server stringclasses 2
values | mode stringclasses 3
values | task stringclasses 7
values | run int64 1 5 | input_tokens int64 73.8k 224k | output_tokens int64 223 1.01k | api_cost_usd float64 0.15 0.3 | requests int64 3 9 | seconds int64 14 43 | max_tool_result_chars int64 213 48.2k | snapshot_raw_chars float64 27.3k 504k ⌀ | snapshot_result_chars float64 185 48.2k ⌀ | snapshot_tokens_added float64 380 18.4k ⌀ | snapshot_blocked_by_claude_code bool 2
classes | answered bool 1
class | task_label stringclasses 7
values | tool_calls stringlengths 33 97 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
chrome-devtools-mcp 1.11.0 | as shipped | hist | 1 | 93,686 | 528 | 0.1649 | 4 | 18 | 446 | null | null | null | null | true | Wikipedia History of Python: 5 release dates (any method) | ToolSearch new_page evaluate_script |
chrome-devtools-mcp 1.11.0 | as shipped | hist | 2 | 93,680 | 500 | 0.1643 | 4 | 14 | 446 | null | null | null | null | true | Wikipedia History of Python: 5 release dates (any method) | ToolSearch new_page evaluate_script |
chrome-devtools-mcp 1.11.0 | as shipped | hn | 1 | 93,497 | 641 | 0.1665 | 4 | 16 | 469 | null | null | null | null | true | Hacker News: top 5 titles and points (any method) | ToolSearch new_page evaluate_script |
chrome-devtools-mcp 1.11.0 | as shipped | hn | 2 | 93,494 | 571 | 0.165 | 4 | 28 | 469 | null | null | null | null | true | Hacker News: top 5 titles and points (any method) | ToolSearch new_page evaluate_script |
chrome-devtools-mcp 1.11.0 | as shipped | probe | 1 | 92,803 | 331 | 0.1597 | 4 | 22 | 1,303 | 427,400 | 1,303 | 695 | true | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | as shipped | todo | 1 | 224,461 | 802 | 0.2167 | 9 | 21 | 1,203 | null | 1,098 | 692 | false | true | TodoMVC: add 3 items, complete 1, report items left | ToolSearch new_page take_snapshot type_text type_text type_text take_snapshot click |
chrome-devtools-mcp 1.11.0 | as shipped | todo | 2 | 175,013 | 1,010 | 0.2165 | 7 | 26 | 1,200 | null | 569 | 380 | false | true | TodoMVC: add 3 items, complete 1, report items left | ToolSearch new_page take_snapshot fill press_key fill press_key fill press_key click |
chrome-devtools-mcp 1.11.0 | as shipped | wiki | 1 | 116,607 | 628 | 0.1698 | 5 | 16 | 213 | null | null | null | null | true | Wikipedia Python article: designer and first year (any method) | ToolSearch navigate_page evaluate_script evaluate_script |
chrome-devtools-mcp 1.11.0 | as shipped | wiki | 2 | 117,872 | 535 | 0.1712 | 5 | 15 | 555 | null | null | null | null | true | Wikipedia Python article: designer and first year (any method) | ToolSearch new_page evaluate_script evaluate_script |
playwright-mcp 0.0.83 | as shipped | hist | 1 | 91,422 | 560 | 0.1606 | 4 | 18 | 696 | null | null | null | null | true | Wikipedia History of Python: 5 release dates (any method) | ToolSearch browser_navigate browser_evaluate |
playwright-mcp 0.0.83 | as shipped | hist | 2 | 91,277 | 498 | 0.1582 | 4 | 21 | 547 | null | null | null | null | true | Wikipedia History of Python: 5 release dates (any method) | ToolSearch browser_navigate browser_evaluate |
playwright-mcp 0.0.83 | as shipped | hn | 1 | 90,002 | 482 | 0.1547 | 4 | 15 | 875 | null | null | null | null | true | Hacker News: top 5 titles and points (any method) | ToolSearch browser_navigate browser_evaluate |
playwright-mcp 0.0.83 | as shipped | hn | 2 | 90,011 | 556 | 0.1563 | 4 | 16 | 901 | null | null | null | null | true | Hacker News: top 5 titles and points (any method) | ToolSearch browser_navigate browser_evaluate |
playwright-mcp 0.0.83 | as shipped | probe | 1 | 90,412 | 326 | 0.1532 | 4 | 15 | 1,306 | 504,168 | 1,306 | 669 | true | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | as shipped | todo | 1 | 166,748 | 779 | 0.1942 | 7 | 29 | 1,455 | null | 1,455 | 813 | false | true | TodoMVC: add 3 items, complete 1, report items left | ToolSearch browser_navigate browser_type browser_type browser_type browser_click browser_snapshot |
