Terminal-Bench 2.1 Leaderboard
Command-line agentic coding. Real shell tasks — install packages, debug builds, configure servers, manage git repos. Models tracked with published scores from official sources.
Last updated: July 17, 2026 · 🆕 Kimi K3 (88.3%) & Muse Spark 1.1 (80.0%) added · Sources: Moonshot AI · Meta · tbench.ai · SWE-bench Pro →
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Terminal-Bench Score Comparison
Bar length uses the full 0–100 scale. Hover a bar for its source harness.
About Terminal-Bench: Evaluates AI agents on real command-line tasks — package management, build systems, git, server config, file manipulation, shell scripting. 🟢 2.1 = official tbench.ai or Anthropic-verified. 🟡 2.0 = vendor-reported from model cards. Scores NOT directly comparable across versions — 2.1 is harder.
🆕 Kimi K3 scores 88.3% (2.1) with KimiCode at max reasoning — only 0.5 points behind GPT-5.6 Sol's 88.8% single-agent result. Moonshot's official launch table; $3/$15 per 1M tokens.
🆕 Muse Spark 1.1 scores 80.0% (2.1) in Meta's official evaluation. It costs $1.25/$4.25 per 1M tokens with $0.15 cached input.
Harness warning: Results combine vendor and leaderboard harnesses. Compare directionally unless the same evaluator and scaffold were used. Kimi K3's weights were promised by July 27 and were not yet downloadable on this July 17 update.
🆕 Kimi K3 scores 88.3% (2.1) with KimiCode at max reasoning — only 0.5 points behind GPT-5.6 Sol's 88.8% single-agent result. Moonshot's official launch table; $3/$15 per 1M tokens.
🆕 Muse Spark 1.1 scores 80.0% (2.1) in Meta's official evaluation. It costs $1.25/$4.25 per 1M tokens with $0.15 cached input.
Harness warning: Results combine vendor and leaderboard harnesses. Compare directionally unless the same evaluator and scaffold were used. Kimi K3's weights were promised by July 27 and were not yet downloadable on this July 17 update.
📊 See also: SWE-bench Pro Leaderboard — real-world bug fixing | AI Pricing Calculator — compare costs
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