 | 43 | 125/wk | active | |
| 39 | 72 | 11k/wk | stable | |
| 40 | 67 | 2k/wk | active | |
| 41 | 67 | 2k/wk | active | |
| 42 | 62 | 599/wk | active | |
| 43 | 61 | 560/wk | active | |
| 44 | 59 | 265/wk | active | |
| 45 | 58 | 407/wk | active | |
| 46 | 56 | 918/wk | active | |
| 47 | 56 | 375/wk | active | |
| 48 | 56 | 177/wk | active | |
| 49 | 54 | 448/wk | active | |
| 50 | 54 | 184/wk | active | |
| 51 | 53 | 338/wk | active | |
| 52 | 53 | 171/wk | active | |
| 53 | 52 | 111/wk | active | |
| 54 | 51 | 219/wk | active | |
| 55 | 48 | 130/wk | active | |
| 56 | 48 | 112/wk | active | |
| 57 | 48 | 78/wk | active | |
| 58 | 48 | 77/wk | active | |
| 59 | 47 | 114/wk | active | |
| 60 | 47 | 78/wk | active | |
| 61 | 45 | 94/wk | active | |
| 62 | 45 | 82/wk | active | |
| 63 | 44 | 153/wk | active | |
| 64 | 43 | 240/wk | active | |
| 65 | 43 | 51/wk | active | |
| 66 | 43 | 31/wk | active | |
| 67 | 42 | 67/wk | active | |
| 68 | 42 | 51/wk | active | |
| 69 | 40 | 139/wk | active | |
| 70 | 40 | 87/wk | active | |
| 71 | 39 | 52/wk | active | |
| 72 | 39 | 23/wk | active | |
| 73 | 77 | 129k/wk | active | |
| 74 | 74 | 4k/wk | active | |
| 75 | 72 | 919/wk | active | |
| 76 | 71 | 422/wk | active | |
| 77 | 68 | 3k/wk | active | |
| 78 | 68 | 704/wk | active | |
| 79 | 67 | 799/wk | active | |
| 80 | 67 | 716/wk | active | |
| 81 | 66 | 469/wk | active | |
| 82 | 65 | 2k/wk | active | |
| 83 | 65 | 407/wk | active | |
| 84 | 64 | 394/wk | active | |
| 85 | 63 | 313/wk | active | |
| 86 | 62 | 777/wk | active | |
| 87 | 62 | 716/wk | active | |
| 88 | 62 | 559/wk | active | |
| 89 | 60 | 704/wk | active | |
| 90 | 60 | 301/wk | active | |
| 91 | 59 | 659/wk | active | |
| 92 | 59 | 469/wk | active | |
| 93 | 58 | 437/wk | active | |
| 94 | 58 | 351/wk | active | |
| 95 | 57 | 1k/wk | active | |
| 96 | 57 | 538/wk | active | |
| 97 | 57 | 255/wk | active | |
| 98 | 57 | 237/wk | active | |
| 99 | 57 | 188/wk | active | |
| 100 | 56 | 360/wk | active | |
| 101 | 55 | 285/wk | active | |
| 102 | 55 | 264/wk | active | |
| 103 | 55 | 188/wk | active | |
| 104 | 55 | 186/wk | active | |
| 105 | 54 | 263/wk | active | |
| 106 | 54 | 207/wk | active | |
| 107 | 54 | 130/wk | active | |
| 108 | 54 | 104/wk | active | |
| 109 | 53 | 402/wk | active | |
| 110 | 53 | 203/wk | active | |
| 111 | 53 | 137/wk | active | |
| 112 | 53 | 106/wk | active | |
| 113 | 52 | 238/wk | active | |
| 114 | 52 | 108/wk | active | |
| 115 | 51 | 112/wk | active | |
| 116 | 51 | 40/wk | active | |
| 117 | 50 | 59/wk | active | |
| 118 | 49 | 446/wk | active | |
| 119 | 49 | 89/wk | active | |
| 120 | 49 | 61/wk | active | |
| 121 | 48 | 96/wk | active | |
| 122 | 48 | 82/wk | active | |
| 123 | 48 | 37/wk | active | |
| 124 | 48 | 35/wk | active | |
| 125 | 47 | 48/wk | active | |
| 126 | 47 | 38/wk | active | |
| 127 | 46 | 197/wk | active | |
| 128 | 46 | 72/wk | active | |
| 129 | 46 | 64/wk | active | |
| 130 | 46 | 31/wk | active | |
| 131 | 45 | 86/wk | active | |
| 132 | 45 | 49/wk | active | |
| 133 | 44 | 2 ★ | active | |
| 134 | 44 | 43/wk | active | |
| 135 | 44 | 23/wk | active | |
| 136 | 43 | 134/wk | active | |
| 137 | 42 | 1 marketplaces | — | |
| 138 | 42 | 453/wk | active | |
| 139 | 42 | 35/wk | active | |
| 140 | 42 | 25/wk | active | |
| 141 | 42 | 12/wk | active | |
| 142 | 41 | 1 marketplaces | active | |
| 143 | 41 | 1 marketplaces | active | |
| 144 | 41 | 4k/wk | abandoned | |
| 145 | 40 | 6k/wk | abandoned | |
| 146 | 40 | 22/wk | active | |
| 147 | 40 | 21/wk | active | |
| 148 | 40 | 20/wk | active | |
| 149 | 39 | 37/wk | active | |
| 150 | 39 | 27/wk | active | |
| 151 | 39 | 20/wk | active | |
| 152 | 38 | 425/wk | active | |
| 153 | 38 | 40/wk | active | |
| 154 | 36 | 70/wk | active | |
| 155 | 35 | 2 ★ | active | |
| 156 | 35 | 46/wk | active | |
| · | not scored yet | 157/wk | abandoned | |
| · | not scored yet | 188/wk | abandoned | |
| · | not scored yet | 90/wk | abandoned | |
| 160 | 53 | 132/wk | active | |
| 161 | 50 | 127/wk | active | |
| 162 | 40 | 35/wk | active |
Who does this work
O*NET has no process step for this yet — its software occupations were surveyed before agentic tooling existed. We list it because the corpus plainly shows people doing it, and we say so rather than forcing it onto an unrelated step.
Recently changed in Browser automation
199 changes recorded here in the last 45 days, newest and most serious first.
- 2026-08-05 Shiplight — shiplight now reaches browser, credentials, filesystem, network
- 2026-08-05 Puppeteer — @modelcontextprotocol/server-puppeteer was marked deprecated on npm
- 2026-08-05 Looking Glass — looking-glass-mcp was marked deprecated on npm
- 2026-08-10 Playwright — @playwright/mcp now reaches browser
Other work
Occupational data from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration, used under CC BY 4.0. tashan consolidated its process steps into the terms practitioners use; O*NET does not endorse this site.
199 changes across Browser automation in the last 45 days. A new advisory, an install script appearing, a maintainer leaving. All listed free above. Pro keeps the series behind each row, so a number today comes with a direction.
- The whole series behind any row, back to the first day we measured it
- The replacement, named — not just the news that something died
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