cyberclaw.directory

OpenClaw Rankings

Best models for OpenClaw usage

OpenClaw Model Rankings

Top 10 of 44 qualifying models

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

63.4

OpenClaw

Intelligence · Coding

Int 42.1·Code 76.7

Terminal-Bench Hard

57.6%

Latency (TTFT)

199.30 s

Run Cost

$0.072

in $2.000 / out $12.000 per 1M

61.7

OpenClaw

Intelligence · Coding

Int 38.0·Code 70.6

Terminal-Bench Hard

62.9%

Latency (TTFT)

10.56 s

Run Cost

$0.072

in $2.000 / out $12.000 per 1M

Alibaba

61.0

OpenClaw

Intelligence · Coding

Int 25.2·Code 55.9

Terminal-Bench Hard

47.0%

Latency (TTFT)

1.62 s

Run Cost

$0.011

in $0.400 / out $1.600 per 1M

60.1

OpenClaw

Intelligence · Coding

Int 34.2·Code 67.1

Terminal-Bench Hard

57.6%

Latency (TTFT)

6.57 s

Run Cost

$0.072

in $2.000 / out $12.000 per 1M

MiniMax

59.5

OpenClaw

Intelligence · Coding

Int 29.2·Code 58.6

Terminal-Bench Hard

42.4%

Latency (TTFT)

863 ms

Run Cost

$0.0084

in $0.300 / out $1.200 per 1M

56.1

OpenClaw

Intelligence · Coding

Int 25.8·Code 60.8

Terminal-Bench Hard

44.7%

Latency (TTFT)

1.33 s

Run Cost

$0.027

in $0.950 / out $4.000 per 1M

56.0

OpenClaw

Intelligence · Coding

Int 29.7·Code 68.8

Terminal-Bench Hard

53.8%

Latency (TTFT)

16.09 s

Run Cost

$0.072

in $2.000 / out $12.000 per 1M

51.1

OpenClaw

Intelligence · Coding

Int 18.4·Code 48.2

Terminal-Bench Hard

40.9%

Latency (TTFT)

1.64 s

Run Cost

$0.022

in $0.600 / out $3.600 per 1M

Intelligence · Coding

Int 22.9·Code 49.3

Terminal-Bench Hard

36.4%

Latency (TTFT)

801 ms

Run Cost

$0.018

in $0.600 / out $2.700 per 1M

47.5

OpenClaw

Intelligence · Coding

Int 18.2·Code 41.9

Terminal-Bench Hard

34.8%

Latency (TTFT)

