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Benchmark leaderboard

Terminal-Bench 2.1 (Artificial Analysis run)

Terminal-Bench 2.1 asks a model to complete real engineering work inside a Linux terminal. Artificial Analysis runs every model through the same fixed harness, so the pass rate compares models rather than the vendor agents that dominate the official board. This page lists every model ModelCap tracks with a published AA Terminal-Bench 2.1 result, its best evaluated configuration, the source's own rank, and the model's ModelCap Index position, API price and context window.

Snapshot as of 15 October 2026

Claude Fable 5.1 from Anthropic leads the Terminal-Bench 2.1 (Artificial Analysis run) among the 53 tracked models with 91.4% (Reasoning configuration), per the source snapshot published 15 October 2026.

Tracked models with a result
53
Entries on the source board
128
Open-weight models listed
29

AA Terminal-Bench 2.1 standings (53 models)

Sorted by published score, one row per model. Source: Artificial Analysis.

Terminal-Bench 2.1 (Artificial Analysis run): every tracked model's published score, source rank, ModelCap Index position, price and context
#ModelScoreConfigurationSource rankModelCap IndexOutput $/1MContextWeightsPublished
1Claude Fable 5.1Anthropic91.4%ReasoningSource label: Max, Default FallbackNormalized effort: Unknown#1 / 128#3$50.001MNo linked weights6 October 2026
2Qwen3.8 Max (0902)Qwen88.8%ReasoningSource label: 0902Normalized effort: Unknown#7 / 128#34$6.001MNo linked weights1 October 2026
3GPT-6 AstraOpenAI88.4%MaxSource label: MaxNormalized effort: max#8 / 128#11$50.001MNo linked weights1 October 2026
4GPT-5.6 TerraOpenAI88.0%MaxSource label: MaxNormalized effort: max#9 / 128#28$12.001MNo linked weights1 October 2026
5Gemini 3.8 FlashGoogle87.6%HighSource label: HighNormalized effort: high#12 / 128#5$4.131MNo linked weights1 October 2026
6Qwen3.8 FlashQwen86.1%Reasoning#13 / 128#89$0.471MRestricted license1 October 2026
7Kimi K3Moonshot AI85.0%MaxSource label: MaxNormalized effort: max#15 / 128#12$11.941MRestricted license1 October 2026
8GLM 5.3 FlashZ.ai84.3%Reasoning#17 / 128#23$0.201MOpen weights8 October 2026
9Muse Spark 1.3Meta84.3%MaxSource label: MaxNormalized effort: max#17 / 128#6$4.251MNo linked weights1 October 2026
10GLM 5.3Z.ai83.9%MaxSource label: MaxNormalized effort: max#19 / 128#20$2.501MRestricted license1 October 2026
11Qwen3.8 27BQwen79.8%X-HighSource label: XhighNormalized effort: xhigh#25 / 128#57$2.201MOpen weights1 October 2026
12DeepSeek V4 Pro 0813DeepSeek78.7%MaxSource label: MaxNormalized effort: max#26 / 128#29$1.981MOpen weights1 October 2026
13Muse Spark OpenMeta76.4%X-HighSource label: XhighNormalized effort: xhigh#27 / 128#16$4.251MGated access15 October 2026
14Gemini 3.1 Pro PreviewGoogle73.8%Reasoning#31 / 128#10$12.001MNo linked weights1 October 2026
15Nex-N2-ProNex AGI67.8%ReasoningSource label: Based on Qwen3.5-397B-A17BNormalized effort: Unknown#38 / 128——262KOpen weights1 October 2026
16Kimi K2.7 CodeMoonshot AI67.4%Reasoning#39 / 128#59$3.35262KRestricted license1 October 2026
17MiniMax M3MiniMax65.2%Reasoning#41 / 128#48$1.201MRestricted license1 October 2026
18Hy3Tencent64.4%Reasoning#43 / 128—$0.528262KOpen weights1 October 2026
19Ling 3.0 Flash VLInclusionAI64.4%Reasoning#43 / 128#50$0.18131KOpen weights1 October 2026
20Ling 3.0 Flash FinInclusionAI62.5%Reasoning#45 / 128#111—262KOpen weights1 October 2026
21Qwen3.7 PlusQwen61.0%Reasoning#47 / 128#36$1.281MNo linked weights1 October 2026
22Solar Pro 4Upstage57.3%Reasoning#49 / 128#119$0.36524KNo linked weights1 October 2026
23InklingThinking Machines55.1%X-HighSource label: XhighNormalized effort: xhigh#52 / 128#52$4.05524KOpen weights1 October 2026
24Inkling SmallThinking Machines55.1%Reasoning#52 / 128#100$1.20524KOpen weights1 October 2026
25Gemini 3.5 Flash LiteGoogle53.6%Reasoning#55 / 128#37$2.501MNo linked weights1 October 2026
26Qwen3.5 397B A17BQwen51.3%ReasoningSource label: ReasoningNormalized effort: Unknown#57 / 128#44$3.60262KOpen weights1 October 2026
27Mistral Medium 3.5Mistral AI50.6%Reasoning#58 / 128#74$7.50262KNo linked weights1 October 2026
28Qwen3.5-122B-A10BQwen47.6%ReasoningSource label: ReasoningNormalized effort: Unknown#61 / 128#81$2.08262KOpen weights1 October 2026
29Qwen3.6 35B A3BQwen44.9%ReasoningSource label: ReasoningNormalized effort: Unknown#63 / 128#95$1.00262KOpen weights1 October 2026
30Solar Open2 250BUpstage44.2%Reasoning#64 / 128#53——Restricted license1 October 2026
31Ring 2.6 1TInclusionAI43.1%Reasoning#67 / 128#87——Open weights1 October 2026
32Qwen3 Coder NextQwen38.2%Non-reasoning#72 / 128#77$0.80262KOpen weights1 October 2026
33North Mini CodeCohere35.6%Reasoning#73 / 128#179Free256KOpen weights1 October 2026
34Gemma 4 31BGoogle29.2%Non-reasoningSource label: Non-reasoningNormalized effort: non-reasoning#77 / 128#38$0.40262KOpen weights1 October 2026
35Qwen3.5-9BQwen29.2%ReasoningSource label: ReasoningNormalized effort: Unknown#77 / 128#134$0.15262KOpen weights1 October 2026
36Ling 3.0 tinyInclusionAI27.7%Reasoning#80 / 128#137——Open weights1 October 2026
37granite 4.2 30bIBM Granite26.6%Reasoning#82 / 128#175—131KOpen weights1 October 2026
38gpt-oss-120bOpenAI26.2%HighSource label: HighNormalized effort: high#83 / 128#156$0.60131KOpen weights1 October 2026
39Qwen3.5 4BQwen25.8%ReasoningSource label: ReasoningNormalized effort: Unknown#84 / 128#147——Open weights1 October 2026
40Nemotron 3.5 LightningNVIDIA24.3%Reasoning#85 / 128#196$0.20262KRestricted license1 October 2026
41Command A+Cohere22.8%Reasoning#86 / 128#176$1.50192KNo linked weights1 October 2026
42Mistral Small 4Mistral AI21.0%ReasoningSource label: ReasoningNormalized effort: Unknown#90 / 128#261$0.60262KOpen weights1 October 2026
43Nemotron Cascade 2 30B A3BNVIDIA20.6%Reasoning#91 / 128#182——Restricted license1 October 2026
44Trinity Large ThinkingArcee AI20.6%Reasoning#91 / 128#133$0.80262KRestricted license1 October 2026
45Granite 4.2 8BIBM Granite18.4%Reasoning#94 / 128#240$0.25131KOpen weights1 October 2026
46gpt-oss-20bOpenAI13.9%HighSource label: HighNormalized effort: high#99 / 128#205$0.09131KOpen weights1 October 2026
47granite 4.2 3bIBM Granite13.9%Reasoning#99 / 128#241—131KOpen weights1 October 2026
48MiniCPM5 2BOpenbmb8.6%Reasoning#106 / 128#145——Open weights1 October 2026
49Llama 4 MaverickMeta7.9%Non-reasoning#107 / 128#201$0.6521MGated access1 October 2026
50Llama 4 ScoutMeta3.7%Non-reasoning#116 / 128#206$0.301.3MGated access1 October 2026
51Qwen3.5 2BQwen3.0%ReasoningSource label: ReasoningNormalized effort: Unknown#118 / 128———Open weights1 October 2026
52Nanbeige4.1 3BNanbeige1.1%Reasoning#120 / 128———Open weights1 October 2026
53Qwen3.5 0.8BQwen0.0%ReasoningSource label: ReasoningNormalized effort: Unknown#125 / 128#198——Open weights1 October 2026

