universal-ctags/ctags
A maintained ctags implementation
2,258
Generated Behavioral Tests
19.0%
Best Score
GPT 5.6 Sol (xhigh)
Results by Model
Hover a point for details · The line marks the Pareto frontier (best score per cost) · Click a point to see model details
Per-Model Results
19 runs| # | Model | Score | Cost | Calls | ||
|---|---|---|---|---|---|---|
| 1 |  |
GPT 5.6 Sol (xhigh) | 19.0% | $7.27 | 45 | trace → |
| 2 |  |
Claude Sonnet 4.6 | 13.3% | $58.28 | 659 | trace → |
| 3 | |
Claude Opus 4.8 (xhigh) | 10.6% | $31.11 | 206 | trace → |
| 4 | |
GPT 5.6 Sol (medium) | 9.5% | $1.75 | 16 | trace → |
| 5 | |
GPT 5.5 | 9.3% | $0.92 | 13 | trace → |
| 6 | |
Claude Opus 4.7 (xhigh) | 8.2% | $14.35 | 173 | trace → |
| 7 |  |
Gemini 3.5 Flash | 7.2% | $4.40 | 111 | trace → |
| 8 |  |
GLM-5.2 | 4.7% | $25.49 | 244 | trace → |
| 9 | |
GPT 5.5 (high) | 4.4% | $3.65 | 31 | trace → |
| 10 | |
GPT 5.4 | 3.6% | $0.20 | 8 | trace → |
| 11 | |
Gemini 3 Flash | 1.7% | $0.27 | 58 | trace → |
| 12 | |
Gemini 3.1 Pro | 1.6% | $1.44 | 118 | trace → |
| 13 | |
Claude Haiku 4.5 | 1.0% | $0.71 | 110 | trace → |
| 14 | |
GPT 5 mini | 0.9% | $0.03 | 16 | trace → |
| 15 | |
Claude Opus 4.7 | 0.5% | $0.29 | 22 | trace → |
| 16 | |
GPT 5.4 mini | 0.4% | $0.03 | 16 | trace → |
| 17 | |
Gemini 3.6 Flash | 0.1% | $3.43 | 155 | trace → |
| 18 | |
GPT 5.5 (xhigh) | 0.0% | $3.75 | 34 | trace → |
| 19 | |
Claude Opus 4.6 | 0.0% | $2.49 | 226 | trace → |
Click a row to replay how that model rebuilt this program, or the model name to open its full run