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Terminal-Bench 4.0 · Agent practice

Public evaluation snapshots · Ranked separately by dimension

21 scored evaluation configurations
Source update 2026-10-23Fetched on 2026-10-27Dataset release date Not disclosed

Terminal-Bench 4.0 · Agent 任务完成率 · 版本 Terminal-Bench 4.0 · Scores range from 0–100; higher is better. Missing scores are excluded, and ties share a rank. Search preserves original ranks.

RankModel and agent configurationScoreEvidence type
1anthropic/claude-opus-5-5 · [email protected] · maxAgent 实战 · claude-code 2.1.284 · 推理 max · Model release date 2026-09-22Model details ↗64.864.8595% CI 61.7–68.0 · 330 trialsLeaderboard listing
2anthropic/claude-sonnet-5-5 · [email protected] · maxAgent 实战 · claude-code 2.1.284 · 推理 max · Model release date 2026-09-28Model details ↗61.861.8295% CI 58.9–64.8 · 330 trialsLeaderboard listing
3openai/gpt-6.1-sol · [email protected] · maxAgent 实战 · codex 0.159.0 · 推理 max · Model release date 2026-09-29Model details ↗58.258.1895% CI 55.1–61.3 · 330 trialsLeaderboard listing
4anthropic/claude-fable-5-1 · [email protected] · maxAgent 实战 · claude-code 2.1.257 · 推理 max · Model release date 2026-09-01Model details ↗57.957.8895% CI 54.1–61.6 · 330 trialsLeaderboard listing
5anthropic/claude-opus-5 · [email protected] · maxAgent 实战 · claude-code 2.1.231 · 推理 max · Model release date 2026-07-24Model details ↗51.851.8295% CI 48.4–55.2 · 330 trialsLeaderboard listing
6openai/gpt-6-sol · [email protected] · maxAgent 实战 · codex 0.159.0 · 推理 max · Model release date 2026-09-22Model details ↗49.449.3995% CI 46.2–52.6 · 330 trialsLeaderboard listing
7anthropic/claude-fable-5 · [email protected] · maxAgent 实战 · claude-code 2.1.231 · 推理 max · Model release date 2026-06-09Model details ↗44.644.5595% CI 40.7–48.4 · 330 trialsLeaderboard listing
8anthropic/glm-5.3 · [email protected] · maxAgent 实战 · claude-code 2.1.207 · 推理 max · Model release date 2026-08-14Model details ↗41.841.8295% CI 38.6–45.0 · 330 trialsLeaderboard listing
9openai/gpt-5.6-sol · [email protected] · maxAgent 实战 · codex 0.149.1 · 推理 max · Model release date 2026-06-26Model details ↗37.337.2795% CI 33.5–41.1 · 330 trialsLeaderboard listing
10z-ai/glm-5.3-flash · [email protected] · noneAgent 实战 · claude-code 2.1.285 · 推理 none · Model release date 2026-08-26Model details ↗35.835.7695% CI 32.2–39.3 · 330 trialsLeaderboard listing
11qwen/qwen3.8-max-0902 · [email protected] · maxAgent 实战 · claude-code 2.1.285 · 推理 max · Model release date 2026-09-02Model details ↗27.026.9795% CI 23.2–30.8 · 330 trialsLeaderboard listing
12anthropic/claude-opus-4-8 · [email protected] · maxAgent 实战 · claude-code 2.1.231 · 推理 max · Model release date 2026-05-28Model details ↗23.623.6495% CI 20.1–27.2 · 330 trialsLeaderboard listing
13openai/gpt-5.6-terra · [email protected] · maxAgent 实战 · codex 0.149.1 · 推理 max · Model release date 2026-06-26Model details ↗21.521.5295% CI 18.3–24.8 · 330 trialsLeaderboard listing
14xai/grok-4.6 · [email protected] · noneAgent 实战 · grok-build 1.0.5 · 推理 none · Model release date 2026-08-12Model details ↗20.320.395% CI 17.2–23.4 · 330 trialsLeaderboard listing
15gemini/gemini-3.8-flash · [email protected] · highAgent 实战 · mini-swe-agent 2.4.6 · 推理 high · Model release date 2026-09-02Model details ↗19.119.0995% CI 15.7–22.4 · 330 trialsLeaderboard listing
16openai/gpt-5.6-luna · [email protected] · maxAgent 实战 · codex 0.149.1 · 推理 max · Model release date 2026-06-26Model details ↗17.317.2795% CI 14.4–20.1 · 330 trialsLeaderboard listing
17openai/gpt-6-luna · [email protected] · maxAgent 实战 · codex 0.159.0 · 推理 max · Model release date 2026-09-22Model details ↗16.416.3695% CI 13.6–19.1 · 330 trialsLeaderboard listing
18meta/muse-spark-1.3 · [email protected] · xhighAgent 实战 · muse-code 1.4.1 · 推理 xhigh · Model release date 2026-09-02Model details ↗14.614.5595% CI 11.6–17.5 · 330 trialsLeaderboard listing
19anthropic/claude-sonnet-5 · [email protected] · maxAgent 实战 · claude-code 2.1.231 · 推理 max · Model release date 2026-06-30Model details ↗12.412.4295% CI 9.4–15.5 · 330 trialsLeaderboard listing
19xai/grok-4.5 · [email protected] · noneAgent 实战 · grok-build 1.0.5 · 推理 none · Model release date 2026-07-16Model details ↗12.412.4295% CI 9.8–15.0 · 330 trialsLeaderboard listing
21gemini/gemini-3.7-flash · [email protected] · highAgent 实战 · mini-swe-agent 2.4.6 · 推理 high · Model release date 2026-08-13Model details ↗11.211.2195% CI 8.8–13.7 · 330 trialsLeaderboard listing
Source evidence and evaluation methodology

Source:Terminal-Bench 4.0 · Agent practice · Apache-2.0. We organize original scores without creating cross-benchmark composite scores. Listing a result does not mean we independently reproduced it.

Attribution: Harbor Framework / Terminal-Bench contributors. Original submissions use Apache License 2.0. We show task completion for model, agent version, and inference configurations, not overall model-only capability. License and attribution for this source version

Source snapshot:1000b0941a244800a8ff48d461934c00 · Source commit:e67a2cb7db4d9795c212909b3395d8c22ad60aec · Original content SHA-256:29b754b80fdd1bcea650cff92d9d3401a9114fc968affa222c2a91985ef90c2f

Fetched on demand and published after admin review, not in real time. Undisclosed evaluation versions are not inferred.Different dimensions and test settings cannot be compared directly.