playwright-mcp 0.0.83 | as shipped | todo | 2 | 190,069 | 701 | 0.1934 | 8 | 43 | 623 | null | 623 | 401 | false | true | TodoMVC: add 3 items, complete 1, report items left | ToolSearch browser_navigate browser_type browser_type browser_type browser_click browser_snapshot |
playwright-mcp 0.0.83 | as shipped | wiki | 1 | 115,098 | 417 | 0.1654 | 5 | 15 | 1,737 | null | null | null | null | true | Wikipedia Python article: designer and first year (any method) | ToolSearch browser_navigate browser_evaluate browser_find |
playwright-mcp 0.0.83 | as shipped | wiki | 2 | 116,678 | 411 | 0.178 | 5 | 33 | 6,012 | null | null | null | null | true | Wikipedia Python article: designer and first year (any method) | ToolSearch browser_navigate browser_evaluate browser_find |
chrome-devtools-mcp 1.11.0 | as shipped | hnsnap | 1 | 106,089 | 562 | 0.2712 | 4 | 17 | 27,387 | null | 27,387 | 14,115 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | as shipped | hnsnap | 2 | 106,090 | 584 | 0.2717 | 4 | 24 | 27,390 | null | 27,390 | 14,116 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | as shipped | hnsnap | 3 | 106,084 | 562 | 0.2712 | 4 | 18 | 27,394 | null | 27,394 | 14,110 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | as shipped | hnsnap | 4 | 106,084 | 539 | 0.2707 | 4 | 19 | 27,412 | null | 27,412 | 14,110 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | as shipped | hnsnap | 5 | 106,423 | 536 | 0.2716 | 4 | 16 | 27,412 | null | 27,412 | 14,110 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | as shipped | probe | 2 | 92,825 | 305 | 0.1592 | 4 | 18 | 1,318 | 427,400 | 1,318 | 701 | true | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | as shipped | probe | 3 | 92,840 | 358 | 0.1604 | 4 | 19 | 1,318 | 427,400 | 1,318 | 716 | true | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | as shipped | snapread | 1 | 147,727 | 659 | 0.2227 | 6 | 32 | 1,327 | 427,400 | 1,327 | 701 | true | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot ToolSearch take_screenshot |
chrome-devtools-mcp 1.11.0 | as shipped | snapread | 2 | 172,294 | 912 | 0.2351 | 7 | 30 | 1,327 | 427,400 | 1,327 | 762 | true | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot take_snapshot ToolSearch take_screenshot |
chrome-devtools-mcp 1.11.0 | as shipped | snapread | 3 | 147,828 | 666 | 0.2232 | 6 | 30 | 1,327 | 427,400 | 1,327 | 710 | true | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot ToolSearch take_screenshot |
chrome-devtools-mcp 1.11.0 | as shipped | snapread | 4 | 172,157 | 890 | 0.2342 | 7 | 25 | 1,327 | 427,400 | 1,327 | 755 | true | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot take_snapshot ToolSearch take_screenshot |
chrome-devtools-mcp 1.11.0 | as shipped | snapread | 5 | 172,135 | 874 | 0.2338 | 7 | 26 | 1,327 | 427,400 | 1,327 | 748 | true | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot take_snapshot ToolSearch take_screenshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | hnsnap | 1 | 100,451 | 537 | 0.2234 | 4 | 17 | 13,022 | 27,426 | 13,022 | 8,066 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | hnsnap | 2 | 100,451 | 601 | 0.2247 | 4 | 15 | 13,022 | 27,426 | 13,022 | 8,066 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | hnsnap | 3 | 100,094 | 569 | 0.223 | 4 | 22 | 12,985 | 27,394 | 12,985 | 8,048 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | hnsnap | 4 | 100,449 | 569 | 0.224 | 4 | 16 | 13,034 | 27,412 | 13,034 | 8,064 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | hnsnap | 5 | 100,110 | 568 | 0.2231 | 4 | 17 | 13,034 | 27,412 | 13,034 | 8,064 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | probe | 1 | 100,675 | 256 | 0.2206 | 4 | 16 | 16,381 | 427,400 | 16,381 | 8,479 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | probe | 2 | 100,675 | 256 | 0.2206 | 4 | 20 | 16,381 | 427,400 | 16,381 | 8,479 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | probe | 3 | 100,675 | 256 | 0.2206 | 4 | 15 | 16,381 | 427,400 | 16,381 | 8,479 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | snapread | 1 | 165,693 | 515 | 0.2442 | 6 | 19 | 16,381 | 427,400 | 16,381 | 8,479 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot ToolSearch snapshot_detail |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | snapread | 2 | 134,019 | 409 | 0.2349 | 5 | 18 | 16,381 | 427,400 | 16,381 | 8,479 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot snapshot_detail |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | snapread | 3 | 134,014 | 411 | 0.2349 | 5 | 20 | 16,381 | 427,400 | 16,381 | 8,479 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot snapshot_detail |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | snapread | 4 | 134,016 | 406 | 0.2348 | 5 | 17 | 16,381 | 427,400 | 16,381 | 8,479 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot snapshot_detail |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.1.0 | snapread | 5 | 134,018 | 450 | 0.2357 | 5 | 31 | 16,381 | 427,400 | 16,381 | 8,479 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot snapshot_detail |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | hnsnap | 1 | 100,432 | 818 | 0.2289 | 4 | 22 | 12,974 | 27,345 | 12,974 | 8,047 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | hnsnap | 2 | 100,432 | 601 | 0.2245 | 4 | 19 | 12,974 | 27,345 | 12,974 | 8,047 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | hnsnap | 3 | 100,432 | 631 | 0.2251 | 4 | 25 | 12,974 | 27,345 | 12,974 | 8,047 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | hnsnap | 4 | 100,449 | 644 | 0.2255 | 4 | 21 | 13,028 | 27,368 | 13,028 | 8,064 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | hnsnap | 5 | 100,110 | 599 | 0.2237 | 4 | 21 | 13,028 | 27,368 | 13,028 | 8,064 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | probe | 1 | 93,314 | 463 | 0.1659 | 4 | 21 | 2,336 | 427,400 | 2,336 | 1,118 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | probe | 2 | 93,314 | 398 | 0.1646 | 4 | 24 | 2,336 | 427,400 | 2,336 | 1,118 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | probe | 3 | 93,314 | 379 | 0.1642 | 4 | 23 | 2,336 | 427,400 | 2,336 | 1,118 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch new_page take_snapshot |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | snapread | 1 | 119,626 | 474 | 0.1783 | 5 | 25 | 2,336 | 427,400 | 2,336 | 1,118 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot snapshot_detail snapshot_detail |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | snapread | 2 | 119,576 | 459 | 0.1776 | 5 | 21 | 2,336 | 427,400 | 2,336 | 1,118 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot snapshot_detail snapshot_detail |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | snapread | 3 | 119,626 | 474 | 0.1783 | 5 | 21 | 2,336 | 427,400 | 2,336 | 1,118 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot snapshot_detail snapshot_detail |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | snapread | 4 | 119,576 | 424 | 0.1769 | 5 | 25 | 2,336 | 427,400 | 2,336 | 1,118 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot snapshot_detail snapshot_detail |
chrome-devtools-mcp 1.11.0 | tokensave-mcp-diet 0.2.0 | snapread | 5 | 119,626 | 475 | 0.1783 | 5 | 22 | 2,336 | 427,400 | 2,336 | 1,118 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch new_page take_snapshot snapshot_detail snapshot_detail |
playwright-mcp 0.0.83 | as shipped | hnsnap | 1 | 107,914 | 460 | 0.2971 | 4 | 25 | 48,166 | null | 48,166 | 18,407 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | as shipped | hnsnap | 2 | 107,914 | 486 | 0.2976 | 4 | 26 | 48,167 | null | 48,167 | 18,407 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | as shipped | hnsnap | 3 | 107,909 | 575 | 0.2993 | 4 | 18 | 48,173 | null | 48,173 | 18,402 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | as shipped | hnsnap | 4 | 107,911 | 540 | 0.2986 | 4 | 15 | 48,193 | null | 48,193 | 18,404 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | as shipped | hnsnap | 5 | 107,911 | 528 | 0.2984 | 4 | 18 | 48,193 | null | 48,193 | 18,404 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | as shipped | probe | 2 | 90,434 | 387 | 0.1545 | 4 | 19 | 1,321 | 504,168 | 1,321 | 675 | true | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | as shipped | probe | 3 | 90,446 | 329 | 0.1534 | 4 | 15 | 1,321 | 504,168 | 1,321 | 687 | true | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | as shipped | snapread | 1 | 116,487 | 456 | 0.1718 | 5 | 17 | 1,737 | 504,168 | 1,330 | 982 | true | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot ToolSearch browser_find |
