Model: DeepSeek v4 pro (all arms + judge). Metric: see README.md.
| arm | findings | recall_GT | precision | F1 | specificity | tokens | seconds |
|---|---|---|---|---|---|---|---|
| pure_copilot | 2 | 0.00 | 1.00 | 0.00 | 1.00 | 4,246 | 34 |
| copilot_skill | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 31,550 | 50 |
| claudecode_skill | 3 | 0.00 | 1.00 | 0.00 | 1.00 | 490,291 | 202 |
| claudecode_opus_skill | 1 | 0.00 | 1.00 | 0.00 | 1.00 | 398,757 | 283 |
| copilot_v2 | 5 | 0.00 | 1.00 | 0.00 | 1.00 | 998,507 | 313 |
Per-issue coverage: pure_copilot: gt1=0,gt2=0; copilot_skill: gt1=0,gt2=0; claudecode_skill: gt1=0,gt2=0; claudecode_opus_skill: gt1=0,gt2=0; copilot_v2: gt1=0,gt2=0
| arm | findings | recall_GT | precision | F1 | specificity | tokens | seconds |
|---|---|---|---|---|---|---|---|
| pure_copilot | 2 | 0.12 | 1.00 | 0.22 | 0.50 | 19,173 | 76 |
| copilot_skill | 2 | 0.00 | 1.00 | 0.00 | 0.00 | 29,217 | 69 |
| claudecode_skill | 1 | 0.12 | 0.00 | 0.00 | 1.00 | 658,383 | 156 |
| claudecode_opus_skill | 2 | 0.12 | 0.00 | 0.00 | 1.00 | 4,340,800 | 573 |
| copilot_v2 | 1 | 0.00 | 0.00 | 0.00 | 1.00 | 905,266 | 299 |
Per-issue coverage: pure_copilot: gt1=0.5,gt2=0,gt3=0,gt4=0; copilot_skill: gt1=0,gt2=0,gt3=0,gt4=0; claudecode_skill: gt1=0.5,gt2=0,gt3=0,gt4=0; claudecode_opus_skill: gt1=0.5,gt2=0,gt3=0,gt4=0; copilot_v2: gt1=0,gt2=0,gt3=0,gt4=0
| arm | findings | recall_GT | precision | F1 | specificity | tokens | seconds |
|---|---|---|---|---|---|---|---|
| pure_copilot | 2 | 0.25 | 0.50 | 0.33 | 1.00 | 7,146 | 47 |
| copilot_skill | 1 | 0.25 | 1.00 | 0.40 | 1.00 | 13,941 | 76 |
| claudecode_skill | 2 | 0.25 | 1.00 | 0.40 | 1.00 | 764,975 | 187 |
| claudecode_opus_skill | 2 | 0.00 | 1.00 | 0.00 | 1.00 | 704,305 | 132 |
| copilot_v2 | 3 | 0.25 | 1.00 | 0.40 | 1.00 | 475,084 | 328 |
Per-issue coverage: pure_copilot: gt1=0.5,gt2=0; copilot_skill: gt1=0.5,gt2=0; claudecode_skill: gt1=0.5,gt2=0; claudecode_opus_skill: gt1=0,gt2=0; copilot_v2: gt1=0,gt2=0.5
| arm | recall_GT | precision | F1 | specificity | tokens | seconds |
|---|---|---|---|---|---|---|
| pure_copilot | 0.12 | 0.83 | 0.19 | 0.83 | 10,188 | 52 |
| copilot_skill | 0.08 | 0.67 | 0.13 | 0.33 | 24,903 | 65 |
| claudecode_skill | 0.12 | 0.67 | 0.13 | 1.00 | 637,883 | 182 |
| claudecode_opus_skill | 0.04 | 0.67 | 0.00 | 1.00 | 1,814,621 | 330 |
| copilot_v2 | 0.08 | 0.67 | 0.13 | 1.00 | 792,952 | 313 |