Moonshotai / kimi-k2.7-code
xhigh
90.2%
184 / 204 fixtures · 1 run(s)
34,461 input / 68,091 total output / 64,433 reasoning within output tokens $0.29608457
Reliability by Benchmark (Text)
Loading reliability summary…
Text vs JSON Schema Comparison
Pass Rate Delta
-8.8%
Text: 90.2% →
JSON: 81.4%
+13
Gained
JSON pass / text fail
−31
Lost
Text pass / JSON fail
153
Unchanged Pass
Both pass
7
Unchanged Fail
Both fail
Fixture Reliability Delta
| Fixture | Text | JSON | Delta |
|---|---|---|---|
| f001 | 0% (0/1) | 100% (1/1) | -100% |
Benchmark Deltas
| Benchmark | Text | JSON | Delta |
|---|---|---|---|
| reflog | 100% | 66.7% | -33.3% |
| git_bisect | 100% | 75% | -25% |
| git_clean | 100% | 75% | -25% |
| git_grep | 100% | 75% | -25% |
| merge_conflicts | 50% | 75% | + 25% |
| branch_cleanup | 100% | 83.3% | -16.7% |
| cherry_pick | 58.3% | 75% | + 16.7% |
| commit_squash | 100% | 83.3% | -16.7% |
| stash_recovery | 100% | 83.3% | -16.7% |
| tag_management | 100% | 83.3% | -16.7% |
| rebase | 66.7% | 83.3% | + 16.7% |
| commit_messages | 91.7% | 83.3% | -8.3% |
| git_log_format | 100% | 91.7% | -8.3% |
| git_show | 100% | 91.7% | -8.3% |
| submodule_usage | 100% | 91.7% | -8.3% |
| blame_forensics | 91.7% | 91.7% | + 0% |
| worktree_usage | 75% | 75% | + 0% |
Changed Fixtures (44)
f003 -loss f009 -loss f004 +gain f011 +gain f001 +gain f002 -loss f008 -loss f006 -loss f009 -loss f001 -loss f002 -loss f008 -loss f001 -loss f004 -loss f008 -loss f005 -loss f007 -loss f009 -loss f001 -loss f011 -loss f001 -loss f002 +gain f004 +gain f006 +gain f007 +gain f009 +gain f011 -loss f001 +gain f005 -loss f007 +gain f011 +gain f001 -loss f009 -loss f010 -loss f011 -loss f007 -loss f010 -loss f009 -loss f004 -loss f006 -loss f002 +gain f004 -loss f009 +gain f012 -loss
Fixture Gallery (204)
blame_forensics f001
100%
Passed
Tokens
219
Input
250
Total output
275
Reasoning within output
blame_forensics f002
100%
Passed
Tokens
203
Input
371
Total output
365
Reasoning within output
blame_forensics f003
100%
Passed
Tokens
221
Input
96
Total output
91
Reasoning within output
blame_forensics f004
100%
Passed
Tokens
164
Input
286
Total output
279
Reasoning within output
blame_forensics f005
0%
Failed
Tokens
231
Input
3,160
Total output
3,153
Reasoning within output
blame_forensics f006
100%
Passed
Tokens
203
Input
799
Total output
794
Reasoning within output
blame_forensics f007
100%
Passed
Tokens
190
Input
119
Total output
113
Reasoning within output
blame_forensics f008
100%
Passed
Tokens
208
Input
299
Total output
294
Reasoning within output
blame_forensics f009
100%
Passed
Tokens
174
Input
167
Total output
178
Reasoning within output
blame_forensics f010
100%
Passed
Tokens
356
Input
405
Total output
400
Reasoning within output
blame_forensics f011
100%
Passed
Tokens
213
Input
90
Total output
85
Reasoning within output
blame_forensics f012
100%
Passed
Tokens
129
Input
327
Total output
320
Reasoning within output
branch_cleanup f001
100%
Passed
Tokens
98
Input
127
Total output
121
Reasoning within output
branch_cleanup f002
100%
Passed
Tokens
115
Input
174
Total output
167
Reasoning within output
branch_cleanup f003
100%
Passed
Tokens
89
Input
229
Total output
226
Reasoning within output
branch_cleanup f004
100%
Passed
Tokens
125
Input
127
Total output
120
Reasoning within output
branch_cleanup f005
100%
Passed
Tokens
104
Input
172
Total output
167
