Moonshotai / kimi-k2.7-code
high
89.7%
183 / 204 fixtures · 1 run(s)
34,379 input / 62,798 total output / 59,248 reasoning within output tokens $0.27479165
Reliability by Benchmark (Text)
Loading reliability summary…
Text vs JSON Schema Comparison
Pass Rate Delta
-8.3%
Text: 89.7% →
JSON: 81.4%
+14
Gained
JSON pass / text fail
−31
Lost
Text pass / JSON fail
152
Unchanged Pass
Both pass
7
Unchanged Fail
Both fail
Fixture Reliability Delta
| Fixture | Text | JSON | Delta |
|---|
Benchmark Deltas
| Benchmark | Text | JSON | Delta |
|---|---|---|---|
| cherry_pick | 41.7% | 91.7% | + 50% |
| rebase | 50% | 91.7% | + 41.7% |
| worktree_usage | 91.7% | 58.3% | -33.3% |
| git_grep | 100% | 66.7% | -33.3% |
| reflog | 100% | 66.7% | -33.3% |
| commit_messages | 100% | 75% | -25% |
| commit_squash | 100% | 75% | -25% |
| merge_conflicts | 50% | 75% | + 25% |
| submodule_usage | 100% | 75% | -25% |
| git_bisect | 100% | 83.3% | -16.7% |
| git_clean | 100% | 83.3% | -16.7% |
| git_log_format | 100% | 83.3% | -16.7% |
| blame_forensics | 100% | 91.7% | -8.3% |
| branch_cleanup | 100% | 91.7% | -8.3% |
| stash_recovery | 100% | 91.7% | -8.3% |
| tag_management | 100% | 91.7% | -8.3% |
| git_show | 91.7% | 91.7% | + 0% |
Changed Fixtures (45)
f005 -loss f003 -loss f001 +gain f004 +gain f005 +gain f006 +gain f007 +gain f009 +gain f006 -loss f009 -loss f010 -loss f003 -loss f005 -loss f010 -loss f002 -loss f004 -loss f001 -loss f012 -loss f002 -loss f004 -loss f005 -loss f011 -loss f001 -loss f003 -loss f001 +gain f006 +gain f008 +gain f002 +gain f005 +gain f007 +gain f009 +gain f011 +gain f003 -loss f004 -loss f005 -loss f012 -loss f004 -loss f003 -loss f004 -loss f005 -loss f001 -loss f006 -loss f007 -loss f009 -loss f011 -loss
Fixture Gallery (204)
blame_forensics f001
100%
Passed
Tokens
216
Input
297
Total output
325
Reasoning within output
blame_forensics f002
100%
Passed
Tokens
203
Input
255
Total output
249
Reasoning within output
blame_forensics f003
100%
Passed
Tokens
230
Input
736
Total output
728
Reasoning within output
blame_forensics f004
100%
Passed
Tokens
165
Input
219
Total output
212
Reasoning within output
blame_forensics f005
100%
Passed
Tokens
228
Input
634
Total output
629
Reasoning within output
blame_forensics f006
100%
Passed
Tokens
205
Input
303
Total output
298
Reasoning within output
blame_forensics f007
100%
Passed
Tokens
187
Input
290
Total output
251
Reasoning within output
blame_forensics f008
100%
Passed
Tokens
209
Input
205
Total output
219
Reasoning within output
blame_forensics f009
100%
Passed
Tokens
171
Input
239
Total output
233
Reasoning within output
blame_forensics f010
100%
Passed
Tokens
366
Input
187
Total output
182
Reasoning within output
blame_forensics f011
100%
Passed
Tokens
203
Input
198
Total output
193
Reasoning within output
blame_forensics f012
100%
Passed
Tokens
125
Input
222
Total output
215
Reasoning within output
branch_cleanup f001
100%
Passed
Tokens
98
Input
105
Total output
99
Reasoning within output
branch_cleanup f002
100%
Passed
Tokens
109
Input
88
Total output
81
Reasoning within output
branch_cleanup f003
100%
Passed
Tokens
92
Input
112
Total output
109
Reasoning within output
branch_cleanup f004
100%
Passed
Tokens
124
Input
144
Total output
137
Reasoning within output
branch_cleanup f005
100%
Passed
Tokens
103
Input
203
Total output
198
Reasoning within output
branch_cleanup f006
