Moonshotai / kimi-k2.7-code
medium
90.2%
184 / 204 fixtures · 1 run(s)
34,320 input / 52,412 total output / 48,992 reasoning within output tokens $0.24139122
Reliability by Benchmark (Text)
Loading reliability summary…
Text vs JSON Schema Comparison
Pass Rate Delta
-10.8%
Text: 90.2% →
JSON: 79.4%
+13
Gained
JSON pass / text fail
−35
Lost
Text pass / JSON fail
149
Unchanged Pass
Both pass
7
Unchanged Fail
Both fail
Fixture Reliability Delta
| Fixture | Text | JSON | Delta |
|---|
Benchmark Deltas
| Benchmark | Text | JSON | Delta |
|---|---|---|---|
| cherry_pick | 25% | 66.7% | + 41.7% |
| worktree_usage | 91.7% | 58.3% | -33.3% |
| reflog | 100% | 66.7% | -33.3% |
| branch_cleanup | 100% | 75% | -25% |
| commit_squash | 100% | 75% | -25% |
| git_log_format | 100% | 75% | -25% |
| rebase | 58.3% | 83.3% | + 25% |
| commit_messages | 100% | 83.3% | -16.7% |
| git_bisect | 91.7% | 75% | -16.7% |
| git_grep | 100% | 83.3% | -16.7% |
| submodule_usage | 100% | 83.3% | -16.7% |
| tag_management | 100% | 83.3% | -16.7% |
| git_show | 100% | 91.7% | -8.3% |
| merge_conflicts | 75% | 66.7% | -8.3% |
| stash_recovery | 100% | 91.7% | -8.3% |
| blame_forensics | 91.7% | 91.7% | + 0% |
| git_clean | 100% | 100% | + 0% |
Changed Fixtures (48)
f001 -loss f005 +gain f002 -loss f004 -loss f009 -loss f001 +gain f002 +gain f003 +gain f005 +gain f006 -loss f007 +gain f011 +gain f001 -loss f009 -loss f004 -loss f007 -loss f012 -loss f002 -loss f003 -loss f010 -loss f011 +gain f001 -loss f007 -loss f001 -loss f002 -loss f010 -loss f005 -loss f004 -loss f007 +gain f010 -loss f004 +gain f005 -loss f007 +gain f009 +gain f011 +gain f001 -loss f004 -loss f005 -loss f009 -loss f007 -loss f003 -loss f006 -loss f005 -loss f006 -loss f002 -loss f005 -loss f009 -loss f011 -loss
Fixture Gallery (204)
blame_forensics f001
100%
Passed
Tokens
213
Input
475
Total output
468
Reasoning within output
blame_forensics f002
100%
Passed
Tokens
201
Input
198
Total output
192
Reasoning within output
blame_forensics f003
100%
Passed
Tokens
221
Input
220
Total output
216
Reasoning within output
blame_forensics f004
100%
Passed
Tokens
168
Input
268
Total output
261
Reasoning within output
blame_forensics f005
0%
Failed
Tokens
222
Input
2,782
Total output
2,775
Reasoning within output
blame_forensics f006
100%
Passed
Tokens
205
Input
569
Total output
564
Reasoning within output
blame_forensics f007
100%
Passed
Tokens
178
Input
68
Total output
61
Reasoning within output
blame_forensics f008
100%
Passed
Tokens
208
Input
305
Total output
300
Reasoning within output
blame_forensics f009
100%
Passed
Tokens
171
Input
142
Total output
151
Reasoning within output
blame_forensics f010
100%
Passed
Tokens
358
Input
245
Total output
240
Reasoning within output
blame_forensics f011
100%
Passed
Tokens
204
Input
206
Total output
201
Reasoning within output
blame_forensics f012
100%
Passed
Tokens
130
Input
179
Total output
172
Reasoning within output
branch_cleanup f001
100%
Passed
Tokens
101
Input
207
Total output
203
Reasoning within output
branch_cleanup f002
100%
Passed
Tokens
111
Input
155
Total output
168
Reasoning within output
branch_cleanup f003
100%
Passed
Tokens
92
Input
106
Total output
110
Reasoning within output
branch_cleanup f004
100%
Passed
Tokens
119
Input
226
Total output
219
Reasoning within output
branch_cleanup f005
100%
Passed
Tokens
100
Input
159
Total output
154
