Thinkingmachines / inkling
medium
97.6%
199 / 204 fixtures · 1 run(s)
36,050 input / 37,875 total output / 33,405 reasoning within output tokens $0.18638650
Reliability by Benchmark (Text)
Loading reliability summary…
Text vs JSON Schema Comparison
Pass Rate Delta
-49.5%
Text: 97.6% →
JSON: 48%
+1
Gained
JSON pass / text fail
−102
Lost
Text pass / JSON fail
97
Unchanged Pass
Both pass
4
Unchanged Fail
Both fail
Fixture Reliability Delta
| Fixture | Text | JSON | Delta |
|---|
Benchmark Deltas
| Benchmark | Text | JSON | Delta |
|---|---|---|---|
| cherry_pick | 91.7% | 8.3% | -83.3% |
| blame_forensics | 100% | 25% | -75% |
| reflog | 100% | 25% | -75% |
| commit_messages | 100% | 33.3% | -66.7% |
| branch_cleanup | 100% | 41.7% | -58.3% |
| git_show | 100% | 41.7% | -58.3% |
| stash_recovery | 100% | 50% | -50% |
| submodule_usage | 100% | 50% | -50% |
| commit_squash | 100% | 58.3% | -41.7% |
| git_bisect | 100% | 58.3% | -41.7% |
| git_clean | 100% | 58.3% | -41.7% |
| rebase | 91.7% | 50% | -41.7% |
| tag_management | 100% | 58.3% | -41.7% |
| worktree_usage | 100% | 58.3% | -41.7% |
| merge_conflicts | 75% | 41.7% | -33.3% |
| git_log_format | 100% | 75% | -25% |
| git_grep | 100% | 83.3% | -16.7% |
Changed Fixtures (103)
f001 -loss f002 -loss f004 -loss f006 -loss f007 -loss f008 -loss f009 -loss f010 -loss f011 -loss f002 -loss f003 -loss f004 -loss f005 -loss f006 -loss f009 -loss f011 -loss f002 -loss f003 -loss f004 -loss f005 -loss f006 -loss f007 -loss f008 -loss f009 -loss f010 -loss f011 -loss f001 -loss f002 -loss f003 -loss f005 -loss f007 -loss f010 -loss f011 -loss f012 -loss f001 -loss f003 -loss f006 -loss f008 -loss f009 -loss f002 -loss f003 -loss f004 -loss f005 -loss f007 -loss f003 -loss f005 -loss f006 -loss f010 -loss f012 -loss f006 -loss f007 -loss f004 -loss f005 -loss f012 -loss f001 -loss f003 -loss f004 -loss f008 -loss f009 -loss f011 -loss f012 -loss f001 -loss f005 -loss f006 +gain f007 -loss f010 -loss f011 -loss f002 -loss f004 -loss f005 -loss f010 -loss f011 -loss f001 -loss f002 -loss f004 -loss f005 -loss f006 -loss f007 -loss f009 -loss f010 -loss f012 -loss f001 -loss f003 -loss f005 -loss f009 -loss f010 -loss f012 -loss f001 -loss f002 -loss f004 -loss f007 -loss f008 -loss f010 -loss f001 -loss f002 -loss f003 -loss f005 -loss f007 -loss f002 -loss f006 -loss f008 -loss f009 -loss f010 -loss
Fixture Gallery (204)
blame_forensics f001
100%
Passed
Tokens
225
Input
150
Total output
149
Reasoning within output
blame_forensics f002
100%
Passed
Tokens
207
Input
107
Total output
97
Reasoning within output
blame_forensics f003
100%
Passed
Tokens
230
Input
63
Total output
51
Reasoning within output
blame_forensics f004
100%
Passed
Tokens
178
Input
42
Total output
30
Reasoning within output
blame_forensics f005
100%
Passed
Tokens
233
Input
64
Total output
57
Reasoning within output
blame_forensics f006
100%
Passed
Tokens
217
Input
151
Total output
142
Reasoning within output
blame_forensics f007
100%
Passed
Tokens
196
Input
60
Total output
50
Reasoning within output
blame_forensics f008
100%
Passed
Tokens
222
Input
144
Total output
119
Reasoning within output
blame_forensics f009
100%
Passed
Tokens
179
Input
88
Total output
78
Reasoning within output
blame_forensics f010
100%
Passed
Tokens
375
Input
60
Total output
50
Reasoning within output
blame_forensics f011
100%
Passed
Tokens
222
Input
74
Total output
64
Reasoning within output
blame_forensics f012
100%
Passed
Tokens
135
Input