How ModelCap uses AA Terminal-Bench 2.1

AA Terminal-Bench 2.1 ranks models by Terminal-Bench 2.1 task pass rate on one fixed harness. ModelCap ingests the board as published, matches each entry to a catalogue model with a reviewed identity, and shows the source's score, interval and rank unchanged. AA Terminal-Bench 2.1 is displayed as a public reference board and does not contribute to the ModelCap Index. Its published measurements and tested configurations remain visible here. The methodology page lists the sources admitted to the Index. Read the methodology and identity rules.

AA Terminal-Bench 2.1 leaderboard: common questions

What is the AA Terminal-Bench 2.1 benchmark?

Terminal-Bench 2.1 asks a model to complete real engineering work inside a Linux terminal. Artificial Analysis runs every model through the same fixed harness, so the pass rate compares models rather than the vendor agents that dominate the official board. It is published by Artificial Analysis.

Which AI model leads AA Terminal-Bench 2.1 right now?

Claude Fable 5.1 (Anthropic) holds the top AA Terminal-Bench 2.1 score among the models ModelCap tracks, at 91.4% as of the source snapshot published 15 October 2026.

How many models are ranked on the AA Terminal-Bench 2.1 leaderboard here?

53 tracked models have a published AA Terminal-Bench 2.1 result on ModelCap; the source board itself lists 128 entries. Each row shows the model's best evaluated configuration.

What is the best open-weight model on AA Terminal-Bench 2.1?

GLM 5.3 Flash from Z.ai is the highest-scoring model with openly downloadable weights on this board, at 84.3%.

Which model offers the best value on AA Terminal-Bench 2.1?

Among the ten highest-scoring priced models, GLM 5.3 Flash has the lowest listed output price at $0.20 per 1M tokens while scoring 84.3%.

How is AA Terminal-Bench 2.1 scored?

The board ranks models by Terminal-Bench 2.1 task pass rate on one fixed harness; higher scores are better. ModelCap shows the source's own score, interval and rank and never re-runs the evaluation.

Does AA Terminal-Bench 2.1 decide the ModelCap Index rank?

AA Terminal-Bench 2.1 is displayed as a public reference board and does not contribute to the ModelCap Index. Its published measurements and tested configurations remain visible here. The methodology page lists the sources admitted to the Index.

How recent are the AA Terminal-Bench 2.1 results?

The newest AA Terminal-Bench 2.1 publication ModelCap holds is dated 15 October 2026. This page uses the published snapshot; source collection, publication and page updates happen separately.

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