Project AURIONAI Use-Cases Research & Innovation

Terminal-Bench

Agentic terminal tasks

4.0agents and tool useactive
10scores
9models
1independent
1maintainer-run
8vendor-reported

Definition

Version
4.0
Category
agents and tool use
Maintainer
Terminal-Bench team (Stanford, Harbor and Laude Institute), USA
Status
active
Home page
https://www.tbench.ai/leaderboard

Sources

  1. Anthropic releases Claude Opus 5.5 with Fable 5.1-level performance at lower cost - AI News vpsranking.com https://vpsranking.com/news/ai/ai-2026-09-22-anthropic-claude-opus-5-5/
  2. Best AI models, October 2026: Opus 5.5, GPT-6, Gemini slash-digital.io https://slash-digital.io/en/insights/ai-models-2026/
  3. Claude Opus 5.5: Fable-Class Work, Cheaper to Run llm-stats.com https://llm-stats.com/blog/research/claude-opus-5-5-launch
  4. TERMINAL-BENCH tbench.ai https://www.tbench.ai/leaderboard
  5. Terminal-Bench 2.0 Leaderboard & Scores , October 2026 benchlm.ai https://www.benchlm.ai/benchmarks/terminal-bench-2
  6. AI Model & API Providers Analysis | Artificial Analysis artificialanalysis.ai https://artificialanalysis.ai/
  7. Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces arxiv.org https://arxiv.org/abs/2601.11868

Scores at a Glance

Score in %

Higher is better for this unit.

1AnthropicClaude Opus 5.5Anthropicofficial board
64.8 %
maintainer-run2AnthropicClaude Sonnet 5.5Anthropic
61.8 %
vendor-reported3AnthropicClaude Fable 5.1AnthropicVals.ai, max effort
58.08 %
independent4OpenAIGPT-6 AstraOpenAI57.9% to 58.2% across sources
57.9 %
vendor-reported5AnthropicClaude Opus 5Anthropic
52.3 %
vendor-reported6SpaceXAI (xAI)Grok 4.7SpaceXAI (xAI)
37.6 %
vendor-reported7DeepSeekDeepSeek-V4.1-FlashDeepSeek
31.2 %
vendor-reported8Cognition (owns Windsurf)SWE-2Cognition (owns Windsurf)
27.3 %
vendor-reported
0255075100
Where this comes from
Each bar is one model, with its most independent recorded score. Hatched bars are vendor-reported; the word beside each bar says who ran it. Settings and dates differ between rows; the Scores table below has every result.

Scores

10 of 10 scores shown terminal-bench-4-0-scores.csv
ModelScoreWho ran itSettingView or populationDateSource
AnthropicClaude Opus 5.566.4 %vendor-reportedxhigh, with safeguards, SE about 2.6–Sep 2026vpsranking.com
AnthropicClaude Opus 5.564.8 %maintainer-runofficial board––slash-digital.io
AnthropicClaude Sonnet 5.561.8 %vendor-reported–––slash-digital.io
AnthropicClaude Fable 5.158.08 % ±3.31independentVals.ai, max effort––vals.ai
OpenAIGPT-6 Astra57.9 %vendor-reported57.9% to 58.2% across sources––vpsranking.com
AnthropicClaude Opus 552.3 %vendor-reported–––llm-stats.com
SpaceXAI (xAI)Grok 4.737.6 %vendor-reported–rank 10, ––slash-digital.io
DeepSeekDeepSeek-V4.1-Flash31.2 %vendor-reported–––huggingface.co
XiaomiMiMo-V2.6-Flash28.8 %vendor-reported–MiMo-V2.6 model card comparison table21 Sep 2026huggingface.co
Cognition (owns Windsurf)SWE-227.3 %vendor-reported–––orcarouter.ai
Where this comes from
Scores from different settings, harnesses or dates are not directly comparable; the row says which. Sorted by score, highest first, as a reading aid, not a ranking.

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Terminal-Bench", https://aurion.semai.id/benchmarks/terminal-bench-4-0/, records of October 2026.