1.16 s

Run Cost

$0.014

in $0.375 / out $2.250 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)$0.0010$0.0028$0.0083$0.024$0.072012253750Run Cost per call, log scale →Intelligence Index →GPT-5.6 Terra (Max) Provider: OpenAI OpenClaw Score: 63.4 Intelligence Index: 42.1 Agent Fitness: 45.6 Terminal-Bench Hard: 57.6% Latency (TTFT): 199.30 s Run cost: $0.072GPT-5.6 Terra (Xhigh) Provider: OpenAI OpenClaw Score: 61.7 Intelligence Index: 38.0 Agent Fitness: 41.3 Terminal-Bench Hard: 62.9% Latency (TTFT): 10.56 s Run cost: $0.072Qwen3.7 Plus Provider: Alibaba OpenClaw Score: 61.0 Intelligence Index: 25.2 Agent Fitness: 28.3 Terminal-Bench Hard: 47.0% Latency (TTFT): 1.62 s Run cost: $0.011GPT-5.6 Terra (High) Provider: OpenAI OpenClaw Score: 60.1 Intelligence Index: 34.2 Agent Fitness: 37.5 Terminal-Bench Hard: 57.6% Latency (TTFT): 6.57 s Run cost: $0.072MiniMax-M3 Provider: MiniMax OpenClaw Score: 59.5 Intelligence Index: 29.2 Agent Fitness: 32.1 Terminal-Bench Hard: 42.4% Latency (TTFT): 863 ms Run cost: $0.0084Kimi K2.7 Code Provider: Kimi OpenClaw Score: 56.1 Intelligence Index: 25.8 Agent Fitness: 29.3 Terminal-Bench Hard: 44.7% Latency (TTFT): 1.33 s Run cost: $0.027Gemini 3.1 Pro Preview Provider: Google OpenClaw Score: 56.0 Intelligence Index: 29.7 Agent Fitness: 33.6 Terminal-Bench Hard: 53.8% Latency (TTFT): 16.09 s Run cost: $0.072Qwen3.5 397B A17B (Reasoning) Provider: Alibaba OpenClaw Score: 51.1 Intelligence Index: 18.4 Agent Fitness: 21.4 Terminal-Bench Hard: 40.9% Latency (TTFT): 1.64 s Run cost: $0.022Nemotron 3 Ultra 550B A55B (Reasoning) Provider: NVIDIA OpenClaw Score: 49.8 Intelligence Index: 22.9 Agent Fitness: 25.5 Terminal-Bench Hard: 36.4% Latency (TTFT): 801 ms Run cost: $0.018Qwen3.6 35B A3B (Reasoning) Provider: Alibaba OpenClaw Score: 47.5 Intelligence Index: 18.2 Agent Fitness: 20.6 Terminal-Bench Hard: 34.8% Latency (TTFT): 1.16 s Run cost: $0.014GPT-5.6 Terra (Low) Provider: OpenAI OpenClaw Score: 46.7 Intelligence Index: 27.5 Agent Fitness: 30.6 Terminal-Bench Hard: 43.9% Latency (TTFT): 2.14 s Run cost: $0.072Gemma 4 31B (Non-reasoning) Provider: Google OpenClaw Score: 44.1 Intelligence Index: 13.9 Agent Fitness: 15.8 Terminal-Bench Hard: 30.3% Latency (TTFT): 691 ms Run cost: $0.0036Qwen3.5 122B A10B (Reasoning) Provider: Alibaba OpenClaw Score: 42.8 Intelligence Index: 15.6 Agent Fitness: 18.6 Terminal-Bench Hard: 31.1% Latency (TTFT): 1.00 s Run cost: $0.018Qwen3.5 122B A10B (Non-reasoning) Provider: Alibaba OpenClaw Score: 42.2 Intelligence Index: 17.7 Agent Fitness: 20.3 Terminal-Bench Hard: 29.5% Latency (TTFT): 1.00 s Run cost: $0.018Ring-2.6-1T Provider: InclusionAI OpenClaw Score: 42.0 Intelligence Index: 16.6 Agent Fitness: 19.2 Terminal-Bench Hard: 28.8% Latency (TTFT): 2.16 s Run cost: $0.014Qwen3.6 35B A3B (Non-reasoning) Provider: Alibaba OpenClaw Score: 38.5 Intelligence Index: 15.2 Agent Fitness: 16.5 Terminal-Bench Hard: 25.8% Latency (TTFT): 1.07 s Run cost: $0.014Qwen3.5 9B (Reasoning) Provider: Alibaba OpenClaw Score: 38.3 Intelligence Index: 11.2 Agent Fitness: 12.9 Terminal-Bench Hard: 24.2% Latency (TTFT): 1.00 s Run cost: $0.0024Mistral Medium 3.5 Provider: Mistral OpenClaw Score: 37.7 Intelligence Index: 14.2 Agent Fitness: 17.5 Terminal-Bench Hard: 33.3% Latency (TTFT): 777 ms Run cost: $0.048gpt-oss-120b (High) Provider: OpenAI OpenClaw Score: 37.5 Intelligence Index: 11.6 Agent Fitness: 13.5 Terminal-Bench Hard: 23.5% Latency (TTFT): 508 ms Run cost: $0.0042Trinity Large Thinking Provider: Arcee AI OpenClaw Score: 36.0 Intelligence Index: 10.8 Agent Fitness: 12.3 Terminal-Bench Hard: 22.7% Latency (TTFT): 1.12 s Run cost: $0.0062Gemma 4 12B (Reasoning) Provider: Google OpenClaw Score: 34.5 Intelligence Index: 14.2 Agent Fitness: 15.9 Terminal-Bench Hard: 18.2% Latency (TTFT): 1.17 s Run cost: $0.0024Qwen3.5 4B (Reasoning) Provider: Alibaba OpenClaw Score: 34.0 Intelligence Index: 13.1 Agent