universal-ctags/ctags
A maintained ctags implementation
Results by Model
| # | Model | Score Percentage of hidden behavioral tests passed. | Cost Total API cost in USD for this task instance. | Calls Number of LLM API calls for this task instance. | |
|---|---|---|---|---|---|
| 1 |  |
Claude Sonnet 4.6 Anthropic | 13.3% | $58.28 | 659 |
| 2 |  |
GPT 5.5 OpenAI | 9.3% | $0.92 | 13 |
| 3 | |
Claude Opus 4.7 (xhigh) Anthropic | 8.2% | $14.35 | 173 |
| 4 | |
GPT 5.5 (high) OpenAI | 4.4% | $3.65 | 31 |
| 5 | |
GPT 5.4 OpenAI | 3.6% | $0.20 | 8 |
| 6 |  |
Gemini 3 Flash Google | 1.7% | $0.27 | 58 |
| 7 | |
Gemini 3.1 Pro Google | 1.6% | $1.44 | 118 |
| 8 | |
Claude Haiku 4.5 Anthropic | 1.0% | $0.71 | 110 |
| 9 | |
GPT 5 mini OpenAI | 0.9% | $0.03 | 16 |
| 10 | |
Claude Opus 4.7 Anthropic | 0.5% | $0.29 | 22 |
| 11 | |
GPT 5.4 mini OpenAI | 0.4% | $0.03 | 16 |
| 12 | |
GPT 5.5 (xhigh) OpenAI | 0.0% | $3.75 | 34 |
| 13 | |
Claude Opus 4.6 Anthropic | 0.0% | $2.49 | 226 |
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