Moonshotai / kimi-k2.7-code
low
92.2%
188 / 204 fixtures · 1 run(s)
34,436 input / 62,515 total output / 58,903 reasoning within output tokens $0.28005668
Reliability by Benchmark (Text)
Loading reliability summary…
Text vs JSON Schema Comparison
Pass Rate Delta
-20.6%
Text: 92.2% →
JSON: 71.6%
+7
Gained
JSON pass / text fail
−49
Lost
Text pass / JSON fail
139
Unchanged Pass
Both pass
9
Unchanged Fail
Both fail
Fixture Reliability Delta
| Fixture | Text | JSON | Delta |
|---|
Benchmark Deltas
| Benchmark | Text | JSON | Delta |
|---|---|---|---|
| tag_management | 100% | 25% | -75% |
| rebase | 58.3% | 0% | -58.3% |
| git_log_format | 100% | 58.3% | -41.7% |
| branch_cleanup | 100% | 66.7% | -33.3% |
| reflog | 100% | 66.7% | -33.3% |
| commit_messages | 100% | 75% | -25% |
| blame_forensics | 91.7% | 75% | -16.7% |
| git_bisect | 100% | 83.3% | -16.7% |
| worktree_usage | 83.3% | 66.7% | -16.7% |
| commit_squash | 100% | 91.7% | -8.3% |
| git_clean | 100% | 91.7% | -8.3% |
| git_grep | 100% | 91.7% | -8.3% |
| stash_recovery | 100% | 91.7% | -8.3% |
| cherry_pick | 75% | 75% | + 0% |
| git_show | 91.7% | 91.7% | + 0% |
| merge_conflicts | 75% | 75% | + 0% |
| submodule_usage | 91.7% | 91.7% | + 0% |
Changed Fixtures (56)
f005 +gain f006 -loss f011 -loss f012 -loss f003 -loss f005 -loss f009 -loss f010 -loss f001 -loss f005 +gain f006 +gain f009 -loss f001 -loss f007 -loss f010 -loss f007 -loss f006 -loss f010 -loss f006 -loss f006 -loss f002 -loss f003 -loss f006 -loss f007 -loss f010 -loss f002 +gain f006 -loss f001 +gain f008 +gain f010 -loss f011 -loss f002 -loss f003 -loss f006 -loss f008 -loss f009 -loss f010 -loss f011 -loss f003 -loss f005 -loss f006 -loss f012 -loss f004 -loss f001 -loss f002 -loss f003 -loss f004 -loss f005 -loss f006 -loss f007 -loss f008 -loss f010 -loss f002 -loss f004 -loss f007 +gain f012 -loss
Fixture Gallery (204)
blame_forensics f001
100%
Passed
Tokens
218
Input
571
Total output
564
Reasoning within output
blame_forensics f002
100%
Passed
Tokens
207
Input
472
Total output
466
Reasoning within output
blame_forensics f003
100%
Passed
Tokens
226
Input
182
Total output
171
Reasoning within output
blame_forensics f004
100%
Passed
Tokens
167
Input
635
Total output
680
Reasoning within output
blame_forensics f005
0%
Failed
Tokens
228
Input
718
Total output
711
Reasoning within output
blame_forensics f006
100%
Passed
Tokens
210
Input
670
Total output
635
Reasoning within output
blame_forensics f007
100%
Passed
Tokens
184
Input
96
Total output
90
Reasoning within output
blame_forensics f008
100%
Passed
Tokens
216
Input
217
Total output
212
Reasoning within output
blame_forensics f009
100%
Passed
Tokens
171
Input
126
Total output
120
Reasoning within output
blame_forensics f010
100%
Passed
Tokens
360
Input
126
Total output
127
Reasoning within output
blame_forensics f011
100%
Passed
Tokens
205
Input
109
Total output
104
Reasoning within output
blame_forensics f012
100%
Passed
Tokens
127
Input
186
Total output
179
Reasoning within output
branch_cleanup f001
100%
Passed
Tokens
102
Input
153
Total output
147
Reasoning within output
branch_cleanup f002
100%
Passed
Tokens
111
Input
232
Total output
227
Reasoning within output
branch_cleanup f003
100%
Passed
Tokens
90
Input
223
Total output
220
Reasoning within output
branch_cleanup f004
100%
Passed
Tokens
121
Input
201
Total output
194
Reasoning within output
branch_cleanup f005