100%
Passed
Tokens
120
Input
168
Total output
157
Reasoning within output
branch_cleanup f007
100%
Passed
Tokens
100
Input
105
Total output
98
Reasoning within output
branch_cleanup f008
100%
Passed
Tokens
114
Input
121
Total output
110
Reasoning within output
branch_cleanup f009
100%
Passed
Tokens
79
Input
149
Total output
146
Reasoning within output
branch_cleanup f010
100%
Passed
Tokens
114
Input
161
Total output
154
Reasoning within output
branch_cleanup f011
100%
Passed
Tokens
68
Input
103
Total output
116
Reasoning within output
branch_cleanup f012
100%
Passed
Tokens
147
Input
177
Total output
175
Reasoning within output
cherry_pick f001
0%
Failed
Tokens
94
Input
472
Total output
466
Reasoning within output
cherry_pick f002
100%
Passed
Tokens
113
Input
508
Total output
499
Reasoning within output
cherry_pick f003
100%
Passed
Tokens
84
Input
185
Total output
180
Reasoning within output
cherry_pick f004
0%
Failed
Tokens
145
Input
618
Total output
594
Reasoning within output
cherry_pick f005
0%
Failed
Tokens
147
Input
174
Total output
156
Reasoning within output
cherry_pick f006
0%
Failed
Tokens
130
Input
546
Total output
551
Reasoning within output
cherry_pick f007
0%
Failed
Tokens
124
Input
133
Total output
123
Reasoning within output
cherry_pick f008
100%
Passed
Tokens
121
Input
158
Total output
150
Reasoning within output
cherry_pick f009
0%
Failed
Tokens
106
Input
100
Total output
93
Reasoning within output
cherry_pick f010
100%
Passed
Tokens
209
Input
966
Total output
1,140
Reasoning within output
cherry_pick f011
100%
Passed
Tokens
159
Input
228
Total output
205
Reasoning within output
cherry_pick f012
0%
Failed
Tokens
259
Input
296
Total output
282
Reasoning within output
commit_messages f001
91.3%
Passed
Tokens
100
Input
141
Total output
136
Reasoning within output
commit_messages f002
92%
Passed
Tokens
197
Input
201
Total output
179
Reasoning within output
commit_messages f003
91%
Passed
Tokens
81
Input
217
Total output
160
Reasoning within output
commit_messages f004
93.7%
Passed
Tokens
104
Input
107
Total output
99
Reasoning within output
commit_messages f005
85%
Passed
Tokens
98
Input
164
Total output
158
Reasoning within output
commit_messages f006
91.7%
Passed
Tokens
132
Input
278
Total output
270
Reasoning within output
commit_messages f007
90%
Passed
Tokens
174
Input
226
Total output
217
Reasoning within output
commit_messages f008
95.7%
Passed
Tokens
70
Input
112
Total output
106
Reasoning within output
commit_messages f009
88%
Passed
Tokens
126
Input
91
Total output
81
Reasoning within output
commit_messages f010
91.7%
Passed
Tokens
258
Input
230
Total output
222
Reasoning within output
commit_messages f011
82%
Passed
Tokens
140
Input
247
Total output
237
Reasoning within output
commit_messages f012
95.3%
Passed
Tokens
119
Input
310
Total output
260
Reasoning within output
commit_squash f001
100%
Passed
Tokens
134
Input
375
Total output
361
Reasoning within output
commit_squash f002
100%
Passed
Tokens
112
Input
171
Total output
161
Reasoning within output
commit_squash f003
100%
Passed
Tokens
126
Input
241
Total output
227
Reasoning within output
commit_squash f004
100%
Passed
Tokens
110
Input
749
Total output
818
Reasoning within output
commit_squash f005
100%
Passed
Tokens
110
Input
241
Total output
232
Reasoning within output
commit_squash f006
100%
Passed
Tokens
95
Input
246
Total output
264