playwright-mcp 0.0.83 | as shipped | snapread | 2 | 97,801 | 388 | 0.2138 | 4 | 15 | 17,421 | null | 17,421 | 8,098 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | as shipped | snapread | 3 | 139,321 | 570 | 0.1791 | 6 | 24 | 1,737 | 504,168 | 1,330 | 771 | true | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot ToolSearch browser_find |
playwright-mcp 0.0.83 | as shipped | snapread | 4 | 92,000 | 490 | 0.1632 | 4 | 19 | 1,737 | null | 185 | 1,112 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot browser_find |
playwright-mcp 0.0.83 | as shipped | snapread | 5 | 139,359 | 548 | 0.1788 | 6 | 21 | 1,737 | 504,168 | 1,330 | 765 | true | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot ToolSearch browser_find |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | hnsnap | 1 | 97,162 | 536 | 0.208 | 4 | 20 | 15,271 | 48,208 | 15,271 | 6,792 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | hnsnap | 2 | 96,367 | 529 | 0.2057 | 4 | 20 | 15,271 | 48,208 | 15,271 | 6,792 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | hnsnap | 3 | 96,346 | 546 | 0.2059 | 4 | 19 | 15,231 | 48,173 | 15,231 | 6,771 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | hnsnap | 4 | 73,754 | 548 | 0.2018 | 3 | 15 | 15,282 | 48,193 | 15,282 | 7,042 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | hnsnap | 5 | 96,364 | 547 | 0.206 | 4 | 24 | 15,282 | 48,193 | 15,282 | 6,789 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | probe | 1 | 99,020 | 223 | 0.2195 | 4 | 19 | 17,856 | 504,168 | 17,856 | 9,193 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | probe | 2 | 99,020 | 466 | 0.2244 | 4 | 18 | 17,856 | 504,168 | 17,856 | 9,193 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | probe | 3 | 99,020 | 323 | 0.2215 | 4 | 17 | 17,856 | 504,168 | 17,856 | 9,193 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | snapread | 1 | 133,832 | 379 | 0.2371 | 5 | 22 | 17,856 | 504,168 | 17,856 | 9,193 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot snapshot_detail |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | snapread | 2 | 133,836 | 383 | 0.2372 | 5 | 20 | 17,856 | 504,168 | 17,856 | 9,193 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot snapshot_detail |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | snapread | 3 | 133,835 | 395 | 0.2374 | 5 | 16 | 17,856 | 504,168 | 17,856 | 9,193 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot snapshot_detail |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | snapread | 4 | 110,513 | 364 | 0.2323 | 4 | 16 | 17,854 | 504,154 | 17,854 | 9,492 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot snapshot_detail |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.1.0 | snapread | 5 | 133,831 | 378 | 0.237 | 5 | 18 | 17,856 | 504,168 | 17,856 | 9,193 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot snapshot_detail |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | hnsnap | 1 | 96,345 | 656 | 0.208 | 4 | 21 | 15,220 | 48,124 | 15,220 | 6,770 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | hnsnap | 2 | 96,345 | 589 | 0.2067 | 4 | 19 | 15,220 | 48,124 | 15,220 | 6,770 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | hnsnap | 3 | 97,152 | 525 | 0.2077 | 4 | 31 | 15,220 | 48,124 | 15,220 | 6,770 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | hnsnap | 4 | 97,152 | 549 | 0.2082 | 4 | 19 | 15,220 | 48,124 | 15,220 | 6,770 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | hnsnap | 5 | 96,364 | 614 | 0.2074 | 4 | 20 | 15,276 | 48,149 | 15,276 | 6,789 | false | true | Hacker News: top 5 titles and points