Reasoning within output
branch_cleanup f006
100%
Passed
Tokens
117
Input
164
Total output
155
Reasoning within output
branch_cleanup f007
100%
Passed
Tokens
103
Input
100
Total output
105
Reasoning within output
branch_cleanup f008
100%
Passed
Tokens
120
Input
82
Total output
68
Reasoning within output
branch_cleanup f009
100%
Passed
Tokens
79
Input
77
Total output
74
Reasoning within output
branch_cleanup f010
100%
Passed
Tokens
114
Input
119
Total output
112
Reasoning within output
branch_cleanup f011
100%
Passed
Tokens
68
Input
163
Total output
181
Reasoning within output
branch_cleanup f012
100%
Passed
Tokens
148
Input
144
Total output
131
Reasoning within output
cherry_pick f001
0%
Failed
Tokens
93
Input
639
Total output
633
Reasoning within output
cherry_pick f002
100%
Passed
Tokens
112
Input
982
Total output
973
Reasoning within output
cherry_pick f003
100%
Passed
Tokens
86
Input
386
Total output
381
Reasoning within output
cherry_pick f004
0%
Failed
Tokens
145
Input
636
Total output
719
Reasoning within output
cherry_pick f005
0%
Failed
Tokens
147
Input
287
Total output
269
Reasoning within output
cherry_pick f006
100%
Passed
Tokens
131
Input
271
Total output
250
Reasoning within output
cherry_pick f007
100%
Passed
Tokens
121
Input
138
Total output
128
Reasoning within output
cherry_pick f008
100%
Passed
Tokens
121
Input
51
Total output
43
Reasoning within output
cherry_pick f009
100%
Passed
Tokens
106
Input
63
Total output
56
Reasoning within output
cherry_pick f010
100%
Passed
Tokens
205
Input
405
Total output
377
Reasoning within output
cherry_pick f011
0%
Failed
Tokens
160
Input
290
Total output
283
Reasoning within output
cherry_pick f012
0%
Failed
Tokens
256
Input
312
Total output
270
Reasoning within output
commit_messages f001
40%
Failed
Tokens
100
Input
306
Total output
296
Reasoning within output
commit_messages f002
86.7%
Passed
Tokens
197
Input
219
Total output
213
Reasoning within output
commit_messages f003
91.7%
Passed
Tokens
81
Input
168
Total output
136
Reasoning within output
commit_messages f004
94%
Passed
Tokens
103
Input
98
Total output
93
Reasoning within output
commit_messages f005
91.3%
Passed
Tokens
98
Input
124
Total output
118
Reasoning within output
commit_messages f006
93.3%
Passed
Tokens
132
Input
246
Total output
238
Reasoning within output
commit_messages f007
88.3%
Passed
Tokens
175
Input
207
Total output
198
Reasoning within output
commit_messages f008
91.3%
Passed
Tokens
70
Input
162
Total output
156
Reasoning within output
commit_messages f009
88.3%
Passed
Tokens
126
Input
233
Total output
247
Reasoning within output
commit_messages f010
89.7%
Passed
Tokens
258
Input
226
Total output
236
Reasoning within output
commit_messages f011
88.3%
Passed
Tokens
139
Input
231
Total output
221
Reasoning within output
commit_messages f012
91%
Passed
Tokens
119
Input
62
Total output
52
Reasoning within output
commit_squash f001
100%
Passed
Tokens
134
Input
1,582
Total output
1,568
Reasoning within output
commit_squash f002
100%
Passed
Tokens
114
Input
242
Total output
232
Reasoning within output
commit_squash f003
100%
Passed
Tokens
123
Input
349
Total output
335
Reasoning within output
commit_squash f004
100%
Passed
Tokens
114
Input
195
Total output
182
Reasoning within output
commit_squash f005
100%
Passed
Tokens
112
Input
1,070
Total output
1,061
Reasoning within output
commit_squash f006
100%
Passed
Tokens
93
