Dataset Viewer
Auto-converted to Parquet Duplicate
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.png
  • logs/ (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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