from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | probe | 1 | 90,968 | 357 | 0.1578 | 4 | 19 | 2,418 | 504,168 | 2,418 | 1,141 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | probe | 2 | 90,968 | 325 | 0.1571 | 4 | 26 | 2,418 | 504,168 | 2,418 | 1,141 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | probe | 3 | 90,968 | 315 | 0.1569 | 4 | 22 | 2,418 | 504,168 | 2,418 | 1,141 | false | true | Wikipedia Python article: one full snapshot, reply 'done' | ToolSearch browser_navigate browser_snapshot |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | snapread | 1 | 117,973 | 450 | 0.1743 | 5 | 40 | 2,418 | 504,168 | 2,418 | 1,141 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot snapshot_detail snapshot_detail |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | snapread | 2 | 117,973 | 458 | 0.1745 | 5 | 24 | 2,418 | 504,168 | 2,418 | 1,141 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot snapshot_detail snapshot_detail |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | snapread | 3 | 117,971 | 450 | 0.1743 | 5 | 23 | 2,417 | 504,063 | 2,417 | 1,140 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot snapshot_detail snapshot_detail |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | snapread | 4 | 94,664 | 447 | 0.1699 | 4 | 19 | 2,417 | 504,154 | 2,417 | 1,441 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot snapshot_detail snapshot_detail |
playwright-mcp 0.0.83 | tokensave-mcp-diet 0.2.0 | snapread | 5 | 117,973 | 449 | 0.1743 | 5 | 26 | 2,418 | 504,168 | 2,418 | 1,141 | false | true | Wikipedia Python article: designer and first year from a snapshot, no JavaScript | ToolSearch browser_navigate browser_snapshot snapshot_detail snapshot_detail |
Browser MCP token cost: Playwright MCP vs Chrome DevTools MCP, and a snapshot diet
Measured 2026-10-22 with Claude Code 2.1.295 (Opus 5.5, effort medium) on Windows 11. 94 runs, 7 tasks. License: CC BY 4.0.
Page with tables, chart and method: https://tokensave.app/data/browser-mcp-token-cost Tool used in the "diet" runs: https://github.com/johnisking/tokensave-mcp-diet (MIT)
Key numbers
- Everyday tasks (TodoMVC, Wikipedia facts, Hacker News, a Wikipedia table): 90,000 to 224,000 input tokens per task, $0.16 to $0.22; the largest single tool result in 16 runs was 6,012 characters.
- One full accessibility snapshot of the English Wikipedia article "Python (programming language)": 504,168 characters / 205,642 Claude tokens (Playwright MCP 0.0.83) and 427,400 / 208,926 (Chrome DevTools MCP 1.11.0). Claude Code refused both as too large.
- Hacker News snapshot, tokens added to the next request: 18,407 → 6,770 (Playwright) and 14,115 → 8,047 (Chrome DevTools) with tokensave-mcp-diet 0.2; task cost −30% and −17% (5 runs each).
- Wikipedia fact task from a snapshot: −4% (Playwright) and −23% (Chrome DevTools) with 0.2; version 0.1 had cost 3% to 44% more on Wikipedia tasks.
Files
browser-mcp-token-cost.csv: one row per run (server, mode, task, run, input/output tokens, API cost, requests, seconds, largest tool result, snapshot sizes, whether Claude Code refused the snapshot, answered).browser-mcp-token-cost.json: the same plus every snapshot call and the Claude token count of the full Wikipedia snapshots.browser-mcp-token-cost-chart.pnglogs/(GitHub only, https://github.com/johnisking/token-cost-by-language/tree/main/browser-mcp): Claude Code stream-json log of every run (<server>_<task>_r<n>= as shipped, first set;<server>_base|v2|v3_<task>_r<n>= as shipped / diet 0.1.0 / diet 0.2.0). The PC user name is replaced with USER.scripts/(GitHub only): PowerShell run scripts, the token-count script and the Python that builds the CSV/JSON and chart.
Full page snapshots of Wikipedia and Hacker News are not included (third-party content); their sizes and token counts are in the JSON.
Cite: TokenSave (2026). Browser MCP token cost: Playwright MCP vs Chrome DevTools MCP, and what a snapshot diet saves [Data set]. https://tokensave.app/data/browser-mcp-token-cost
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