100%
Passed
Tokens
99
Input
123
Total output
118
Reasoning within output
branch_cleanup f006
100%
Passed
Tokens
120
Input
122
Total output
124
Reasoning within output
branch_cleanup f007
100%
Passed
Tokens
102
Input
149
Total output
142
Reasoning within output
branch_cleanup f008
100%
Passed
Tokens
117
Input
72
Total output
61
Reasoning within output
branch_cleanup f009
100%
Passed
Tokens
80
Input
120
Total output
117
Reasoning within output
branch_cleanup f010
100%
Passed
Tokens
112
Input
180
Total output
173
Reasoning within output
branch_cleanup f011
100%
Passed
Tokens
69
Input
92
Total output
89
Reasoning within output
branch_cleanup f012
100%
Passed
Tokens
152
Input
117
Total output
104
Reasoning within output
cherry_pick f001
100%
Passed
Tokens
93
Input
1,229
Total output
1,223
Reasoning within output
cherry_pick f002
100%
Passed
Tokens
114
Input
311
Total output
302
Reasoning within output
cherry_pick f003
100%
Passed
Tokens
85
Input
685
Total output
680
Reasoning within output
cherry_pick f004
100%
Passed
Tokens
144
Input
564
Total output
540
Reasoning within output
cherry_pick f005
0%
Failed
Tokens
146
Input
118
Total output
126
Reasoning within output
cherry_pick f006
0%
Failed
Tokens
132
Input
243
Total output
222
Reasoning within output
cherry_pick f007
100%
Passed
Tokens
123
Input
164
Total output
154
Reasoning within output
cherry_pick f008
100%
Passed
Tokens
121
Input
142
Total output
134
Reasoning within output
cherry_pick f009
100%
Passed
Tokens
105
Input
54
Total output
47
Reasoning within output
cherry_pick f010
100%
Passed
Tokens
205
Input
218
Total output
192
Reasoning within output
cherry_pick f011
100%
Passed
Tokens
160
Input
297
Total output
276
Reasoning within output
cherry_pick f012
0%
Failed
Tokens
257
Input
602
Total output
555
Reasoning within output
commit_messages f001
93.3%
Passed
Tokens
100
Input
77
Total output
72
Reasoning within output
commit_messages f002
81.7%
Passed
Tokens
197
Input
251
Total output
239
Reasoning within output
commit_messages f003
96.7%
Passed
Tokens
81
Input
135
Total output
105
Reasoning within output
commit_messages f004
91%
Passed
Tokens
104
Input
171
Total output
166
Reasoning within output
commit_messages f005
84.7%
Passed
Tokens
98
Input
145
Total output
155
Reasoning within output
commit_messages f006
82.3%
Passed
Tokens
133
Input
148
Total output
140
Reasoning within output
commit_messages f007
91.7%
Passed
Tokens
174
Input
181
Total output
173
Reasoning within output
commit_messages f008
90.7%
Passed
Tokens
70
Input
1,623
Total output
1,617
Reasoning within output
commit_messages f009
91%
Passed
Tokens
125
Input
259
Total output
249
Reasoning within output
commit_messages f010
88.3%
Passed
Tokens
258
Input
216
Total output
208
Reasoning within output
commit_messages f011
71.7%
Passed
Tokens
140
Input
583
Total output
572
Reasoning within output
commit_messages f012
89.3%
Passed
Tokens
119
Input
195
Total output
188
Reasoning within output
commit_squash f001
100%
Passed
Tokens
130
Input
2,036
Total output
2,022
Reasoning within output
commit_squash f002
100%
Passed
Tokens
112
Input
250
Total output
240
Reasoning within output
commit_squash f003
100%
Passed
Tokens
122
Input
437
Total output
423
Reasoning within output
commit_squash f004
100%
Passed
Tokens
112
Input
354
Total output
341
Reasoning within output
commit_squash f005
100%
Passed
Tokens
109
Input
391
Total output
382