76
Total output
65
Reasoning within output
branch_cleanup f001
100%
Passed
Tokens
107
Input
167
Total output
156
Reasoning within output
branch_cleanup f002
100%
Passed
Tokens
119
Input
101
Total output
89
Reasoning within output
branch_cleanup f003
100%
Passed
Tokens
99
Input
151
Total output
144
Reasoning within output
branch_cleanup f004
100%
Passed
Tokens
132
Input
63
Total output
64
Reasoning within output
branch_cleanup f005
100%
Passed
Tokens
108
Input
125
Total output
116
Reasoning within output
branch_cleanup f006
100%
Passed
Tokens
123
Input
72
Total output
65
Reasoning within output
branch_cleanup f007
100%
Passed
Tokens
110
Input
141
Total output
137
Reasoning within output
branch_cleanup f008
100%
Passed
Tokens
123
Input
166
Total output
151
Reasoning within output
branch_cleanup f009
100%
Passed
Tokens
88
Input
191
Total output
222
Reasoning within output
branch_cleanup f010
100%
Passed
Tokens
120
Input
159
Total output
129
Reasoning within output
branch_cleanup f011
100%
Passed
Tokens
74
Input
126
Total output
119
Reasoning within output
branch_cleanup f012
100%
Passed
Tokens
157
Input
151
Total output
132
Reasoning within output
cherry_pick f001
100%
Passed
Tokens
97
Input
180
Total output
170
Reasoning within output
cherry_pick f002
100%
Passed
Tokens
122
Input
400
Total output
387
Reasoning within output
cherry_pick f003
100%
Passed
Tokens
91
Input
906
Total output
1,070
Reasoning within output
cherry_pick f004
100%
Passed
Tokens
146
Input
777
Total output
750
Reasoning within output
cherry_pick f005
100%
Passed
Tokens
151
Input
199
Total output
176
Reasoning within output
cherry_pick f006
100%
Passed
Tokens
135
Input
194
Total output
167
Reasoning within output
cherry_pick f007
100%
Passed
Tokens
128
Input
170
Total output
156
Reasoning within output
cherry_pick f008
100%
Passed
Tokens
126
Input
58
Total output
45
Reasoning within output
cherry_pick f009
100%
Passed
Tokens
110
Input
35
Total output
23
Reasoning within output
cherry_pick f010
100%
Passed
Tokens
209
Input
981
Total output
951
Reasoning within output
cherry_pick f011
100%
Passed
Tokens
167
Input
144
Total output
117
Reasoning within output
cherry_pick f012
0%
Failed
Tokens
261
Input
617
Total output
650
Reasoning within output
commit_messages f001
85%
Passed
Tokens
110
Input
239
Total output
225
Reasoning within output
commit_messages f002
88.3%
Passed
Tokens
204
Input
230
Total output
219
Reasoning within output
commit_messages f003
97.7%
Passed
Tokens
89
Input
339
Total output
324
Reasoning within output
commit_messages f004
91.7%
Passed
Tokens
117
Input
157
Total output
166
Reasoning within output
commit_messages f005
89.3%
Passed
Tokens
105
Input
125
Total output
114
Reasoning within output
commit_messages f006
91.7%
Passed
Tokens
140
Input
260
Total output
248
Reasoning within output
commit_messages f007
93.3%
Passed
Tokens
182
Input
109
Total output
97
Reasoning within output
commit_messages f008
91.3%
Passed
Tokens
77
Input
130
Total output
119
Reasoning within output
commit_messages f009
86%
Passed
Tokens
129
Input
133
Total output
120
Reasoning within output
commit_messages f010
89.3%
Passed
Tokens
265
Input
261
Total output
262
Reasoning within output
commit_messages f011
86%
Passed
Tokens
147
Input
391
Total output
386
Reasoning within output
commit_messages f012
90.7%
Passed
Tokens
130
Input
179
Total output
167
Reasoning within output
commit_squash f001
100%
Passed
Tokens
142
Input
420
Total output
402
Reasoning within output