Input
149
Total output
136
Reasoning within output
commit_squash f007
100%
Passed
Tokens
97
Input
561
Total output
547
Reasoning within output
commit_squash f008
100%
Passed
Tokens
112
Input
200
Total output
191
Reasoning within output
commit_squash f009
100%
Passed
Tokens
100
Input
222
Total output
209
Reasoning within output
commit_squash f010
100%
Passed
Tokens
117
Input
160
Total output
143
Reasoning within output
commit_squash f011
100%
Passed
Tokens
123
Input
251
Total output
234
Reasoning within output
commit_squash f012
100%
Passed
Tokens
128
Input
85
Total output
63
Reasoning within output
git_bisect f001
100%
Passed
Tokens
170
Input
144
Total output
130
Reasoning within output
git_bisect f002
100%
Passed
Tokens
197
Input
76
Total output
62
Reasoning within output
git_bisect f003
100%
Passed
Tokens
190
Input
151
Total output
132
Reasoning within output
git_bisect f004
100%
Passed
Tokens
189
Input
336
Total output
287
Reasoning within output
git_bisect f005
100%
Passed
Tokens
189
Input
219
Total output
214
Reasoning within output
git_bisect f006
100%
Passed
Tokens
213
Input
163
Total output
131
Reasoning within output
git_bisect f007
100%
Passed
Tokens
194
Input
208
Total output
203
Reasoning within output
git_bisect f008
100%
Passed
Tokens
191
Input
113
Total output
116
Reasoning within output
git_bisect f009
100%
Passed
Tokens
193
Input
82
Total output
77
Reasoning within output
git_bisect f010
100%
Passed
Tokens
193
Input
301
Total output
289
Reasoning within output
git_bisect f011
100%
Passed
Tokens
196
Input
145
Total output
138
Reasoning within output
git_bisect f012
100%
Passed
Tokens
208
Input
143
Total output
137
Reasoning within output
git_clean f001
100%
Passed
Tokens
51
Input
253
Total output
243
Reasoning within output
git_clean f002
100%
Passed
Tokens
61
Input
225
Total output
217
Reasoning within output
git_clean f003
100%
Passed
Tokens
57
Input
248
Total output
242
Reasoning within output
git_clean f004
100%
Passed
Tokens
59
Input
357
Total output
350
Reasoning within output
git_clean f005
100%
Passed
Tokens
49
Input
270
Total output
264
Reasoning within output
git_clean f006
100%
Passed
Tokens
77
Input
391
Total output
397
Reasoning within output
git_clean f007
100%
Passed
Tokens
64
Input
159
Total output
149
Reasoning within output
git_clean f008
100%
Passed
Tokens
72
Input
120
Total output
114
Reasoning within output
git_clean f009
100%
Passed
Tokens
66
Input
176
Total output
167
Reasoning within output
git_clean f010
100%
Passed
Tokens
61
Input
99
Total output
91
Reasoning within output
git_clean f011
100%
Passed
Tokens
62
Input
108
Total output
101
Reasoning within output
git_clean f012
100%
Passed
Tokens
64
Input
345
Total output
336
Reasoning within output
git_grep f001
100%
Passed
Tokens
52
Input
67
Total output
62
Reasoning within output
git_grep f002
100%
Passed
Tokens
65
Input
26
Total output
25
Reasoning within output
git_grep f003
100%
Passed
Tokens
87
Input
79
Total output
74
Reasoning within output
git_grep f004
100%
Passed
Tokens
76
Input
78
Total output
71
Reasoning within output
git_grep f005
100%
Passed
Tokens
107
Input
47
Total output
46
Reasoning within output
git_grep f006
100%
Passed
Tokens
41
Input
207
Total output
238
Reasoning within output
git_grep f007
100%
Passed
Tokens
156
Input
1,232
Total output
1,229
Reasoning within output
git_grep f008
100%
Passed
Tokens
59
Input
66
Total output
63