Reasoning within output
commit_squash f006
100%
Passed
Tokens
98
Input
156
Total output
156
Reasoning within output
commit_squash f007
100%
Passed
Tokens
93
Input
237
Total output
228
Reasoning within output
commit_squash f008
100%
Passed
Tokens
112
Input
194
Total output
180
Reasoning within output
commit_squash f009
100%
Passed
Tokens
101
Input
280
Total output
267
Reasoning within output
commit_squash f010
100%
Passed
Tokens
113
Input
154
Total output
137
Reasoning within output
commit_squash f011
100%
Passed
Tokens
126
Input
246
Total output
229
Reasoning within output
commit_squash f012
100%
Passed
Tokens
122
Input
149
Total output
127
Reasoning within output
git_bisect f001
100%
Passed
Tokens
168
Input
119
Total output
93
Reasoning within output
git_bisect f002
100%
Passed
Tokens
185
Input
112
Total output
95
Reasoning within output
git_bisect f003
100%
Passed
Tokens
187
Input
172
Total output
146
Reasoning within output
git_bisect f004
100%
Passed
Tokens
194
Input
168
Total output
155
Reasoning within output
git_bisect f005
100%
Passed
Tokens
201
Input
229
Total output
217
Reasoning within output
git_bisect f006
100%
Passed
Tokens
214
Input
92
Total output
86
Reasoning within output
git_bisect f007
100%
Passed
Tokens
187
Input
272
Total output
267
Reasoning within output
git_bisect f008
100%
Passed
Tokens
189
Input
132
Total output
122
Reasoning within output
git_bisect f009
100%
Passed
Tokens
189
Input
125
Total output
111
Reasoning within output
git_bisect f010
100%
Passed
Tokens
193
Input
105
Total output
95
Reasoning within output
git_bisect f011
100%
Passed
Tokens
189
Input
242
Total output
233
Reasoning within output
git_bisect f012
100%
Passed
Tokens
216
Input
274
Total output
241
Reasoning within output
git_clean f001
100%
Passed
Tokens
50
Input
225
Total output
215
Reasoning within output
git_clean f002
100%
Passed
Tokens
60
Input
183
Total output
177
Reasoning within output
git_clean f003
100%
Passed
Tokens
57
Input
113
Total output
107
Reasoning within output
git_clean f004
100%
Passed
Tokens
58
Input
127
Total output
117
Reasoning within output
git_clean f005
100%
Passed
Tokens
49
Input
220
Total output
214
Reasoning within output
git_clean f006
100%
Passed
Tokens
77
Input
394
Total output
403
Reasoning within output
git_clean f007
100%
Passed
Tokens
64
Input
132
Total output
121
Reasoning within output
git_clean f008
100%
Passed
Tokens
72
Input
167
Total output
177
Reasoning within output
git_clean f009
100%
Passed
Tokens
66
Input
978
Total output
969
Reasoning within output
git_clean f010
100%
Passed
Tokens
61
Input
273
Total output
283
Reasoning within output
git_clean f011
100%
Passed
Tokens
63
Input
184
Total output
174
Reasoning within output
git_clean f012
100%
Passed
Tokens
64
Input
214
Total output
226
Reasoning within output
git_grep f001
100%
Passed
Tokens
52
Input
58
Total output
60
Reasoning within output
git_grep f002
100%
Passed
Tokens
63
Input
45
Total output
42
Reasoning within output
git_grep f003
100%
Passed
Tokens
87
Input
87
Total output
84
Reasoning within output
git_grep f004
100%
Passed
Tokens
76
Input
72
Total output
65
Reasoning within output
git_grep f005
100%
Passed
Tokens
107
Input
146
Total output
143
Reasoning within output
git_grep f006
100%
Passed
Tokens
41
Input
197
Total output
194
Reasoning within output
git_grep f007
100%
Passed
Tokens
156
Input
931
Total output
1,012
Reasoning within output
git_grep f008