Fitness: 14.1 Terminal-Bench Hard: 18.2% Latency (TTFT): 639 ms Run cost: $0.0010Qwen3.5 9B (Non-reasoning) Provider: Alibaba OpenClaw Score: 33.8 Intelligence Index: 13.3 Agent Fitness: 14.3 Terminal-Bench Hard: 18.2% Latency (TTFT): 398 ms Run cost: $0.0030Mistral Small 4 (Reasoning) Provider: Mistral OpenClaw Score: 32.3 Intelligence Index: 11.3 Agent Fitness: 12.8 Terminal-Bench Hard: 17.4% Latency (TTFT): 674 ms Run cost: $0.0042Gemma 4 26B A4B (Reasoning) Provider: Google OpenClaw Score: 32.0 Intelligence Index: 16.7 Agent Fitness: 19.0 Terminal-Bench Hard: 13.6% Latency (TTFT): 667 ms Run cost: $0.0026Qwen3 Coder Next Provider: Alibaba OpenClaw Score: 31.8 Intelligence Index: 9.2 Agent Fitness: 11.9 Terminal-Bench Hard: 18.2% Latency (TTFT): 739 ms Run cost: $0.0077Nova 2.0 Lite (High) Provider: Amazon OpenClaw Score: 30.2 Intelligence Index: 13.4 Agent Fitness: 14.4 Terminal-Bench Hard: 16.7% Latency (TTFT): 15.66 s Run cost: $0.014NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) Provider: NVIDIA OpenClaw Score: 28.5 Intelligence Index: 8.9 Agent Fitness: 9.4 Terminal-Bench Hard: 13.6% Latency (TTFT): 494 ms Run cost: $0.0014Nova 2.0 Pro Preview (Medium) Provider: Amazon OpenClaw Score: 28.3 Intelligence Index: 14.2 Agent Fitness: 16.2 Terminal-Bench Hard: 24.2% Latency (TTFT): 15.84 s Run cost: $0.055Qwen3.5 4B (Non-reasoning) Provider: Alibaba OpenClaw Score: 27.5 Intelligence Index: 10.8 Agent Fitness: 11.8 Terminal-Bench Hard: 11.4% Latency (TTFT): 708 ms Run cost: $0.0010gpt-oss-20b (High) Provider: OpenAI OpenClaw Score: 26.2 Intelligence Index: 9.0 Agent Fitness: 10.2 Terminal-Bench Hard: 10.6% Latency (TTFT): 443 ms Run cost: $0.0018Qwen3 Next 80B A3B (Reasoning) Provider: Alibaba OpenClaw Score: 25.2 Intelligence Index: 11.2 Agent Fitness: 11.8 Terminal-Bench Hard: 9.8% Latency (TTFT): 477 ms Run cost: $0.0066Nemotron 3 Nano Omni 30B A3B Reasoning Provider: NVIDIA OpenClaw Score: 22.7 Intelligence Index: 10.3 Agent Fitness: 10.7 Terminal-Bench Hard: 8.3% Latency (TTFT): 404 ms Run cost: $0.010Llama 4 Maverick Provider: Meta OpenClaw Score: 22.0 Intelligence Index: 9.3 Agent Fitness: 10.0 Terminal-Bench Hard: 6.8% Latency (TTFT): 648 ms Run cost: $0.0067Nova 2.0 Pro Preview (Low) Provider: Amazon OpenClaw Score: 21.9 Intelligence Index: 12.8 Agent Fitness: 14.1 Terminal-Bench Hard: 17.4% Latency (TTFT): 3.14 s Run cost: $0.055gpt-oss-120b (Low) Provider: OpenAI OpenClaw Score: 21.9 Intelligence Index: 10.2 Agent Fitness: 11.3 Terminal-Bench Hard: 5.3% Latency (TTFT): 496 ms Run cost: $0.0039Nova 2.0 Pro Preview (Non-reasoning) Provider: Amazon OpenClaw Score: 20.1 Intelligence Index: 10.0 Agent Fitness: 11.1 Terminal-Bench Hard: 16.7% Latency (TTFT): 698 ms Run cost: $0.055Ministral 3 14B Provider: Mistral OpenClaw Score: 19.6 Intelligence Index: 6.0 Agent Fitness: 6.8 Terminal-Bench Hard: 4.5% Latency (TTFT): 537 ms Run cost: $0.0032Ministral 3 8B Provider: Mistral OpenClaw Score: 19.4 Intelligence Index: 5.5 Agent Fitness: 5.9 Terminal-Bench Hard: 4.5% Latency (TTFT): 484 ms Run cost: $0.0024Magistral Small 1.2 Provider: Mistral OpenClaw Score: 18.7 Intelligence Index: 8.6 Agent Fitness: 9.2 Terminal-Bench Hard: 4.5% Latency (TTFT): 829 ms Run cost: $0.012Phi-4 Mini Instruct Provider: Microsoft OpenClaw Score: 17.7 Intelligence Index: 6.3 Agent Fitness: 6.0 Terminal-Bench Hard: 0.0% Latency (TTFT): 325 ms Run cost: $0.0021Llama 4 Scout Provider: Meta OpenClaw Score: 17.4 Intelligence Index: 6.5 Agent Fitness: 6.7 Terminal-Bench Hard: 1.5% Latency (TTFT): 635 ms Run cost: $0.0048Ministral 3 3B Provider: Mistral OpenClaw Score: 17.3 Intelligence Index: 4.8 Agent Fitness: 4.8 Terminal-Bench Hard: 0.0% Latency (TTFT): 534 ms Run cost: $0.0016Llama 3.3 Instruct 70B Provider: Meta OpenClaw Score: 17.1 Intelligence Index: 7.7 Agent Fitness: 8.1 Terminal-Bench Hard: 3.0% Latency (TTFT): 665 ms Run cost: $0.011

Data provided by Artificial Analysis