Reasoning within output
git_grep f009
100%
Passed
Tokens
54
Input
56
Total output
51
Reasoning within output
git_grep f010
100%
Passed
Tokens
63
Input
206
Total output
203
Reasoning within output
git_grep f011
100%
Passed
Tokens
107
Input
133
Total output
130
Reasoning within output
git_grep f012
100%
Passed
Tokens
65
Input
69
Total output
59
Reasoning within output
git_log_format f001
100%
Passed
Tokens
687
Input
52
Total output
49
Reasoning within output
git_log_format f002
100%
Passed
Tokens
686
Input
66
Total output
57
Reasoning within output
git_log_format f003
100%
Passed
Tokens
566
Input
222
Total output
194
Reasoning within output
git_log_format f004
100%
Passed
Tokens
683
Input
46
Total output
43
Reasoning within output
git_log_format f005
100%
Passed
Tokens
564
Input
107
Total output
99
Reasoning within output
git_log_format f006
100%
Passed
Tokens
697
Input
83
Total output
80
Reasoning within output
git_log_format f007
100%
Passed
Tokens
728
Input
157
Total output
151
Reasoning within output
git_log_format f008
100%
Passed
Tokens
937
Input
154
Total output
151
Reasoning within output
git_log_format f009
100%
Passed
Tokens
566
Input
34
Total output
31
Reasoning within output
git_log_format f010
100%
Passed
Tokens
1,071
Input
121
Total output
111
Reasoning within output
git_log_format f011
100%
Passed
Tokens
354
Input
98
Total output
94
Reasoning within output
git_log_format f012
100%
Passed
Tokens
318
Input
65
Total output
62
Reasoning within output
git_show f001
100%
Passed
Tokens
167
Input
87
Total output
81
Reasoning within output
git_show f002
100%
Passed
Tokens
168
Input
377
Total output
373
Reasoning within output
git_show f003
100%
Passed
Tokens
558
Input
106
Total output
98
Reasoning within output
git_show f004
100%
Passed
Tokens
385
Input
14
Total output
5
Reasoning within output
git_show f005
100%
Passed
Tokens
171
Input
99
Total output
95
Reasoning within output
git_show f006
100%
Passed
Tokens
182
Input
165
Total output
162
Reasoning within output
git_show f007
100%
Passed
Tokens
165
Input
96
Total output
90
Reasoning within output
git_show f008
100%
Passed
Tokens
180
Input
106
Total output
81
Reasoning within output
git_show f009
100%
Passed
Tokens
253
Input
154
Total output
151
Reasoning within output
git_show f010
100%
Passed
Tokens
168
Input
136
Total output
141
Reasoning within output
git_show f011
100%
Passed
Tokens
195
Input
67
Total output
63
Reasoning within output
git_show f012
100%
Passed
Tokens
283
Input
103
Total output
100
Reasoning within output
merge_conflicts f001
100%
Passed
Tokens
84
Input
1,615
Total output
1,609
Reasoning within output
merge_conflicts f002
0%
Failed
Tokens
104
Input
303
Total output
309
Reasoning within output
merge_conflicts f003
100%
Passed
Tokens
76
Input
446
Total output
441
Reasoning within output
merge_conflicts f004
0%
Failed
Tokens
134
Input
3,462
Total output
3,441
Reasoning within output
merge_conflicts f005
100%
Passed
Tokens
134
Input
157
Total output
139
Reasoning within output
merge_conflicts f006
0%
Failed
Tokens
119
Input
245
Total output
188
Reasoning within output
merge_conflicts f007
0%
Failed
Tokens
124
Input
29
Total output
20
Reasoning within output
merge_conflicts f008
100%
Passed
Tokens
106
Input
148
Total output
140
Reasoning within output
merge_conflicts f009
0%
Failed
Tokens
103
Input
230
Total output
263
Reasoning within output
merge_conflicts f010
