How well the model recovers after a failed terminal command instead of thrashing. Ranked by Arena agent_bash_recovery_steps, priced against live API rates. 29 models have a published score on this board.
Capability published 2026-09-08 · pricing retrieved 2026-09-10
anthropic/claude-opus-5anthropic/claude-opus-5anthropic/claude-sonnet-5anthropic/claude-opus-5Rows marked frontier are Pareto-optimal — nothing we track is both stronger and cheaper. "Strength" rescales the board so 100% = parity with the leader.
| # | Model | Provider | Score | Strength | $/1M | Context | Tools |
|---|---|---|---|---|---|---|---|
| 1 | Claude Opus 5anthropic/claude-opus-5 | Anthropic | 0.1312 | 100% | $10.00 | 1M | tools |
| 2 | Claude Fable 5.1anthropic/claude-fable-5.1 | Anthropic | 0.1071 | 82% | $20.00 | 1M | tools |
| 3 | Claude Fable 5anthropic/claude-fable-5 | Anthropic | 0.0917 | 70% | $20.00 | 1M | tools |
| 4 | Claude Sonnet 5anthropic/claude-sonnet-5 | Anthropic | 0.0813 | 62% | $4.00 | 1M | tools |
| 5 | Claude Opus 4.8anthropic/claude-opus-4.8 | Anthropic | 0.0733 | 56% | $10.00 | 1M | tools |
| 6 | Grok 4.5x-ai/grok-4.5 | xAI | 0.0640 | 49% | $3.00 | 500K | tools |
| 7 | Claude Sonnet 4.6anthropic/claude-sonnet-4.6 | Anthropic | 0.0616 | 47% | $6.00 | 1M | tools |
| 8 | DeepSeek V4 Pro 0813deepseek/deepseek-v4-pro-0813 | DeepSeek | 0.0568 | 43% | $1.57 | 1.048576M | tools |
| 9 | DeepSeek V4 Pro 0423deepseek/deepseek-v4-pro | DeepSeek | 0.0568 | 43% | $1.20 | 1.048576M | tools |
| 10 | Grok 4.6x-ai/grok-4.6 | xAI | 0.0549 | 42% | $3.00 | 500K | tools |
| 11 | GPT-6 Astraopenai/gpt-6-astra | OpenAI | 0.0533 | 41% | $20.00 | 1.05M | tools |
| 12 | GPT-5.6 Solopenai/gpt-5.6-sol | OpenAI | 0.0493 | 38% | $4.00 | 1.05M | tools |
| 13 | GPT-5.6 Terraopenai/gpt-5.6-terra | OpenAI | 0.0451 | 34% | $4.50 | 1.05M | tools |
| 14 | Kimi K3moonshotai/kimi-k3 | Moonshot AI | 0.0439 | 33% | $6.00 | 1.048576M | tools |
| 15 | GPT-5.6 Lunaopenai/gpt-5.6-luna | OpenAI | 0.0406 | 31% | $0.45 | 1.05M | tools |
| 16 | Qwen3.8 Max (0902)qwen/qwen3.8-max-0902 | Qwen (Alibaba) | 0.0369 | 28% | $3.00 | 1M | tools |
| 17 | MiniMax M3minimax/minimax-m3 | MiniMax | 0.0193 | 15% | $0.53 | 1.048576M | tools |
| 18 | Gemini 3.8 Flashgoogle/gemini-3.8-flash | 0.0079 | 6% | $1.50 | 1.048576M | tools | |
| 19 | GLM 5.2z-ai/glm-5.2 | Z.ai (Zhipu) | 0.0079 | 6% | $1.49 | 1.048576M | tools |
| 20 | DeepSeek V4 Flash 0731deepseek/deepseek-v4-flash-0731 | DeepSeek | 0.0078 | 6% | $0.10 | 1.31072M | tools |
| 21 | DeepSeek V4 Flash 0423deepseek/deepseek-v4-flash | DeepSeek | 0.0078 | 6% | $0.11 | 1.048576M | tools |
| 22 | Qwen3.7 Maxqwen/qwen3.7-max | Qwen (Alibaba) | -0.0048 | -4% | $2.21 | 1M | tools |
| 23 | Qwen3.7 Plusqwen/qwen3.7-plus | Qwen (Alibaba) | -0.0157 | -12% | $0.56 | 1M | tools |
| 24 | GLM 5.3z-ai/glm-5.3 | Z.ai (Zhipu) | -0.0294 | -22% | $2.15 | 1.31072M | tools |
| 25 | GLM 5.3 Flashz-ai/glm-5.3-flash | Z.ai (Zhipu) | -0.0505 | -38% | $0.24 | 1.31072M | tools |
Capability: Arena leaderboard dataset (CC-BY-4.0), Arena agent_bash_recovery_steps, published 2026-09-08. Pricing: OpenRouter, retrieved 2026-09-10. (input x 3 + output x 1) / 4.
curl -s https://agentleaderboards.com/api/v1/route/agent-recovery.json | jq .picksNo key, open CORS, refreshed daily. Set your own budget and constraints →
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