Reasoning within output
commit_squash f007
100%
Passed
Tokens
99
Input
155
Total output
141
Reasoning within output
commit_squash f008
100%
Passed
Tokens
112
Input
156
Total output
142
Reasoning within output
commit_squash f009
100%
Passed
Tokens
101
Input
208
Total output
195
Reasoning within output
commit_squash f010
100%
Passed
Tokens
115
Input
128
Total output
107
Reasoning within output
commit_squash f011
100%
Passed
Tokens
122
Input
298
Total output
281
Reasoning within output
commit_squash f012
100%
Passed
Tokens
121
Input
119
Total output
97
Reasoning within output
git_bisect f001
100%
Passed
Tokens
172
Input
95
Total output
75
Reasoning within output
git_bisect f002
100%
Passed
Tokens
195
Input
169
Total output
156
Reasoning within output
git_bisect f003
100%
Passed
Tokens
189
Input
153
Total output
142
Reasoning within output
git_bisect f004
100%
Passed
Tokens
189
Input
123
Total output
110
Reasoning within output
git_bisect f005
100%
Passed
Tokens
193
Input
178
Total output
170
Reasoning within output
git_bisect f006
100%
Passed
Tokens
210
Input
133
Total output
124
Reasoning within output
git_bisect f007
100%
Passed
Tokens
189
Input
132
Total output
121
Reasoning within output
git_bisect f008
100%
Passed
Tokens
197
Input
155
Total output
147
Reasoning within output
git_bisect f009
100%
Passed
Tokens
184
Input
117
Total output
100
Reasoning within output
git_bisect f010
100%
Passed
Tokens
188
Input
92
Total output
85
Reasoning within output
git_bisect f011
100%
Passed
Tokens
187
Input
69
Total output
61
Reasoning within output
git_bisect f012
100%
Passed
Tokens
211
Input
121
Total output
96
Reasoning within output
git_clean f001
100%
Passed
Tokens
51
Input
262
Total output
252
Reasoning within output
git_clean f002
100%
Passed
Tokens
61
Input
150
Total output
144
Reasoning within output
git_clean f003
100%
Passed
Tokens
58
Input
48
Total output
50
Reasoning within output
git_clean f004
100%
Passed
Tokens
59
Input
1,031
Total output
1,024
Reasoning within output
git_clean f005
100%
Passed
Tokens
50
Input
236
Total output
255
Reasoning within output
git_clean f006
100%
Passed
Tokens
77
Input
145
Total output
149
Reasoning within output
git_clean f007
100%
Passed
Tokens
64
Input
219
Total output
209
Reasoning within output
git_clean f008
100%
Passed
Tokens
71
Input
93
Total output
87
Reasoning within output
git_clean f009
100%
Passed
Tokens
66
Input
247
Total output
240
Reasoning within output
git_clean f010
100%
Passed
Tokens
61
Input
117
Total output
133
Reasoning within output
git_clean f011
100%
Passed
Tokens
63
Input
362
Total output
352
Reasoning within output
git_clean f012
100%
Passed
Tokens
64
Input
214
Total output
211
Reasoning within output
git_grep f001
100%
Passed
Tokens
52
Input
58
Total output
53
Reasoning within output
git_grep f002
100%
Passed
Tokens
61
Input
43
Total output
40
Reasoning within output
git_grep f003
100%
Passed
Tokens
86
Input
22
Total output
19
Reasoning within output
git_grep f004
100%
Passed
Tokens
76
Input
99
Total output
92
Reasoning within output
git_grep f005
100%
Passed
Tokens
107
Input
79
Total output
76
Reasoning within output
git_grep f006
100%
Passed
Tokens
41
Input
108
Total output
105
Reasoning within output
git_grep f007
100%
Passed
Tokens
155
Input
173
Total output
170
Reasoning within output
git_grep f008
100%
Passed
Tokens
60
Input
77
Total output
74
Reasoning within output