Reasoning within output
branch_cleanup f006
100%
Passed
Tokens
114
Input
144
Total output
135
Reasoning within output
branch_cleanup f007
100%
Passed
Tokens
97
Input
175
Total output
168
Reasoning within output
branch_cleanup f008
100%
Passed
Tokens
117
Input
162
Total output
151
Reasoning within output
branch_cleanup f009
100%
Passed
Tokens
80
Input
257
Total output
254
Reasoning within output
branch_cleanup f010
100%
Passed
Tokens
116
Input
204
Total output
197
Reasoning within output
branch_cleanup f011
100%
Passed
Tokens
69
Input
128
Total output
125
Reasoning within output
branch_cleanup f012
100%
Passed
Tokens
152
Input
109
Total output
97
Reasoning within output
cherry_pick f001
0%
Failed
Tokens
93
Input
986
Total output
980
Reasoning within output
cherry_pick f002
0%
Failed
Tokens
113
Input
486
Total output
471
Reasoning within output
cherry_pick f003
0%
Failed
Tokens
85
Input
279
Total output
346
Reasoning within output
cherry_pick f004
0%
Failed
Tokens
145
Input
240
Total output
216
Reasoning within output
cherry_pick f005
0%
Failed
Tokens
146
Input
106
Total output
106
Reasoning within output
cherry_pick f006
100%
Passed
Tokens
129
Input
425
Total output
404
Reasoning within output
cherry_pick f007
0%
Failed
Tokens
123
Input
150
Total output
140
Reasoning within output
cherry_pick f008
100%
Passed
Tokens
121
Input
55
Total output
47
Reasoning within output
cherry_pick f009
0%
Failed
Tokens
107
Input
86
Total output
79
Reasoning within output
cherry_pick f010
100%
Passed
Tokens
204
Input
578
Total output
552
Reasoning within output
cherry_pick f011
0%
Failed
Tokens
160
Input
221
Total output
209
Reasoning within output
cherry_pick f012
0%
Failed
Tokens
256
Input
295
Total output
253
Reasoning within output
commit_messages f001
94.3%
Passed
Tokens
99
Input
87
Total output
82
Reasoning within output
commit_messages f002
85%
Passed
Tokens
197
Input
262
Total output
256
Reasoning within output
commit_messages f003
90%
Passed
Tokens
81
Input
76
Total output
66
Reasoning within output
commit_messages f004
91%
Passed
Tokens
104
Input
83
Total output
78
Reasoning within output
commit_messages f005
89.3%
Passed
Tokens
97
Input
181
Total output
175
Reasoning within output
commit_messages f006
84.3%
Passed
Tokens
133
Input
296
Total output
289
Reasoning within output
commit_messages f007
90%
Passed
Tokens
175
Input
185
Total output
183
Reasoning within output
commit_messages f008
87.7%
Passed
Tokens
70
Input
163
Total output
133
Reasoning within output
commit_messages f009
85.7%
Passed
Tokens
125
Input
161
Total output
152
Reasoning within output
commit_messages f010
92%
Passed
Tokens
258
Input
235
Total output
227
Reasoning within output
commit_messages f011
73.3%
Passed
Tokens
139
Input
257
Total output
246
Reasoning within output
commit_messages f012
90%
Passed
Tokens
119
Input
70
Total output
79
Reasoning within output
commit_squash f001
100%
Passed
Tokens
133
Input
316
Total output
302
Reasoning within output
commit_squash f002
100%
Passed
Tokens
111
Input
195
Total output
185
Reasoning within output
commit_squash f003
100%
Passed
Tokens
125
Input
218
Total output
204
Reasoning within output
commit_squash f004
100%
Passed
Tokens
109
Input
281
Total output
268
Reasoning within output
commit_squash f005
100%
Passed
Tokens
109
Input
587
Total output
707
Reasoning within output
commit_squash f006
100%
Passed
Tokens
97
Input
130
