cyberclaw.directory

OpenClaw Rankings

Best models for OpenClaw usage

OpenClaw Model Rankings

Top 10 of 64 qualifying models

Score weights:45% Terminal-Bench40% Capability15% Cost

75.6

OpenClaw

Intelligence · Coding

Int 52.8·Code 70.6

Terminal-Bench Hard

62.9%

Latency (TTFT)

12.75 s

Run Cost

$0.072

in $2.000 / out $12.000 per 1M

73.3

OpenClaw

Intelligence · Coding

Int 56.6·Code 76.7

Terminal-Bench Hard

57.6%

Latency (TTFT)

88.13 s

Run Cost

$0.072

in $2.000 / out $12.000 per 1M

Intelligence · Coding

Int 62.1·Code 76.5

Terminal-Bench Hard

62.9%

Latency (TTFT)

48.43 s

Run Cost

$0.320

in $10.000 / out $50.000 per 1M

70.6

OpenClaw

Intelligence · Coding

Int 50.1·Code 67.1

Terminal-Bench Hard

57.6%

Latency (TTFT)

4.46 s

Run Cost

$0.072

in $2.000 / out $12.000 per 1M

70.2

OpenClaw

Intelligence · Coding

Int 60.9·Code 77.4

Terminal-Bench Hard

65.9%

Latency (TTFT)

76.98 s

Run Cost

$0.180

in $5.000 / out $30.000 per 1M

68.5

OpenClaw

Intelligence · Coding

Int 59.0·Code 78.3

Terminal-Bench Hard

61.4%

Latency (TTFT)

25.46 s

Run Cost

$0.180

in $5.000 / out $30.000 per 1M

68.4

OpenClaw

Intelligence · Coding

Int 57.3·Code 77.2

Terminal-Bench Hard

62.1%

Latency (TTFT)

12.08 s

Run Cost

$0.180

in $5.000 / out $30.000 per 1M

68.2

OpenClaw

Intelligence · Coding

Int 55.6·Code 76.3

Terminal-Bench Hard

62.9%

Latency (TTFT)

5.54 s

Run Cost

$0.180

in $5.000 / out $30.000 per 1M

66.9

OpenClaw

Intelligence · Coding

Int 47.7·Code 68.8

Terminal-Bench Hard

53.8%

Latency (TTFT)

22.02 s

Run Cost

$0.072

in $2.000 / out $12.000 per 1M

Intelligence · Coding

Int 45.3·Code 59.4

Terminal-Bench Hard

46.2%

Latency (TTFT)

1.26 s

Run Cost

$0.0087

in $0.435 / out $0.870 per 1M

Scores (0–100) are percentile-normalized across all qualifying models — not raw benchmark percentages. Standard run = 12,000 input + 4,000 output tokens. Hover column headers for metric definitions. Data via Artificial Analysis.

Value Map

Best models cluster top-left: high Intelligence Index, low run cost. Bubble size scales with Terminal-Bench Hard score. Hover a bubble or legend entry to inspect.