git_grep f009
100%
Passed
Tokens
54
Input
61
Total output
55
Reasoning within output
git_grep f010
100%
Passed
Tokens
63
Input
29
Total output
26
Reasoning within output
git_grep f011
100%
Passed
Tokens
108
Input
106
Total output
103
Reasoning within output
git_grep f012
100%
Passed
Tokens
65
Input
53
Total output
43
Reasoning within output
git_log_format f001
100%
Passed
Tokens
692
Input
51
Total output
46
Reasoning within output
git_log_format f002
100%
Passed
Tokens
682
Input
107
Total output
98
Reasoning within output
git_log_format f003
100%
Passed
Tokens
552
Input
97
Total output
86
Reasoning within output
git_log_format f004
100%
Passed
Tokens
704
Input
84
Total output
78
Reasoning within output
git_log_format f005
100%
Passed
Tokens
564
Input
1,240
Total output
1,233
Reasoning within output
git_log_format f006
100%
Passed
Tokens
698
Input
129
Total output
126
Reasoning within output
git_log_format f007
100%
Passed
Tokens
729
Input
104
Total output
99
Reasoning within output
git_log_format f008
100%
Passed
Tokens
926
Input
103
Total output
100
Reasoning within output
git_log_format f009
100%
Passed
Tokens
554
Input
72
Total output
71
Reasoning within output
git_log_format f010
100%
Passed
Tokens
1,032
Input
96
Total output
93
Reasoning within output
git_log_format f011
100%
Passed
Tokens
340
Input
82
Total output
87
Reasoning within output
git_log_format f012
100%
Passed
Tokens
328
Input
80
Total output
76
Reasoning within output
git_show f001
100%
Passed
Tokens
165
Input
94
Total output
88
Reasoning within output
git_show f002
100%
Passed
Tokens
168
Input
284
Total output
280
Reasoning within output
git_show f003
100%
Passed
Tokens
560
Input
96
Total output
88
Reasoning within output
git_show f004
100%
Passed
Tokens
387
Input
96
Total output
88
Reasoning within output
git_show f005
100%
Passed
Tokens
174
Input
150
Total output
146
Reasoning within output
git_show f006
0%
Failed
Tokens
177
Input
86
Total output
79
Reasoning within output
git_show f007
100%
Passed
Tokens
165
Input
101
Total output
95
Reasoning within output
git_show f008
100%
Passed
Tokens
175
Input
51
Total output
21
Reasoning within output
git_show f009
100%
Passed
Tokens
257
Input
129
Total output
126
Reasoning within output
git_show f010
100%
Passed
Tokens
170
Input
150
Total output
153
Reasoning within output
git_show f011
100%
Passed
Tokens
197
Input
67
Total output
76
Reasoning within output
git_show f012
100%
Passed
Tokens
293
Input
106
Total output
96
Reasoning within output
merge_conflicts f001
0%
Failed
Tokens
84
Input
1,461
Total output
1,455
Reasoning within output
merge_conflicts f002
100%
Passed
Tokens
103
Input
326
Total output
317
Reasoning within output
merge_conflicts f003
0%
Failed
Tokens
77
Input
1,757
Total output
2,105
Reasoning within output
merge_conflicts f004
0%
Failed
Tokens
134
Input
623
Total output
599
Reasoning within output
merge_conflicts f005
100%
Passed
Tokens
135
Input
123
Total output
100
Reasoning within output
merge_conflicts f006
0%
Failed
Tokens
119
Input
393
Total output
372
Reasoning within output
merge_conflicts f007
100%
Passed
Tokens
124
Input
105
Total output
95
Reasoning within output
merge_conflicts f008
0%
Failed
Tokens
106
Input
252
Total output
244
Reasoning within output
merge_conflicts f009
100%
Passed
Tokens
102
Input
179
Total output
172
Reasoning within output
merge_conflicts f010
100%
Passed
Tokens