Total output
140
Reasoning within output
commit_squash f007
100%
Passed
Tokens
96
Input
203
Total output
189
Reasoning within output
commit_squash f008
100%
Passed
Tokens
111
Input
230
Total output
216
Reasoning within output
commit_squash f009
100%
Passed
Tokens
105
Input
168
Total output
148
Reasoning within output
commit_squash f010
100%
Passed
Tokens
117
Input
136
Total output
119
Reasoning within output
commit_squash f011
100%
Passed
Tokens
123
Input
180
Total output
157
Reasoning within output
commit_squash f012
100%
Passed
Tokens
125
Input
227
Total output
202
Reasoning within output
git_bisect f001
100%
Passed
Tokens
168
Input
81
Total output
76
Reasoning within output
git_bisect f002
100%
Passed
Tokens
193
Input
178
Total output
171
Reasoning within output
git_bisect f003
100%
Passed
Tokens
186
Input
134
Total output
124
Reasoning within output
git_bisect f004
100%
Passed
Tokens
189
Input
84
Total output
79
Reasoning within output
git_bisect f005
100%
Passed
Tokens
187
Input
146
Total output
140
Reasoning within output
git_bisect f006
100%
Passed
Tokens
218
Input
122
Total output
112
Reasoning within output
git_bisect f007
100%
Passed
Tokens
195
Input
122
Total output
114
Reasoning within output
git_bisect f008
100%
Passed
Tokens
191
Input
91
Total output
101
Reasoning within output
git_bisect f009
100%
Passed
Tokens
187
Input
75
Total output
65
Reasoning within output
git_bisect f010
100%
Passed
Tokens
185
Input
147
Total output
142
Reasoning within output
git_bisect f011
0%
Failed
Tokens
185
Input
92
Total output
92
Reasoning within output
git_bisect f012
100%
Passed
Tokens
214
Input
124
Total output
107
Reasoning within output
git_clean f001
100%
Passed
Tokens
51
Input
312
Total output
298
Reasoning within output
git_clean f002
100%
Passed
Tokens
61
Input
170
Total output
164
Reasoning within output
git_clean f003
100%
Passed
Tokens
58
Input
112
Total output
106
Reasoning within output
git_clean f004
100%
Passed
Tokens
59
Input
182
Total output
175
Reasoning within output
git_clean f005
100%
Passed
Tokens
50
Input
556
Total output
624
Reasoning within output
git_clean f006
100%
Passed
Tokens
77
Input
382
Total output
401
Reasoning within output
git_clean f007
100%
Passed
Tokens
65
Input
474
Total output
499
Reasoning within output
git_clean f008
100%
Passed
Tokens
72
Input
86
Total output
80
Reasoning within output
git_clean f009
100%
Passed
Tokens
66
Input
769
Total output
760
Reasoning within output
git_clean f010
100%
Passed
Tokens
61
Input
31
Total output
25
Reasoning within output
git_clean f011
100%
Passed
Tokens
63
Input
251
Total output
253
Reasoning within output
git_clean f012
100%
Passed
Tokens
64
Input
371
Total output
379
Reasoning within output
git_grep f001
100%
Passed
Tokens
51
Input
62
Total output
57
Reasoning within output
git_grep f002
100%
Passed
Tokens
66
Input
44
Total output
49
Reasoning within output
git_grep f003
100%
Passed
Tokens
86
Input
21
Total output
18
Reasoning within output
git_grep f004
100%
Passed
Tokens
76
Input
40
Total output
33
Reasoning within output
git_grep f005
100%
Passed
Tokens
107
Input
82
Total output
92
Reasoning within output
git_grep f006
100%
Passed
Tokens
41
Input
99
Total output
115
Reasoning within output
git_grep f007
100%
Passed
Tokens
155
Input
425
Total output
422
Reasoning within output
git_grep f008
100%
Passed
Tokens
60
Input
49
Total output
53
Reasoning within output