Scroll horizontally to explore →

← cheaper · smarter ↑ (ideal zone)$0.0006$0.0030$0.014$0.068$0.320018365573Run Cost per call, log scale →Intelligence Index →GPT-5.6 Terra (xhigh) Provider: OpenAI OpenClaw Score: 75.6 Intelligence Index: 52.8 Agent Fitness: 54.6 Terminal-Bench Hard: 62.9% Latency (TTFT): 12.75 s Run cost: $0.072GPT-5.6 Terra (max) Provider: OpenAI OpenClaw Score: 73.3 Intelligence Index: 56.6 Agent Fitness: 58.6 Terminal-Bench Hard: 57.6% Latency (TTFT): 88.13 s Run cost: $0.072Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) Provider: Anthropic OpenClaw Score: 70.6 Intelligence Index: 62.1 Agent Fitness: 63.5 Terminal-Bench Hard: 62.9% Latency (TTFT): 48.43 s Run cost: $0.320GPT-5.6 Terra (high) Provider: OpenAI OpenClaw Score: 70.6 Intelligence Index: 50.1 Agent Fitness: 51.8 Terminal-Bench Hard: 57.6% Latency (TTFT): 4.46 s Run cost: $0.072GPT-5.6 Sol (max) Provider: OpenAI OpenClaw Score: 70.2 Intelligence Index: 60.9 Agent Fitness: 62.6 Terminal-Bench Hard: 65.9% Latency (TTFT): 76.98 s Run cost: $0.180GPT-5.6 Sol (xhigh) Provider: OpenAI OpenClaw Score: 68.5 Intelligence Index: 59.0 Agent Fitness: 60.9 Terminal-Bench Hard: 61.4% Latency (TTFT): 25.46 s Run cost: $0.180GPT-5.6 Sol (high) Provider: OpenAI OpenClaw Score: 68.4 Intelligence Index: 57.3 Agent Fitness: 59.3 Terminal-Bench Hard: 62.1% Latency (TTFT): 12.08 s Run cost: $0.180GPT-5.6 Sol (medium) Provider: OpenAI OpenClaw Score: 68.2 Intelligence Index: 55.6 Agent Fitness: 57.7 Terminal-Bench Hard: 62.9% Latency (TTFT): 5.54 s Run cost: $0.180Gemini 3.1 Pro Preview Provider: Google OpenClaw Score: 66.9 Intelligence Index: 47.7 Agent Fitness: 49.8 Terminal-Bench Hard: 53.8% Latency (TTFT): 22.02 s Run cost: $0.072DeepSeek V4 Pro (Reasoning, Max Effort) Provider: DeepSeek OpenClaw Score: 65.5 Intelligence Index: 45.3 Agent Fitness: 46.7 Terminal-Bench Hard: 46.2% Latency (TTFT): 1.26 s Run cost: $0.0087GPT-5.6 Sol (low) Provider: OpenAI OpenClaw Score: 64.6 Intelligence Index: 50.7 Agent Fitness: 52.6 Terminal-Bench Hard: 60.6% Latency (TTFT): 2.29 s Run cost: $0.180KAT Coder Pro V2 Provider: KwaiKAT OpenClaw Score: 63.6 Intelligence Index: 33.7 Agent Fitness: 36.3 Terminal-Bench Hard: 49.2% Latency (TTFT): 1.12 s Run cost: $0.0084Qwen3.7 Plus Provider: Alibaba OpenClaw Score: 63.6 Intelligence Index: 39.4 Agent Fitness: 41.0 Terminal-Bench Hard: 47.0% Latency (TTFT): 1.27 s Run cost: $0.011MiniMax-M3 Provider: MiniMax OpenClaw Score: 62.6 Intelligence Index: 45.4 Agent Fitness: 46.7 Terminal-Bench Hard: 42.4% Latency (TTFT): 1.02 s Run cost: $0.0084MiMo-V2.5-Pro Provider: Xiaomi OpenClaw Score: 62.3 Intelligence Index: 42.9 Agent Fitness: 44.6 Terminal-Bench Hard: 43.2% Latency (TTFT): 2.86 s Run cost: $0.0087Kimi K2.7 Code Provider: Kimi OpenClaw Score: 61.9 Intelligence Index: 43.0 Agent Fitness: 44.8 Terminal-Bench Hard: 44.7% Latency (TTFT): 1.16 s Run cost: $0.027DeepSeek V4 Pro (Reasoning, High Effort) Provider: DeepSeek OpenClaw Score: 61.4 Intelligence Index: 43.7 Agent Fitness: 45.2 Terminal-Bench Hard: 41.7% Latency (TTFT): 1.26 s Run cost: $0.0087MiMo-V2.5 Provider: Xiaomi OpenClaw Score: 59.8 Intelligence Index: 38.0 Agent Fitness: 39.9 Terminal-Bench Hard: 41.7% Latency (TTFT): 4.00 s Run cost: $0.0028GPT-5.6 Terra (low) Provider: OpenAI OpenClaw Score: 56.7 Intelligence Index: 41.3 Agent Fitness: 43.0 Terminal-Bench Hard: 43.9% Latency (TTFT): 1.70 s Run cost: $0.072Qwen3.5 397B A17B (Reasoning) Provider: Alibaba OpenClaw Score: 55.9 Intelligence Index: 34.3 Agent Fitness: 35.7 Terminal-Bench