commit_squash f002
100%
Passed
Tokens
124
Input
87
Total output
73
Reasoning within output
commit_squash f003
100%
Passed
Tokens
132
Input
175
Total output
157
Reasoning within output
commit_squash f004
100%
Passed
Tokens
121
Input
176
Total output
159
Reasoning within output
commit_squash f005
100%
Passed
Tokens
120
Input
209
Total output
196
Reasoning within output
commit_squash f006
100%
Passed
Tokens
101
Input
118
Total output
109
Reasoning within output
commit_squash f007
100%
Passed
Tokens
104
Input
71
Total output
52
Reasoning within output
commit_squash f008
100%
Passed
Tokens
118
Input
80
Total output
61
Reasoning within output
commit_squash f009
100%
Passed
Tokens
107
Input
59
Total output
41
Reasoning within output
commit_squash f010
100%
Passed
Tokens
127
Input
107
Total output
85
Reasoning within output
commit_squash f011
100%
Passed
Tokens
133
Input
219
Total output
197
Reasoning within output
commit_squash f012
100%
Passed
Tokens
131
Input
121
Total output
95
Reasoning within output
git_bisect f001
100%
Passed
Tokens
181
Input
104
Total output
93
Reasoning within output
git_bisect f002
100%
Passed
Tokens
196
Input
75
Total output
65
Reasoning within output
git_bisect f003
100%
Passed
Tokens
196
Input
77
Total output
68
Reasoning within output
git_bisect f004
100%
Passed
Tokens
202
Input
66
Total output
46
Reasoning within output
git_bisect f005
100%
Passed
Tokens
202
Input
72
Total output
61
Reasoning within output
git_bisect f006
100%
Passed
Tokens
225
Input
81
Total output
70
Reasoning within output
git_bisect f007
100%
Passed
Tokens
198
Input
86
Total output
75
Reasoning within output
git_bisect f008
100%
Passed
Tokens
200
Input
76
Total output
64
Reasoning within output
git_bisect f009
100%
Passed
Tokens
196
Input
77
Total output
55
Reasoning within output
git_bisect f010
100%
Passed
Tokens
200
Input
127
Total output
98
Reasoning within output
git_bisect f011
100%
Passed
Tokens
198
Input
76
Total output
64
Reasoning within output
git_bisect f012
100%
Passed
Tokens
223
Input
41
Total output
29
Reasoning within output
git_clean f001
100%
Passed
Tokens
55
Input
109
Total output
95
Reasoning within output
git_clean f002
100%
Passed
Tokens
66
Input
73
Total output
63
Reasoning within output
git_clean f003
100%
Passed
Tokens
63
Input
41
Total output
30
Reasoning within output
git_clean f004
100%
Passed
Tokens
63
Input
155
Total output
148
Reasoning within output
git_clean f005
100%
Passed
Tokens
55
Input
187
Total output
189
Reasoning within output
git_clean f006
100%
Passed
Tokens
78
Input
101
Total output
90
Reasoning within output
git_clean f007
100%
Passed
Tokens
70
Input
255
Total output
256
Reasoning within output
git_clean f008
100%
Passed
Tokens
77
Input
205
Total output
195
Reasoning within output
git_clean f009
100%
Passed
Tokens
71
Input
100
Total output
106
Reasoning within output
git_clean f010
100%
Passed
Tokens
68
Input
125
Total output
135
Reasoning within output
git_clean f011
100%
Passed
Tokens
67
Input
84
Total output
73
Reasoning within output
git_clean f012
100%
Passed
Tokens
69
Input
183
Total output
168
Reasoning within output
git_grep f001
100%
Passed
Tokens
58
Input
46
Total output
43
Reasoning within output
git_grep f002
100%
Passed
Tokens
70
Input
42
Total output
35
Reasoning within output
git_grep f003
100%
Passed
Tokens
91
Input
70
Total output
63
Reasoning within output
git_grep f004
100%
Passed
Tokens
83
Input
58
Total output
46
Reasoning within output
git_grep f005
100%
