RankingTerminal-Bench 2.1 · 2.1
Terminal-Bench 2.1 · 2.1
- Bucket
- Coding
- Unit
- percent
- Direction
- Higher is better
- Version
- 2.1
- Display harness
- moonshotai/Kimi-K3
- Board
- https://huggingface.co/moonshotai/Kimi-K3
Compare published benchmark results with category weights →
Models
| Model | Score | Harness | Evidence | Source-recorded date |
|---|---|---|---|---|
| GPT-5.6 SolOpenAI | 88.8%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites GLM release blog, Artificial Analysis or OpenAI, per model; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: Terminal-Bench 2.1 · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| Kimi K3Moonshot | 88.3%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. First-party reported result. moonshotai/Kimi-K3 · Performance table: Terminal-Bench 2.1 · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| Claude Fable 5Anthropic | 88%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites GLM release blog, Artificial Analysis or OpenAI, per model; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: Terminal-Bench 2.1 · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| Claude Opus 4.8Anthropic | 84.6%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites GLM release blog, Artificial Analysis or OpenAI, per model; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: Terminal-Bench 2.1 · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| GPT-5.5OpenAI | 83.4%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites GLM release blog, Artificial Analysis or OpenAI, per model; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: Terminal-Bench 2.1 · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| GLM-5.2Z.ai | 82.7%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites GLM release blog, Artificial Analysis or OpenAI, per model; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: Terminal-Bench 2.1 · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| Claude Opus 4.7Anthropic | 66.1%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| Claude Opus 4.8Anthropic | 82.7%Reported settings & sourceMeta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts. First-party reported result; comparator results retain the source evaluation setup. Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06 | Muse Spark 1.1 evaluation report Figure44 | lab self-report | 2026-09-06 |
| Gemini 3.1 ProGoogle | 70.3%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| Gemini 3.1 ProGoogle | 70.3%Reported settings & sourceMeta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts. First-party reported result; comparator results retain the source evaluation setup. Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06 | Muse Spark 1.1 evaluation report Figure44 | lab self-report | 2026-09-06 |
| GLM-5.1Z.ai | 48.3%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| GPT-5.5OpenAI | 78.2%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| GPT-5.5OpenAI | 83.4%Reported settings & sourceMeta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts. First-party reported result; comparator results retain the source evaluation setup. Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06 | Muse Spark 1.1 evaluation report Figure44 | lab self-report | 2026-09-06 |
| Kimi-K2.6Moonshot | 53.9%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| MiniMax-M2.7MiniMax | 51.1%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| MiniMax-M3MiniMax | 66%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| Muse Spark 1.1Meta | 80%Reported settings & sourceMeta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts. First-party reported result; comparator results retain the source evaluation setup. Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06 | Muse Spark 1.1 evaluation report Figure44 | lab self-report | 2026-09-06 |