GitTaskBench (Aider) - 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 the Aider coding assistant. Averaged over two runs; higher is better.

Metric: Execution completion rate (%). Source: gittaskbench.github.io. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V3 (0324)20.37#704
2Claude 3.5 Sonnet (20241022)16.67#635
3GPT-4.111.11#492
4GPT-4o (2024-08-06)5.56#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-aider-execution-completion · How It Works · Data refreshed daily, snapshot 2026-11-12.