100%
Passed
Tokens
174
Input
333
Total output
307
Reasoning within output
merge_conflicts f011
100%
Passed
Tokens
142
Input
251
Total output
224
Reasoning within output
merge_conflicts f012
0%
Failed
Tokens
224
Input
1,345
Total output
1,303
Reasoning within output
rebase f001
0%
Failed
Tokens
94
Input
738
Total output
883
Reasoning within output
rebase f002
100%
Passed
Tokens
122
Input
238
Total output
229
Reasoning within output
rebase f003
100%
Passed
Tokens
100
Input
212
Total output
207
Reasoning within output
rebase f004
100%
Passed
Tokens
147
Input
3,590
Total output
3,566
Reasoning within output
rebase f005
100%
Passed
Tokens
139
Input
730
Total output
715
Reasoning within output
rebase f006
100%
Passed
Tokens
131
Input
172
Total output
151
Reasoning within output
rebase f007
0%
Failed
Tokens
125
Input
159
Total output
149
Reasoning within output
rebase f008
100%
Passed
Tokens
118
Input
91
Total output
83
Reasoning within output
rebase f009
100%
Passed
Tokens
100
Input
165
Total output
158
Reasoning within output
rebase f010
100%
Passed
Tokens
200
Input
502
Total output
476
Reasoning within output
rebase f011
0%
Failed
Tokens
150
Input
304
Total output
270
Reasoning within output
rebase f012
0%
Failed
Tokens
252
Input
5,453
Total output
5,413
Reasoning within output
reflog f001
100%
Passed
Tokens
196
Input
128
Total output
99
Reasoning within output
reflog f002
100%
Passed
Tokens
194
Input
394
Total output
228
Reasoning within output
reflog f003
100%
Passed
Tokens
179
Input
257
Total output
75
Reasoning within output
reflog f004
100%
Passed
Tokens
274
Input
342
Total output
190
Reasoning within output
reflog f005
100%
Passed
Tokens
304
Input
591
Total output
506
Reasoning within output
reflog f006
100%
Passed
Tokens
209
Input
634
Total output
444
Reasoning within output
reflog f007
100%
Passed
Tokens
237
Input
518
Total output
353
Reasoning within output
reflog f008
100%
Passed
Tokens
290
Input
424
Total output
331
Reasoning within output
reflog f009
100%
Passed
Tokens
277
Input
729
Total output
530
Reasoning within output
reflog f010
100%
Passed
Tokens
233
Input
437
Total output
307
Reasoning within output
reflog f011
100%
Passed
Tokens
264
Input
983
Total output
693
Reasoning within output
reflog f012
100%
Passed
Tokens
269
Input
1,080
Total output
788
Reasoning within output
stash_recovery f001
100%
Passed
Tokens
122
Input
90
Total output
85
Reasoning within output
stash_recovery f002
100%
Passed
Tokens
262
Input
154
Total output
74
Reasoning within output
stash_recovery f003
100%
Passed
Tokens
110
Input
89
Total output
85
Reasoning within output
stash_recovery f004
100%
Passed
Tokens
109
Input
152
Total output
101
Reasoning within output
stash_recovery f005
100%
Passed
Tokens
117
Input
104
Total output
85
Reasoning within output
stash_recovery f006
100%
Passed
Tokens
166
Input
114
Total output
84
Reasoning within output
stash_recovery f007
100%
Passed
Tokens
193
Input
103
Total output
84
Reasoning within output
stash_recovery f008
100%
Passed
Tokens
162
Input
159
Total output
162
Reasoning within output
stash_recovery f009
100%
Passed
Tokens
191
Input
184
Total output
147
Reasoning within output
stash_recovery f010
100%
Passed
Tokens
117
Input
172
Total output
147
Reasoning within output
stash_recovery f011
100%
Passed
Tokens
108
Input
269
Total output
235
Reasoning within output
stash_recovery f012
100%
Passed
Tokens
120
