GitTaskBench (RepoMaster) - Execution Completion: leaderboard
GitTaskBench execution completion rate (Ni et al., 2025): the percentage of the 54 repository-driven tasks for which the agent runs the repository and produces a non-empty output in the expected format, whether or not it passes, under RepoMaster, the authors' repository-exploration agent (arXiv 2505.21577). Averaged over two runs; higher is better.
Metric: Execution completion rate (%). Source: gittaskbench.github.io. Saturation forecast: Estimated already saturated. 3 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude 3.5 Sonnet (20241022) | 75.92 | #635 |
| 2 | DeepSeek V3 (0324) | 61.11 | #704 |
| 3 | GPT-4o (2024-08-06) | 48.14 | #731 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=gittaskbench-repomaster-execution-completion · How It Works · Data refreshed daily, snapshot 2026-11-12.