100%
Passed
Tokens
59
Input
99
Total output
96
Reasoning within output
git_grep f009
100%
Passed
Tokens
53
Input
48
Total output
43
Reasoning within output
git_grep f010
100%
Passed
Tokens
63
Input
33
Total output
30
Reasoning within output
git_grep f011
100%
Passed
Tokens
108
Input
40
Total output
37
Reasoning within output
git_grep f012
100%
Passed
Tokens
64
Input
45
Total output
35
Reasoning within output
git_log_format f001
100%
Passed
Tokens
691
Input
47
Total output
44
Reasoning within output
git_log_format f002
100%
Passed
Tokens
699
Input
159
Total output
150
Reasoning within output
git_log_format f003
100%
Passed
Tokens
556
Input
79
Total output
68
Reasoning within output
git_log_format f004
100%
Passed
Tokens
696
Input
240
Total output
181
Reasoning within output
git_log_format f005
100%
Passed
Tokens
564
Input
204
Total output
205
Reasoning within output
git_log_format f006
100%
Passed
Tokens
697
Input
114
Total output
111
Reasoning within output
git_log_format f007
100%
Passed
Tokens
704
Input
28
Total output
17
Reasoning within output
git_log_format f008
100%
Passed
Tokens
946
Input
64
Total output
61
Reasoning within output
git_log_format f009
100%
Passed
Tokens
556
Input
41
Total output
46
Reasoning within output
git_log_format f010
100%
Passed
Tokens
1,077
Input
75
Total output
83
Reasoning within output
git_log_format f011
100%
Passed
Tokens
351
Input
61
Total output
57
Reasoning within output
git_log_format f012
100%
Passed
Tokens
316
Input
77
Total output
74
Reasoning within output
git_show f001
100%
Passed
Tokens
163
Input
129
Total output
125
Reasoning within output
git_show f002
0%
Failed
Tokens
167
Input
3,224
Total output
3,220
Reasoning within output
git_show f003
100%
Passed
Tokens
558
Input
69
Total output
61
Reasoning within output
git_show f004
100%
Passed
Tokens
383
Input
146
Total output
138
Reasoning within output
git_show f005
100%
Passed
Tokens
171
Input
136
Total output
132
Reasoning within output
git_show f006
100%
Passed
Tokens
180
Input
39
Total output
36
Reasoning within output
git_show f007
100%
Passed
Tokens
164
Input
77
Total output
71
Reasoning within output
git_show f008
100%
Passed
Tokens
182
Input
76
Total output
36
Reasoning within output
git_show f009
100%
Passed
Tokens
266
Input
82
Total output
75
Reasoning within output
git_show f010
100%
Passed
Tokens
169
Input
82
Total output
80
Reasoning within output
git_show f011
100%
Passed
Tokens
195
Input
23
Total output
20
Reasoning within output
git_show f012
100%
Passed
Tokens
285
Input
69
Total output
66
Reasoning within output
merge_conflicts f001
0%
Failed
Tokens
84
Input
940
Total output
1,112
Reasoning within output
merge_conflicts f002
100%
Passed
Tokens
104
Input
262
Total output
253
Reasoning within output
merge_conflicts f003
100%
Passed
Tokens
77
Input
440
Total output
517
Reasoning within output
merge_conflicts f004
100%
Passed
Tokens
134
Input
2,238
Total output
2,214
Reasoning within output
merge_conflicts f005
100%
Passed
Tokens
135
Input
95
Total output
77
Reasoning within output
merge_conflicts f006
100%
Passed
Tokens
118
Input
315
Total output
289
Reasoning within output
merge_conflicts f007
100%
Passed
Tokens
123
Input
103
Total output
93
Reasoning within output
merge_conflicts f008
0%
Failed
Tokens
106
Input
191
Total output
183
Reasoning within output
merge_conflicts f009
100%
Passed
Tokens
103
Input
216
Total output
209
Reasoning within output