Input
186
Total output
158
Reasoning within output
submodule_usage f001
100%
Passed
Tokens
43
Input
124
Total output
114
Reasoning within output
submodule_usage f002
100%
Passed
Tokens
89
Input
324
Total output
315
Reasoning within output
submodule_usage f003
100%
Passed
Tokens
95
Input
733
Total output
700
Reasoning within output
submodule_usage f004
100%
Passed
Tokens
81
Input
92
Total output
87
Reasoning within output
submodule_usage f005
100%
Passed
Tokens
50
Input
137
Total output
117
Reasoning within output
submodule_usage f006
100%
Passed
Tokens
78
Input
354
Total output
410
Reasoning within output
submodule_usage f007
100%
Passed
Tokens
50
Input
111
Total output
103
Reasoning within output
submodule_usage f008
100%
Passed
Tokens
84
Input
344
Total output
337
Reasoning within output
submodule_usage f009
100%
Passed
Tokens
82
Input
201
Total output
196
Reasoning within output
submodule_usage f010
100%
Passed
Tokens
90
Input
1,090
Total output
1,082
Reasoning within output
submodule_usage f011
100%
Passed
Tokens
95
Input
63
Total output
57
Reasoning within output
submodule_usage f012
100%
Passed
Tokens
48
Input
106
Total output
93
Reasoning within output
tag_management f001
100%
Passed
Tokens
57
Input
59
Total output
51
Reasoning within output
tag_management f002
100%
Passed
Tokens
55
Input
81
Total output
62
Reasoning within output
tag_management f003
100%
Passed
Tokens
60
Input
121
Total output
110
Reasoning within output
tag_management f004
100%
Passed
Tokens
69
Input
50
Total output
46
Reasoning within output
tag_management f005
100%
Passed
Tokens
76
Input
104
Total output
94
Reasoning within output
tag_management f006
100%
Passed
Tokens
63
Input
83
Total output
69
Reasoning within output
tag_management f007
100%
Passed
Tokens
61
Input
193
Total output
181
Reasoning within output
tag_management f008
100%
Passed
Tokens
64
Input
663
Total output
640
Reasoning within output
tag_management f009
100%
Passed
Tokens
68
Input
172
Total output
154
Reasoning within output
tag_management f010
100%
Passed
Tokens
47
Input
99
Total output
90
Reasoning within output
tag_management f011
100%
Passed
Tokens
48
Input
159
Total output
152
Reasoning within output
tag_management f012
100%
Passed
Tokens
81
Input
513
Total output
502
Reasoning within output
worktree_usage f001
100%
Passed
Tokens
117
Input
127
Total output
118
Reasoning within output
worktree_usage f002
0%
Failed
Tokens
127
Input
475
Total output
450
Reasoning within output
worktree_usage f003
100%
Passed
Tokens
178
Input
70
Total output
60
Reasoning within output
worktree_usage f004
100%
Passed
Tokens
173
Input
459
Total output
450
Reasoning within output
worktree_usage f005
100%
Passed
Tokens
114
Input
154
Total output
159
Reasoning within output
worktree_usage f006
100%
Passed
Tokens
115
Input
246
Total output
232
Reasoning within output
worktree_usage f007
100%
Passed
Tokens
121
Input
288
Total output
267
Reasoning within output
worktree_usage f008
0%
Failed
Tokens
137
Input
1,106
Total output
1,121
Reasoning within output
worktree_usage f009
0%
Failed
Tokens
203
Input
1
Total output
0
Reasoning within output
worktree_usage f010
100%
Passed
Tokens
182
Input
112
Total output
104
Reasoning within output
worktree_usage f011
100%
Passed
Tokens
172
Input
115
Total output
105
Reasoning within output
worktree_usage f012
100%
Passed
Tokens
114
Input
83
Total output
69
Reasoning within output