Passed
Tokens
118
Input
53
Total output
45
Reasoning within output
git_grep f006
100%
Passed
Tokens
48
Input
96
Total output
88
Reasoning within output
git_grep f007
100%
Passed
Tokens
163
Input
329
Total output
314
Reasoning within output
git_grep f008
100%
Passed
Tokens
65
Input
96
Total output
88
Reasoning within output
git_grep f009
100%
Passed
Tokens
61
Input
71
Total output
61
Reasoning within output
git_grep f010
100%
Passed
Tokens
70
Input
296
Total output
288
Reasoning within output
git_grep f011
100%
Passed
Tokens
115
Input
107
Total output
99
Reasoning within output
git_grep f012
100%
Passed
Tokens
72
Input
60
Total output
38
Reasoning within output
git_log_format f001
100%
Passed
Tokens
720
Input
43
Total output
36
Reasoning within output
git_log_format f002
100%
Passed
Tokens
708
Input
124
Total output
111
Reasoning within output
git_log_format f003
100%
Passed
Tokens
560
Input
47
Total output
32
Reasoning within output
git_log_format f004
100%
Passed
Tokens
681
Input
38
Total output
29
Reasoning within output
git_log_format f005
100%
Passed
Tokens
572
Input
253
Total output
241
Reasoning within output
git_log_format f006
100%
Passed
Tokens
702
Input
110
Total output
66
Reasoning within output
git_log_format f007
100%
Passed
Tokens
724
Input
85
Total output
66
Reasoning within output
git_log_format f008
100%
Passed
Tokens
928
Input
20
Total output
14
Reasoning within output
git_log_format f009
100%
Passed
Tokens
586
Input
48
Total output
37
Reasoning within output
git_log_format f010
100%
Passed
Tokens
1,059
Input
85
Total output
77
Reasoning within output
git_log_format f011
100%
Passed
Tokens
362
Input
52
Total output
44
Reasoning within output
git_log_format f012
100%
Passed
Tokens
339
Input
47
Total output
39
Reasoning within output
git_show f001
100%
Passed
Tokens
172
Input
81
Total output
70
Reasoning within output
git_show f002
100%
Passed
Tokens
173
Input
108
Total output
115
Reasoning within output
git_show f003
100%
Passed
Tokens
558
Input
252
Total output
239
Reasoning within output
git_show f004
100%
Passed
Tokens
392
Input
110
Total output
98
Reasoning within output
git_show f005
100%
Passed
Tokens
179
Input
49
Total output
40
Reasoning within output
git_show f006
100%
Passed
Tokens
191
Input
68
Total output
63
Reasoning within output
git_show f007
100%
Passed
Tokens
172
Input
49
Total output
37
Reasoning within output
git_show f008
100%
Passed
Tokens
188
Input
69
Total output
27
Reasoning within output
git_show f009
100%
Passed
Tokens
272
Input
84
Total output
77
Reasoning within output
git_show f010
100%
Passed
Tokens
176
Input
95
Total output
87
Reasoning within output
git_show f011
100%
Passed
Tokens
203
Input
14
Total output
7
Reasoning within output
git_show f012
100%
Passed
Tokens
298
Input
87
Total output
83
Reasoning within output
merge_conflicts f001
100%
Passed
Tokens
89
Input
243
Total output
276
Reasoning within output
merge_conflicts f002
100%
Passed
Tokens
109
Input
615
Total output
601
Reasoning within output
merge_conflicts f003
100%
Passed
Tokens
84
Input
329
Total output
319
Reasoning within output
merge_conflicts f004
0%
Failed
Tokens
135
Input
1,070
Total output
1,045
Reasoning within output
merge_conflicts f005
100%
Passed
Tokens
140
Input
85
Total output
63
Reasoning within output
merge_conflicts f006
0%
Failed
Tokens
124
Input
856
Total output
827
Reasoning within output
merge_conflicts f007
100%
Passed
Tokens
129
Input
288
Total output
273
Reasoning within output