git_grep f009
100%
Passed
Tokens
54
Input
37
Total output
32
Reasoning within output
git_grep f010
100%
Passed
Tokens
63
Input
332
Total output
329
Reasoning within output
git_grep f011
100%
Passed
Tokens
107
Input
105
Total output
102
Reasoning within output
git_grep f012
100%
Passed
Tokens
65
Input
72
Total output
62
Reasoning within output
git_log_format f001
100%
Passed
Tokens
717
Input
56
Total output
53
Reasoning within output
git_log_format f002
100%
Passed
Tokens
678
Input
43
Total output
34
Reasoning within output
git_log_format f003
100%
Passed
Tokens
558
Input
101
Total output
90
Reasoning within output
git_log_format f004
100%
Passed
Tokens
689
Input
63
Total output
62
Reasoning within output
git_log_format f005
100%
Passed
Tokens
564
Input
231
Total output
224
Reasoning within output
git_log_format f006
100%
Passed
Tokens
698
Input
118
Total output
117
Reasoning within output
git_log_format f007
100%
Passed
Tokens
721
Input
140
Total output
132
Reasoning within output
git_log_format f008
100%
Passed
Tokens
924
Input
139
Total output
136
Reasoning within output
git_log_format f009
100%
Passed
Tokens
537
Input
72
Total output
69
Reasoning within output
git_log_format f010
100%
Passed
Tokens
1,067
Input
99
Total output
96
Reasoning within output
git_log_format f011
100%
Passed
Tokens
349
Input
98
Total output
94
Reasoning within output
git_log_format f012
100%
Passed
Tokens
323
Input
56
Total output
52
Reasoning within output
git_show f001
100%
Passed
Tokens
163
Input
99
Total output
93
Reasoning within output
git_show f002
100%
Passed
Tokens
168
Input
165
Total output
161
Reasoning within output
git_show f003
100%
Passed
Tokens
557
Input
92
Total output
80
Reasoning within output
git_show f004
100%
Passed
Tokens
391
Input
93
Total output
87
Reasoning within output
git_show f005
100%
Passed
Tokens
172
Input
126
Total output
122
Reasoning within output
git_show f006
100%
Passed
Tokens
179
Input
48
Total output
45
Reasoning within output
git_show f007
100%
Passed
Tokens
165
Input
116
Total output
110
Reasoning within output
git_show f008
100%
Passed
Tokens
182
Input
83
Total output
56
Reasoning within output
git_show f009
100%
Passed
Tokens
258
Input
149
Total output
146
Reasoning within output
git_show f010
100%
Passed
Tokens
169
Input
62
Total output
59
Reasoning within output
git_show f011
100%
Passed
Tokens
197
Input
50
Total output
46
Reasoning within output
git_show f012
100%
Passed
Tokens
288
Input
86
Total output
83
Reasoning within output
merge_conflicts f001
0%
Failed
Tokens
83
Input
323
Total output
317
Reasoning within output
merge_conflicts f002
100%
Passed
Tokens
103
Input
280
Total output
271
Reasoning within output
merge_conflicts f003
100%
Passed
Tokens
77
Input
583
Total output
578
Reasoning within output
merge_conflicts f004
100%
Passed
Tokens
133
Input
2,616
Total output
2,592
Reasoning within output
merge_conflicts f005
100%
Passed
Tokens
134
Input
241
Total output
223
Reasoning within output
merge_conflicts f006
100%
Passed
Tokens
119
Input
382
Total output
356
Reasoning within output
merge_conflicts f007
0%
Failed
Tokens
124
Input
275
Total output
265
Reasoning within output
merge_conflicts f008
100%
Passed
Tokens
105
Input
104
Total output
96
Reasoning within output
merge_conflicts f009
100%
Passed
Tokens
102
Input
231
Total output
224
Reasoning within output
merge_conflicts f010
100%
Passed
