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Coding benchmark

Terminal-Bench (Terminal Agent Tasks) Leaderboard

Tests AI models on complex terminal-based tasks including shell commands, debugging, system administration, and multi-step CLI workflows.

Why it matters: Measures agentic capability in terminal environments — critical for AI coding assistants that execute commands and manage development workflows.

Top Model

61.7%

Composer 2

Average Score

61.7%

Across 1 model

Models Tested

1

Metric: pass rate

Human Baseline

-

Score Range: 0%100%

Terminal-Bench Scores - Top 1 Models

Ranked by Terminal-Bench score (%)

LMMarketCap.com

Model Rankings

All models with a reported Terminal-Bench score, ranked by highest pass rate.

#1
61.7%

About Terminal-Bench

Full Name
Terminal-Bench (Terminal Agent Tasks)
Category
Coding
Metric
pass rate (%)
Score Range
0%100%
Human Baseline
Not established
Status
Active
Frequently Asked Questions

Terminal-Bench is a standardized evaluation that measures AI model performance on specific tasks. It provides comparable scores across different models, helping developers choose the right model for their needs.

Composer 2 currently holds the top score on the Terminal-Bench benchmark. See our full rankings table above for the complete leaderboard with 1 models.

We update benchmark data from multiple sources including HuggingFace open-source model leaderboards and LMArena. Scores are refreshed regularly as new evaluations are published and new models are released.

No. While Terminal-Bench is an important indicator, real-world performance depends on many factors including pricing, latency, context window, and specific task requirements. We recommend using our composite score which weighs multiple benchmarks and practical factors.

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Terminal-Bench Benchmark - AI Code Generation Leaderboard (2026) | LM Market Cap