merge_conflicts f008
100%
Passed
Tokens
111
Input
129
Total output
117
Reasoning within output
merge_conflicts f009
100%
Passed
Tokens
108
Input
92
Total output
81
Reasoning within output
merge_conflicts f010
100%
Passed
Tokens
178
Input
306
Total output
275
Reasoning within output
merge_conflicts f011
100%
Passed
Tokens
147
Input
145
Total output
102
Reasoning within output
merge_conflicts f012
0%
Failed
Tokens
228
Input
706
Total output
662
Reasoning within output
rebase f001
100%
Passed
Tokens
100
Input
680
Total output
671
Reasoning within output
rebase f002
100%
Passed
Tokens
130
Input
33
Total output
19
Reasoning within output
rebase f003
100%
Passed
Tokens
108
Input
94
Total output
99
Reasoning within output
rebase f004
100%
Passed
Tokens
145
Input
537
Total output
509
Reasoning within output
rebase f005
100%
Passed
Tokens
144
Input
134
Total output
115
Reasoning within output
rebase f006
100%
Passed
Tokens
135
Input
316
Total output
290
Reasoning within output
rebase f007
100%
Passed
Tokens
131
Input
53
Total output
38
Reasoning within output
rebase f008
100%
Passed
Tokens
123
Input
46
Total output
33
Reasoning within output
rebase f009
100%
Passed
Tokens
108
Input
31
Total output
24
Reasoning within output
rebase f010
100%
Passed
Tokens
203
Input
334
Total output
304
Reasoning within output
rebase f011
100%
Passed
Tokens
155
Input
119
Total output
91
Reasoning within output
rebase f012
0%
Failed
Tokens
259
Input
2,715
Total output
2,672
Reasoning within output
reflog f001
100%
Passed
Tokens
203
Input
221
Total output
190
Reasoning within output
reflog f002
100%
Passed
Tokens
198
Input
287
Total output
118
Reasoning within output
reflog f003
100%
Passed
Tokens
191
Input
299
Total output
114
Reasoning within output
reflog f004
100%
Passed
Tokens
278
Input
546
Total output
399
Reasoning within output
reflog f005
100%
Passed
Tokens
328
Input
353
Total output
263
Reasoning within output
reflog f006
100%
Passed
Tokens
219
Input
493
Total output
337
Reasoning within output
reflog f007
100%
Passed
Tokens
253
Input
260
Total output
131
Reasoning within output
reflog f008
100%
Passed
Tokens
325
Input
178
Total output
71
Reasoning within output
reflog f009
100%
Passed
Tokens
292
Input
320
Total output
166
Reasoning within output
reflog f010
100%
Passed
Tokens
241
Input
202
Total output
93
Reasoning within output
reflog f011
100%
Passed
Tokens
273
Input
878
Total output
699
Reasoning within output
reflog f012
100%
Passed
Tokens
277
Input
500
Total output
224
Reasoning within output
stash_recovery f001
100%
Passed
Tokens
132
Input
147
Total output
135
Reasoning within output
stash_recovery f002
100%
Passed
Tokens
279
Input
202
Total output
118
Reasoning within output
stash_recovery f003
100%
Passed
Tokens
121
Input
99
Total output
58
Reasoning within output
stash_recovery f004
100%
Passed
Tokens
119
Input
100
Total output
64
Reasoning within output
stash_recovery f005
100%
Passed
Tokens
128
Input
83
Total output
36
Reasoning within output
stash_recovery f006
100%
Passed
Tokens
176
Input
125
Total output
70
Reasoning within output
stash_recovery f007
100%
Passed
Tokens
202
Input
151
Total output
122
Reasoning within output
stash_recovery f008
100%
Passed
Tokens
170
Input
64
Total output
38
Reasoning within output
stash_recovery f009
100%
Passed
Tokens
202
Input
101
Total output
53
Reasoning within output
stash_recovery f010
100%
Passed
Tokens
128
Input
67
Total output
41
Reasoning within output
stash_recovery f011
100%
Passed