Tokens
173
Input
508
Total output
480
Reasoning within output
merge_conflicts f011
100%
Passed
Tokens
142
Input
283
Total output
256
Reasoning within output
merge_conflicts f012
0%
Failed
Tokens
224
Input
737
Total output
734
Reasoning within output
rebase f001
100%
Passed
Tokens
95
Input
1,484
Total output
1,478
Reasoning within output
rebase f002
100%
Passed
Tokens
120
Input
147
Total output
138
Reasoning within output
rebase f003
100%
Passed
Tokens
99
Input
135
Total output
130
Reasoning within output
rebase f004
0%
Failed
Tokens
143
Input
277
Total output
253
Reasoning within output
rebase f005
100%
Passed
Tokens
140
Input
531
Total output
511
Reasoning within output
rebase f006
100%
Passed
Tokens
131
Input
201
Total output
162
Reasoning within output
rebase f007
0%
Failed
Tokens
125
Input
147
Total output
142
Reasoning within output
rebase f008
100%
Passed
Tokens
116
Input
178
Total output
170
Reasoning within output
rebase f009
0%
Failed
Tokens
101
Input
62
Total output
55
Reasoning within output
rebase f010
100%
Passed
Tokens
199
Input
346
Total output
320
Reasoning within output
rebase f011
0%
Failed
Tokens
149
Input
215
Total output
163
Reasoning within output
rebase f012
0%
Failed
Tokens
251
Input
677
Total output
635
Reasoning within output
reflog f001
100%
Passed
Tokens
197
Input
200
Total output
177
Reasoning within output
reflog f002
100%
Passed
Tokens
195
Input
326
Total output
205
Reasoning within output
reflog f003
100%
Passed
Tokens
171
Input
381
Total output
171
Reasoning within output
reflog f004
100%
Passed
Tokens
275
Input
1,091
Total output
851
Reasoning within output
reflog f005
100%
Passed
Tokens
315
Input
1,009
Total output
914
Reasoning within output
reflog f006
100%
Passed
Tokens
216
Input
192
Total output
71
Reasoning within output
reflog f007
100%
Passed
Tokens
231
Input
402
Total output
322
Reasoning within output
reflog f008
100%
Passed
Tokens
300
Input
555
Total output
388
Reasoning within output
reflog f009
100%
Passed
Tokens
265
Input
694
Total output
493
Reasoning within output
reflog f010
100%
Passed
Tokens
221
Input
228
Total output
110
Reasoning within output
reflog f011
100%
Passed
Tokens
252
Input
260
Total output
121
Reasoning within output
reflog f012
100%
Passed
Tokens
261
Input
1,375
Total output
1,114
Reasoning within output
stash_recovery f001
100%
Passed
Tokens
123
Input
125
Total output
109
Reasoning within output
stash_recovery f002
100%
Passed
Tokens
262
Input
118
Total output
67
Reasoning within output
stash_recovery f003
100%
Passed
Tokens
110
Input
124
Total output
101
Reasoning within output
stash_recovery f004
100%
Passed
Tokens
110
Input
113
Total output
91
Reasoning within output
stash_recovery f005
100%
Passed
Tokens
121
Input
70
Total output
65
Reasoning within output
stash_recovery f006
100%
Passed
Tokens
166
Input
120
Total output
88
Reasoning within output
stash_recovery f007
100%
Passed
Tokens
191
Input
143
Total output
122
Reasoning within output
stash_recovery f008
100%
Passed
Tokens
162
Input
171
Total output
119
Reasoning within output
stash_recovery f009
100%
Passed
Tokens
190
Input
132
Total output
88
Reasoning within output
stash_recovery f010
100%
Passed
Tokens
117
Input
119
Total output
116
Reasoning within output
stash_recovery f011
100%
Passed
Tokens
109
Input
438
Total output
388
Reasoning within output
stash_recovery f012
100%
Passed
Tokens
120
Input
