Harbor Adapters - Aider Polyglot (Terminus-2): leaderboard
Aider Polyglot, Exercism exercises in C++, Go, Java, JavaScript, Python and Rust, all 225: the percentage of exercises whose solution passes the unit tests, higher is better. Each model runs in Terminus-2, the Harbor framework's bash-only terminal agent with no native web or image tools, at its provider's default settings, so results can differ from the same model in its vendor's own agent; the score is the mean of three trials (Harbor Adapters large-scale evaluation; Shi, Lin et al., 2026).
Metric: Pass rate (%; 225 exercises, mean of 3 trials). Source: arxiv.org. Saturation forecast: Around February 2027. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 78.8 | #91 |
| 2 | Claude Opus 4.6 | 71.9 | #100 |
| 3 | Gemini 3 Flash (Preview) | 66.7 | #141 |
| 4 | Claude Sonnet 4.6 | 57.2 | #158 |
| 5 | GPT-5.4 (Medium) | 54.4 | #121 (GPT-5.4) |
| 6 | GPT-5 Mini | 36.7 | #349 |
| 7 | Claude Haiku 4.5 | 29.9 | #568 |
| 8 | GPT-5 Nano | 14.1 | #888 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=harbor-adapters-aider-polyglot-terminus-2 · How It Works · Data refreshed daily, snapshot 2026-11-12.