Tokens
118
Input
205
Total output
160
Reasoning within output
stash_recovery f012
100%
Passed
Tokens
133
Input
89
Total output
43
Reasoning within output
submodule_usage f001
100%
Passed
Tokens
51
Input
31
Total output
17
Reasoning within output
submodule_usage f002
100%
Passed
Tokens
95
Input
212
Total output
196
Reasoning within output
submodule_usage f003
100%
Passed
Tokens
100
Input
356
Total output
323
Reasoning within output
submodule_usage f004
100%
Passed
Tokens
89
Input
98
Total output
88
Reasoning within output
submodule_usage f005
100%
Passed
Tokens
58
Input
94
Total output
64
Reasoning within output
submodule_usage f006
100%
Passed
Tokens
85
Input
365
Total output
410
Reasoning within output
submodule_usage f007
100%
Passed
Tokens
59
Input
62
Total output
38
Reasoning within output
submodule_usage f008
100%
Passed
Tokens
89
Input
188
Total output
175
Reasoning within output
submodule_usage f009
100%
Passed
Tokens
90
Input
64
Total output
54
Reasoning within output
submodule_usage f010
100%
Passed
Tokens
98
Input
136
Total output
153
Reasoning within output
submodule_usage f011
100%
Passed
Tokens
101
Input
25
Total output
15
Reasoning within output
submodule_usage f012
100%
Passed
Tokens
57
Input
74
Total output
57
Reasoning within output
tag_management f001
100%
Passed
Tokens
63
Input
45
Total output
33
Reasoning within output
tag_management f002
100%
Passed
Tokens
62
Input
99
Total output
76
Reasoning within output
tag_management f003
100%
Passed
Tokens
69
Input
72
Total output
56
Reasoning within output
tag_management f004
100%
Passed
Tokens
74
Input
72
Total output
64
Reasoning within output
tag_management f005
100%
Passed
Tokens
88
Input
37
Total output
22
Reasoning within output
tag_management f006
100%
Passed
Tokens
70
Input
100
Total output
82
Reasoning within output
tag_management f007
100%
Passed
Tokens
70
Input
364
Total output
291
Reasoning within output
tag_management f008
100%
Passed
Tokens
75
Input
88
Total output
58
Reasoning within output
tag_management f009
100%
Passed
Tokens
76
Input
54
Total output
32
Reasoning within output
tag_management f010
100%
Passed
Tokens
57
Input
28
Total output
15
Reasoning within output
tag_management f011
100%
Passed
Tokens
56
Input
77
Total output
70
Reasoning within output
tag_management f012
100%
Passed
Tokens
89
Input
284
Total output
272
Reasoning within output
worktree_usage f001
100%
Passed
Tokens
130
Input
91
Total output
76
Reasoning within output
worktree_usage f002
100%
Passed
Tokens
138
Input
246
Total output
218
Reasoning within output
worktree_usage f003
100%
Passed
Tokens
188
Input
100
Total output
85
Reasoning within output
worktree_usage f004
100%
Passed
Tokens
188
Input
45
Total output
35
Reasoning within output
worktree_usage f005
100%
Passed
Tokens
123
Input
60
Total output
48
Reasoning within output
worktree_usage f006
100%
Passed
Tokens
127
Input
102
Total output
82
Reasoning within output
worktree_usage f007
100%
Passed
Tokens
125
Input
183
Total output
157
Reasoning within output
worktree_usage f008
100%
Passed
Tokens
153
Input
178
Total output
122
Reasoning within output
worktree_usage f009
100%
Passed
Tokens
212
Input
32
Total output
27
Reasoning within output
worktree_usage f010
100%
Passed
Tokens
200
Input
85
Total output
63
Reasoning within output
worktree_usage f011
100%
Passed
Tokens
186
Input
28
Total output
14
Reasoning within output
worktree_usage f012
100%
Passed
Tokens
125
Input
108
Total output
77
Reasoning within output