174
Input
460
Total output
500
Reasoning within output
merge_conflicts f011
100%
Passed
Tokens
142
Input
655
Total output
628
Reasoning within output
merge_conflicts f012
0%
Failed
Tokens
224
Input
584
Total output
539
Reasoning within output
rebase f001
100%
Passed
Tokens
93
Input
1,408
Total output
1,402
Reasoning within output
rebase f002
0%
Failed
Tokens
122
Input
222
Total output
202
Reasoning within output
rebase f003
100%
Passed
Tokens
97
Input
106
Total output
101
Reasoning within output
rebase f004
100%
Passed
Tokens
144
Input
578
Total output
556
Reasoning within output
rebase f005
0%
Failed
Tokens
138
Input
126
Total output
111
Reasoning within output
rebase f006
100%
Passed
Tokens
130
Input
235
Total output
214
Reasoning within output
rebase f007
0%
Failed
Tokens
124
Input
356
Total output
346
Reasoning within output
rebase f008
100%
Passed
Tokens
117
Input
76
Total output
68
Reasoning within output
rebase f009
0%
Failed
Tokens
102
Input
174
Total output
183
Reasoning within output
rebase f010
100%
Passed
Tokens
199
Input
1,001
Total output
975
Reasoning within output
rebase f011
0%
Failed
Tokens
152
Input
408
Total output
343
Reasoning within output
rebase f012
0%
Failed
Tokens
253
Input
3,656
Total output
3,614
Reasoning within output
reflog f001
100%
Passed
Tokens
189
Input
252
Total output
228
Reasoning within output
reflog f002
100%
Passed
Tokens
190
Input
201
Total output
127
Reasoning within output
reflog f003
100%
Passed
Tokens
178
Input
524
Total output
213
Reasoning within output
reflog f004
100%
Passed
Tokens
286
Input
922
Total output
628
Reasoning within output
reflog f005
100%
Passed
Tokens
329
Input
1,329
Total output
1,107
Reasoning within output
reflog f006
100%
Passed
Tokens
212
Input
372
Total output
234
Reasoning within output
reflog f007
100%
Passed
Tokens
228
Input
541
Total output
410
Reasoning within output
reflog f008
100%
Passed
Tokens
293
Input
629
Total output
532
Reasoning within output
reflog f009
100%
Passed
Tokens
270
Input
783
Total output
635
Reasoning within output
reflog f010
100%
Passed
Tokens
220
Input
1,125
Total output
952
Reasoning within output
reflog f011
100%
Passed
Tokens
280
Input
546
Total output
361
Reasoning within output
reflog f012
100%
Passed
Tokens
260
Input
1,246
Total output
998
Reasoning within output
stash_recovery f001
100%
Passed
Tokens
122
Input
88
Total output
67
Reasoning within output
stash_recovery f002
100%
Passed
Tokens
262
Input
164
Total output
84
Reasoning within output
stash_recovery f003
100%
Passed
Tokens
110
Input
106
Total output
89
Reasoning within output
stash_recovery f004
100%
Passed
Tokens
110
Input
192
Total output
123
Reasoning within output
stash_recovery f005
100%
Passed
Tokens
120
Input
305
Total output
229
Reasoning within output
stash_recovery f006
100%
Passed
Tokens
165
Input
77
Total output
65
Reasoning within output
stash_recovery f007
100%
Passed
Tokens
191
Input
250
Total output
209
Reasoning within output
stash_recovery f008
100%
Passed
Tokens
162
Input
244
Total output
204
Reasoning within output
stash_recovery f009
100%
Passed
Tokens
190
Input
232
Total output
153
Reasoning within output
stash_recovery f010
100%
Passed
Tokens
116
Input
107
Total output
65
Reasoning within output
stash_recovery f011
100%
Passed
Tokens
109
Input
392
Total output
314
Reasoning within output
stash_recovery f012
100%
Passed
Tokens
120
Input
118