201
Total output
145
Reasoning within output
submodule_usage f001
100%
Passed
Tokens
43
Input
70
Total output
60
Reasoning within output
submodule_usage f002
100%
Passed
Tokens
89
Input
428
Total output
419
Reasoning within output
submodule_usage f003
100%
Passed
Tokens
94
Input
388
Total output
355
Reasoning within output
submodule_usage f004
100%
Passed
Tokens
81
Input
131
Total output
126
Reasoning within output
submodule_usage f005
100%
Passed
Tokens
50
Input
276
Total output
249
Reasoning within output
submodule_usage f006
100%
Passed
Tokens
80
Input
84
Total output
80
Reasoning within output
submodule_usage f007
100%
Passed
Tokens
49
Input
131
Total output
112
Reasoning within output
submodule_usage f008
100%
Passed
Tokens
83
Input
97
Total output
114
Reasoning within output
submodule_usage f009
100%
Passed
Tokens
81
Input
46
Total output
41
Reasoning within output
submodule_usage f010
100%
Passed
Tokens
89
Input
233
Total output
276
Reasoning within output
submodule_usage f011
100%
Passed
Tokens
93
Input
32
Total output
31
Reasoning within output
submodule_usage f012
100%
Passed
Tokens
48
Input
68
Total output
61
Reasoning within output
tag_management f001
100%
Passed
Tokens
55
Input
127
Total output
121
Reasoning within output
tag_management f002
100%
Passed
Tokens
56
Input
132
Total output
113
Reasoning within output
tag_management f003
100%
Passed
Tokens
60
Input
157
Total output
146
Reasoning within output
tag_management f004
100%
Passed
Tokens
65
Input
37
Total output
33
Reasoning within output
tag_management f005
100%
Passed
Tokens
79
Input
166
Total output
156
Reasoning within output
tag_management f006
100%
Passed
Tokens
63
Input
178
Total output
166
Reasoning within output
tag_management f007
100%
Passed
Tokens
61
Input
150
Total output
101
Reasoning within output
tag_management f008
100%
Passed
Tokens
66
Input
342
Total output
307
Reasoning within output
tag_management f009
100%
Passed
Tokens
71
Input
110
Total output
88
Reasoning within output
tag_management f010
100%
Passed
Tokens
47
Input
82
Total output
73
Reasoning within output
tag_management f011
100%
Passed
Tokens
49
Input
75
Total output
76
Reasoning within output
tag_management f012
100%
Passed
Tokens
76
Input
321
Total output
311
Reasoning within output
worktree_usage f001
100%
Passed
Tokens
119
Input
152
Total output
155
Reasoning within output
worktree_usage f002
100%
Passed
Tokens
128
Input
302
Total output
281
Reasoning within output
worktree_usage f003
100%
Passed
Tokens
174
Input
190
Total output
180
Reasoning within output
worktree_usage f004
100%
Passed
Tokens
172
Input
62
Total output
56
Reasoning within output
worktree_usage f005
100%
Passed
Tokens
116
Input
128
Total output
127
Reasoning within output
worktree_usage f006
100%
Passed
Tokens
114
Input
214
Total output
198
Reasoning within output
worktree_usage f007
100%
Passed
Tokens
117
Input
1,385
Total output
1,364
Reasoning within output
worktree_usage f008
0%
Failed
Tokens
136
Input
798
Total output
793
Reasoning within output
worktree_usage f009
100%
Passed
Tokens
208
Input
81
Total output
77
Reasoning within output
worktree_usage f010
100%
Passed
Tokens
179
Input
78
Total output
61
Reasoning within output
worktree_usage f011
100%
Passed
Tokens
174
Input
102
Total output
92
Reasoning within output
worktree_usage f012
100%
Passed
Tokens
110
Input
141
Total output
122
Reasoning within output