merge_conflicts f010
100%
Passed
Tokens
173
Input
291
Total output
265
Reasoning within output
merge_conflicts f011
100%
Passed
Tokens
142
Input
195
Total output
172
Reasoning within output
merge_conflicts f012
0%
Failed
Tokens
224
Input
468
Total output
418
Reasoning within output
rebase f001
0%
Failed
Tokens
93
Input
419
Total output
490
Reasoning within output
rebase f002
100%
Passed
Tokens
125
Input
143
Total output
136
Reasoning within output
rebase f003
100%
Passed
Tokens
101
Input
215
Total output
210
Reasoning within output
rebase f004
0%
Failed
Tokens
146
Input
1,325
Total output
1,301
Reasoning within output
rebase f005
0%
Failed
Tokens
138
Input
115
Total output
100
Reasoning within output
rebase f006
100%
Passed
Tokens
131
Input
520
Total output
499
Reasoning within output
rebase f007
0%
Failed
Tokens
126
Input
158
Total output
156
Reasoning within output
rebase f008
100%
Passed
Tokens
120
Input
213
Total output
205
Reasoning within output
rebase f009
100%
Passed
Tokens
102
Input
87
Total output
80
Reasoning within output
rebase f010
100%
Passed
Tokens
199
Input
483
Total output
457
Reasoning within output
rebase f011
100%
Passed
Tokens
149
Input
201
Total output
178
Reasoning within output
rebase f012
0%
Failed
Tokens
253
Input
561
Total output
519
Reasoning within output
reflog f001
100%
Passed
Tokens
200
Input
196
Total output
171
Reasoning within output
reflog f002
100%
Passed
Tokens
188
Input
300
Total output
200
Reasoning within output
reflog f003
100%
Passed
Tokens
168
Input
268
Total output
162
Reasoning within output
reflog f004
100%
Passed
Tokens
272
Input
389
Total output
193
Reasoning within output
reflog f005
100%
Passed
Tokens
320
Input
692
Total output
591
Reasoning within output
reflog f006
100%
Passed
Tokens
223
Input
382
Total output
256
Reasoning within output
reflog f007
100%
Passed
Tokens
236
Input
364
Total output
220
Reasoning within output
reflog f008
100%
Passed
Tokens
309
Input
514
Total output
403
Reasoning within output
reflog f009
100%
Passed
Tokens
260
Input
562
Total output
429
Reasoning within output
reflog f010
100%
Passed
Tokens
240
Input
461
Total output
293
Reasoning within output
reflog f011
100%
Passed
Tokens
271
Input
624
Total output
444
Reasoning within output
reflog f012
100%
Passed
Tokens
263
Input
2,142
Total output
1,724
Reasoning within output
stash_recovery f001
100%
Passed
Tokens
125
Input
113
Total output
96
Reasoning within output
stash_recovery f002
100%
Passed
Tokens
256
Input
121
Total output
121
Reasoning within output
stash_recovery f003
100%
Passed
Tokens
110
Input
189
Total output
175
Reasoning within output
stash_recovery f004
100%
Passed
Tokens
110
Input
102
Total output
78
Reasoning within output
stash_recovery f005
100%
Passed
Tokens
121
Input
489
Total output
387
Reasoning within output
stash_recovery f006
100%
Passed
Tokens
165
Input
108
Total output
77
Reasoning within output
stash_recovery f007
100%
Passed
Tokens
193
Input
126
Total output
114
Reasoning within output
stash_recovery f008
100%
Passed
Tokens
162
Input
101
Total output
89
Reasoning within output
stash_recovery f009
100%
Passed
Tokens
191
Input
184
Total output
126
Reasoning within output
stash_recovery f010
100%
Passed
Tokens
117
Input
97
Total output
85
Reasoning within output
stash_recovery f011
100%
Passed
Tokens
109
Input
673
Total output
588
Reasoning within output
stash_recovery f012
100%
Passed