Total output
90
Reasoning within output
submodule_usage f001
100%
Passed
Tokens
43
Input
86
Total output
78
Reasoning within output
submodule_usage f002
100%
Passed
Tokens
89
Input
457
Total output
547
Reasoning within output
submodule_usage f003
100%
Passed
Tokens
91
Input
1,844
Total output
1,811
Reasoning within output
submodule_usage f004
100%
Passed
Tokens
80
Input
40
Total output
35
Reasoning within output
submodule_usage f005
100%
Passed
Tokens
49
Input
212
Total output
185
Reasoning within output
submodule_usage f006
100%
Passed
Tokens
79
Input
215
Total output
210
Reasoning within output
submodule_usage f007
100%
Passed
Tokens
50
Input
232
Total output
249
Reasoning within output
submodule_usage f008
100%
Passed
Tokens
87
Input
417
Total output
410
Reasoning within output
submodule_usage f009
100%
Passed
Tokens
80
Input
55
Total output
59
Reasoning within output
submodule_usage f010
100%
Passed
Tokens
88
Input
312
Total output
380
Reasoning within output
submodule_usage f011
100%
Passed
Tokens
94
Input
43
Total output
37
Reasoning within output
submodule_usage f012
100%
Passed
Tokens
48
Input
69
Total output
56
Reasoning within output
tag_management f001
100%
Passed
Tokens
58
Input
73
Total output
65
Reasoning within output
tag_management f002
100%
Passed
Tokens
56
Input
111
Total output
92
Reasoning within output
tag_management f003
100%
Passed
Tokens
63
Input
107
Total output
98
Reasoning within output
tag_management f004
100%
Passed
Tokens
67
Input
48
Total output
42
Reasoning within output
tag_management f005
100%
Passed
Tokens
75
Input
89
Total output
86
Reasoning within output
tag_management f006
100%
Passed
Tokens
62
Input
183
Total output
170
Reasoning within output
tag_management f007
100%
Passed
Tokens
60
Input
914
Total output
902
Reasoning within output
tag_management f008
100%
Passed
Tokens
66
Input
317
Total output
294
Reasoning within output
tag_management f009
100%
Passed
Tokens
68
Input
101
Total output
84
Reasoning within output
tag_management f010
100%
Passed
Tokens
46
Input
69
Total output
60
Reasoning within output
tag_management f011
100%
Passed
Tokens
47
Input
83
Total output
76
Reasoning within output
tag_management f012
100%
Passed
Tokens
80
Input
595
Total output
585
Reasoning within output
worktree_usage f001
100%
Passed
Tokens
123
Input
136
Total output
127
Reasoning within output
worktree_usage f002
100%
Passed
Tokens
122
Input
479
Total output
456
Reasoning within output
worktree_usage f003
100%
Passed
Tokens
176
Input
95
Total output
85
Reasoning within output
worktree_usage f004
100%
Passed
Tokens
176
Input
92
Total output
104
Reasoning within output
worktree_usage f005
100%
Passed
Tokens
111
Input
112
Total output
99
Reasoning within output
worktree_usage f006
100%
Passed
Tokens
116
Input
151
Total output
135
Reasoning within output
worktree_usage f007
100%
Passed
Tokens
115
Input
528
Total output
507
Reasoning within output
worktree_usage f008
0%
Failed
Tokens
143
Input
2,911
Total output
2,858
Reasoning within output
worktree_usage f009
100%
Passed
Tokens
204
Input
715
Total output
709
Reasoning within output
worktree_usage f010
100%
Passed
Tokens
179
Input
120
Total output
103
Reasoning within output
worktree_usage f011
100%
Passed
Tokens
177
Input
96
Total output
86
Reasoning within output
worktree_usage f012
100%
Passed
Tokens
115
Input
242
Total output
228
Reasoning within output