Model results
Terminal-Bench
Choose a shared evaluation protocol to compare model scores. Versions, sources and configurations stay separate.
Atlas snapshot captured 10/19/2026, 10:20:28 AM UTC. This is an import timestamp, not the evaluation date. Coverage may be incomplete.
Reviewed recommendation and limits
Start with Terminal-Bench 4.0 for terminal-based agent work. Compare the same task release, agent and resource settings.
Terminal-Bench 4.0.0 on Harbor. Preserve agent, model, reasoning effort, task resources, trial count and resolution-rate uncertainty. Earlier 2.0, 2.1 and 3.0 results remain separate.. Imported groups below may use different protocols; this review does not certify each run. Public solutions, reward hacking and task-specific tuning can inflate results. Earlier editions and vendor-reported runs do not establish the current reviewed protocol. Terminal completion is different from repository issue repair.
Terminal-Bench 2.0
- Source
- Terminal-Bench via Epoch AI
- Version
- 2.0
- Measurement date
- Not reported
- Metric
- % · Higher is better
- Evaluation scope
- Agent Terminus 2 · result date not supplied
Positions are withheld because at least one result lacks explicit independent provenance or a documented evaluation scope. Missing metadata is shown as unreported; matching imported metadata is not independent verification of the protocol.
GPT-5.3-Codex
openai/gpt-5.3-codex-20260224
64.7%
View modelEvidence aggregatedGLM 5
z-ai/glm-5-20260211
52.4%
View modelEvidence aggregatedGemini 3 Flash Preview
google/gemini-3-flash-preview-20251217
51.7%
View modelEvidence aggregatedGPT-5 Codex
openai/gpt-5-codex
43.4%
View modelEvidence aggregatedKimi K2.5
moonshotai/kimi-k2.5-0127
43.2%
View modelEvidence aggregatedClaude Sonnet 4.5
anthropic/claude-sonnet-4-5
42.8%
View modelEvidence aggregatedMiniMax M2.5
minimax/minimax-m2.5-20260211
42.2%
View modelEvidence aggregatedClaude Opus 4.1
anthropic/claude-opus-4-1
38%
View modelEvidence aggregatedGPT-5.1-Codex
openai/gpt-5.1-codex-20251113
36.9%
View modelEvidence aggregatedKimi K2 Thinking
moonshotai/kimi-k2-thinking-20251106
35.7%
View modelEvidence aggregatedGLM 4.7
z-ai/glm-4.7-20251222
33.4%
View modelEvidence aggregatedGemini 2.5 Pro
google/gemini-2.5-pro
32.6%
View modelEvidence aggregatedMiniMax M2
minimax/minimax-m2
30%
View modelEvidence aggregatedMiniMax M2.1
minimax/minimax-m2.1
29.2%
View modelEvidence aggregatedClaude Haiku 4.5
anthropic/claude-haiku-4-5
28.3%
View modelEvidence aggregatedKimi K2 0711
moonshotai/kimi-k2
27.8%
View modelEvidence aggregatedGLM 4.6
z-ai/glm-4.6
24.5%
View modelEvidence aggregatedQwen3 Coder 480B A35B
qwen/qwen3-coder-480b-a35b-07-25
23.9%
View modelEvidence aggregatedgpt-oss-120b
openai/gpt-oss-120b
18.7%
View modelEvidence aggregatedGemini 2.5 Flash
google/gemini-2.5-flash
16.9%
View modelEvidence aggregatedgpt-oss-20b
openai/gpt-oss-20b
3.1%
View modelEvidence aggregated