Tokens
119
Input
119
Total output
75
Reasoning within output
submodule_usage f001
100%
Passed
Tokens
43
Input
101
Total output
91
Reasoning within output
submodule_usage f002
100%
Passed
Tokens
84
Input
213
Total output
203
Reasoning within output
submodule_usage f003
100%
Passed
Tokens
92
Input
522
Total output
489
Reasoning within output
submodule_usage f004
100%
Passed
Tokens
80
Input
88
Total output
83
Reasoning within output
submodule_usage f005
100%
Passed
Tokens
49
Input
1,108
Total output
1,077
Reasoning within output
submodule_usage f006
0%
Failed
Tokens
78
Input
961
Total output
1,096
Reasoning within output
submodule_usage f007
100%
Passed
Tokens
49
Input
96
Total output
77
Reasoning within output
submodule_usage f008
100%
Passed
Tokens
81
Input
307
Total output
300
Reasoning within output
submodule_usage f009
100%
Passed
Tokens
77
Input
181
Total output
174
Reasoning within output
submodule_usage f010
100%
Passed
Tokens
84
Input
307
Total output
299
Reasoning within output
submodule_usage f011
100%
Passed
Tokens
89
Input
63
Total output
57
Reasoning within output
submodule_usage f012
100%
Passed
Tokens
47
Input
216
Total output
203
Reasoning within output
tag_management f001
100%
Passed
Tokens
59
Input
47
Total output
39
Reasoning within output
tag_management f002
100%
Passed
Tokens
54
Input
111
Total output
92
Reasoning within output
tag_management f003
100%
Passed
Tokens
59
Input
114
Total output
103
Reasoning within output
tag_management f004
100%
Passed
Tokens
64
Input
64
Total output
60
Reasoning within output
tag_management f005
100%
Passed
Tokens
78
Input
169
Total output
170
Reasoning within output
tag_management f006
100%
Passed
Tokens
63
Input
103
Total output
89
Reasoning within output
tag_management f007
100%
Passed
Tokens
64
Input
388
Total output
376
Reasoning within output
tag_management f008
100%
Passed
Tokens
64
Input
950
Total output
927
Reasoning within output
tag_management f009
100%
Passed
Tokens
69
Input
85
Total output
70
Reasoning within output
tag_management f010
100%
Passed
Tokens
47
Input
51
Total output
42
Reasoning within output
tag_management f011
100%
Passed
Tokens
46
Input
137
Total output
130
Reasoning within output
tag_management f012
100%
Passed
Tokens
83
Input
745
Total output
734
Reasoning within output
worktree_usage f001
100%
Passed
Tokens
124
Input
219
Total output
208
Reasoning within output
worktree_usage f002
100%
Passed
Tokens
123
Input
435
Total output
412
Reasoning within output
worktree_usage f003
100%
Passed
Tokens
172
Input
89
Total output
79
Reasoning within output
worktree_usage f004
100%
Passed
Tokens
171
Input
680
Total output
671
Reasoning within output
worktree_usage f005
100%
Passed
Tokens
111
Input
179
Total output
166
Reasoning within output
worktree_usage f006
100%
Passed
Tokens
116
Input
216
Total output
200
Reasoning within output
worktree_usage f007
0%
Failed
Tokens
124
Input
1,225
Total output
1,112
Reasoning within output
worktree_usage f008
0%
Failed
Tokens
140
Input
528
Total output
481
Reasoning within output
worktree_usage f009
100%
Passed
Tokens
203
Input
176
Total output
170
Reasoning within output
worktree_usage f010
100%
Passed
Tokens
179
Input
111
Total output
94
Reasoning within output
worktree_usage f011
100%
Passed
Tokens
179
Input
81
Total output
71
Reasoning within output
worktree_usage f012
100%
Passed
Tokens
111
Input
158
Total output
144
Reasoning within output