Hard: 40.9% Latency (TTFT): 1.46 s Run cost: $0.022Nemotron 3 Ultra 550B A55B (Reasoning) Provider: NVIDIA OpenClaw Score: 54.2 Intelligence Index: 38.3 Agent Fitness: 39.4 Terminal-Bench Hard: 36.4% Latency (TTFT): 1.40 s Run cost: $0.018Qwen3.6 27B (Reasoning) Provider: Alibaba OpenClaw Score: 52.8 Intelligence Index: 37.7 Agent Fitness: 39.3 Terminal-Bench Hard: 34.8% Latency (TTFT): 1.42 s Run cost: $0.022Step 3.7 Flash Provider: StepFun OpenClaw Score: 51.6 Intelligence Index: 30.9 Agent Fitness: 31.8 Terminal-Bench Hard: 35.6% Latency (TTFT): 1.62 s Run cost: $0.0070Qwen3.6 35B A3B (Reasoning) Provider: Alibaba OpenClaw Score: 51.0 Intelligence Index: 32.1 Agent Fitness: 33.1 Terminal-Bench Hard: 34.8% Latency (TTFT): 1.07 s Run cost: $0.014Qwen3.5 122B A10B (Reasoning) Provider: Alibaba OpenClaw Score: 48.2 Intelligence Index: 32.8 Agent Fitness: 34.1 Terminal-Bench Hard: 31.1% Latency (TTFT): 1.00 s Run cost: $0.018Mistral Medium 3.5 Provider: Mistral OpenClaw Score: 46.4 Intelligence Index: 30.4 Agent Fitness: 32.0 Terminal-Bench Hard: 33.3% Latency (TTFT): 647 ms Run cost: $0.048Ring-2.6-1T Provider: InclusionAI OpenClaw Score: 46.3 Intelligence Index: 31.7 Agent Fitness: 32.8 Terminal-Bench Hard: 28.8% Latency (TTFT): 2.11 s Run cost: $0.014Qwen3.5 122B A10B (Non-reasoning) Provider: Alibaba OpenClaw Score: 45.3 Intelligence Index: 28.2 Agent Fitness: 29.7 Terminal-Bench Hard: 29.5% Latency (TTFT): 978 ms Run cost: $0.018Nemotron 3 Super 120B A12B (Reasoning) Provider: NVIDIA OpenClaw Score: 44.7 Intelligence Index: 25.7 Agent Fitness: 26.9 Terminal-Bench Hard: 28.8% Latency (TTFT): 1.16 s Run cost: $0.0056Gemma 4 31B (Non-reasoning) Provider: Google OpenClaw Score: 44.6 Intelligence Index: 22.3 Agent Fitness: 23.4 Terminal-Bench Hard: 30.3% Latency (TTFT): 583 ms Run cost: $0.0034Claude 4.5 Haiku (Reasoning) Provider: Anthropic OpenClaw Score: 42.9 Intelligence Index: 29.9 Agent Fitness: 31.3 Terminal-Bench Hard: 27.3% Latency (TTFT): 13.96 s Run cost: $0.032Mercury 2 Provider: Inception OpenClaw Score: 41.3 Intelligence Index: 21.9 Agent Fitness: 22.8 Terminal-Bench Hard: 26.5% Latency (TTFT): 4.35 s Run cost: $0.0060Qwen3.6 35B A3B (Non-reasoning) Provider: Alibaba OpenClaw Score: 40.9 Intelligence Index: 24.6 Agent Fitness: 25.0 Terminal-Bench Hard: 25.8% Latency (TTFT): 1.06 s Run cost: $0.014gpt-oss-120b (high) Provider: OpenAI OpenClaw Score: 39.9 Intelligence Index: 24.1 Agent Fitness: 24.7 Terminal-Bench Hard: 23.5% Latency (TTFT): 535 ms Run cost: $0.0042Qwen3.6 27B (Non-reasoning) Provider: Alibaba OpenClaw Score: 39.9 Intelligence Index: 31.3 Agent Fitness: 32.8 Terminal-Bench Hard: 21.2% Latency (TTFT): 1.48 s Run cost: $0.022Qwen3.5 9B (Reasoning) Provider: Alibaba OpenClaw Score: 39.7 Intelligence Index: 21.8 Agent Fitness: 22.5 Terminal-Bench Hard: 24.2% Latency (TTFT): 1.05 s Run cost: $0.0024Trinity Large Thinking Provider: Arcee AI OpenClaw Score: 37.0 Intelligence Index: 18.7 Agent Fitness: 19.4 Terminal-Bench Hard: 22.7% Latency (TTFT): 706 ms Run cost: $0.0063Nova 2.0 Pro Preview (medium) Provider: Amazon OpenClaw Score: 35.4 Intelligence Index: 22.1 Agent Fitness: 23.3 Terminal-Bench Hard: 24.2% Latency (TTFT): 17.68 s Run cost: $0.055Gemma 4 12B (Reasoning) Provider: Google OpenClaw Score: 35.4 Intelligence Index: 22.2 Agent Fitness: 23.1 Terminal-Bench Hard: 18.2% Latency (TTFT): 1.29 s Run cost: $0.0024Grok 4.3 (Non-reasoning) Provider: SpaceXAI OpenClaw Score: 35.1 Intelligence Index: 25.0 Agent Fitness: 26.0 Terminal-Bench Hard: 18.9% Latency (TTFT): 915 ms Run cost: $0.025Qwen3 Coder Next Provider: Alibaba OpenClaw Score: 34.7 Intelligence Index: 21.3 Agent Fitness: 22.8 Terminal-Bench Hard: 18.2% Latency (TTFT): 1.01 s Run cost: $0.0090Qwen3.5 4B (Reasoning) Provider: Alibaba OpenClaw Score: 34.5 Intelligence Index: 20.4 Agent Fitness: 20.6 Terminal-Bench Hard: 18.2% Latency (TTFT): 500 ms Run cost: $0.0010Qwen3.5 9B (Non-reasoning) Provider: Alibaba OpenClaw Score: 34.5 Intelligence Index: 20.6 Agent Fitness: 20.9 Terminal-Bench Hard: 18.2% Latency (TTFT): 564 ms Run cost: $0.0030Mistral Small 4 (Reasoning) Provider: Mistral OpenClaw Score: 33.6 Intelligence Index: 19.7 Agent Fitness: 20.4 Terminal-Bench Hard: 17.4% Latency (TTFT): 580 ms Run cost: $0.0042Nova 2.0 Lite (high) Provider: Amazon OpenClaw Score: 32.4 Intelligence Index: 20.8 Agent Fitness: 21.0 Terminal-Bench Hard: 16.7% Latency (TTFT): 7.24 s Run cost: $0.014Mistral Large 3 Provider: Mistral OpenClaw Score: 30.1 Intelligence Index: 15.9 Agent Fitness: 16.3 Terminal-Bench Hard: 15.9% Latency (TTFT): 662 ms Run cost: $0.012Qwen3.5 35B A3B (Non-reasoning) Provider: Alibaba OpenClaw Score: 29.9 Intelligence Index: 24.3 Agent Fitness: 25.6 Terminal-Bench Hard: 10.6% Latency (TTFT): 1.22 s Run cost: $0.011Nova 2.0 Pro Preview (low) Provider: Amazon OpenClaw Score: 29.1 Intelligence Index: 19.8 Agent Fitness: 20.4 Terminal-Bench Hard: 17.4% Latency (TTFT): 3.97 s Run cost: $0.055NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) Provider: NVIDIA OpenClaw Score: 28.6 Intelligence Index: 14.5 Agent Fitness: 14.5 Terminal-Bench Hard: 13.6% Latency (TTFT): 716 ms Run cost: $0.0014Qwen3.5 4B (Non-reasoning) Provider: Alibaba OpenClaw Score: 27.7 Intelligence Index: 16.1 Agent Fitness: 16.5 Terminal-Bench Hard: 11.4% Latency (TTFT): 503 ms Run cost: $0.0010gpt-oss-20b (high) Provider: OpenAI OpenClaw Score: 26.8 Intelligence Index: 15.2 Agent Fitness: 15.8 Terminal-Bench Hard: 10.6% Latency (TTFT): 684 ms Run cost: $0.0015Nova 2.0 Pro Preview (Non-reasoning) Provider: Amazon OpenClaw Score: 26.4 Intelligence Index: 14.4 Agent Fitness: 15.1 Terminal-Bench Hard: 16.7% Latency (TTFT): 774 ms Run cost: $0.055Qwen3 Next 80B A3B (Reasoning) Provider: Alibaba OpenClaw Score: 26.3 Intelligence Index: 16.9 Agent Fitness: 16.9 Terminal-Bench Hard: 9.8% Latency (TTFT): 1.17 s Run cost: $0.0066Nemotron 3 Nano Omni 30B A3B Reasoning Provider: NVIDIA OpenClaw Score: 24.7 Intelligence Index: 15.0 Agent Fitness: 14.9 Terminal-Bench Hard: 8.3% Latency (TTFT): 542 ms Run cost: $0.0021Solar Pro 3 Provider: Upstage OpenClaw Score: 23.8 Intelligence Index: 14.5 Agent Fitness: 14.7 Terminal-Bench Hard: 7.6% Latency (TTFT): 1.10 s Run cost: $0.0042Gemma 4 E4B (Reasoning) Provider: Google OpenClaw Score: 23.6 Intelligence Index: 12.2 Agent Fitness: 11.9 Terminal-Bench Hard: 8.3% Latency (TTFT): 288 ms Run cost: $0.0006Llama 4 Maverick Provider: Meta OpenClaw Score: 23.0 Intelligence Index: 14.5 Agent Fitness: 14.7 Terminal-Bench Hard: 6.8% Latency (TTFT): 552 ms Run cost: $0.0068gpt-oss-120b (low) Provider: OpenAI OpenClaw Score: 22.5 Intelligence Index: 14.9 Agent Fitness: 15.5 Terminal-Bench Hard: 5.3% Latency (TTFT): 569 ms Run cost: $0.0042Ministral 3 14B Provider: Mistral OpenClaw Score: 20.4 Intelligence Index: 11.2 Agent Fitness: 11.5 Terminal-Bench Hard: 4.5% Latency (TTFT): 518 ms Run cost: $0.0032Ministral 3 8B Provider: Mistral OpenClaw Score: 19.5 Intelligence Index: 9.0 Agent Fitness: 9.1 Terminal-Bench Hard: 4.5% Latency (TTFT): 469 ms Run cost: $0.0024

Data provided by Artificial Analysis