Tool Calling Model Ranking

See which AI models perform best on Tool Calling, which ones stay reliable, and where the biggest gaps appear. Sort by: Response Time (avg) ↑.

Models Shown

Average Tool Calling Score

8.7

Best Model

Kimi K3 3.0

Failure Reasons

With failure reason API error17 With failure reason Invalid tool call9 With failure reason Did not follow instructions8 With failure reason Wrong answer3 With failure reason No answer2

210/210

Rank	Model	Company	Tool Calling Score	Score	Total Cost	Tests Correct	Response Time (avg)
#210	LFM2-24B-A2B none	Liquid	3.0	2.2	$0.001	0/1	0ms
Total Tests 1 Wrong Tests 1 Total Cost $0.001 Response Time (avg) 0ms
#189	Mercury 2 none	Inception	10.0	4.6	$0.030	1/1	1.27s
Total Tests 1 Wrong Tests 0 Total Cost $0.030 Response Time (avg) 1.27s
#169	Qwen3.5-9B none	Qwen	10.0	5.1	$0.021	1/1	1.27s
Total Tests 1 Wrong Tests 0 Total Cost $0.021 Response Time (avg) 1.27s
#160	Laguna XS 2.1 none	Poolside	10.0	5.3	$0.008	1/1	1.36s
Total Tests 1 Wrong Tests 0 Total Cost $0.008 Response Time (avg) 1.36s
#165	Mistral Small 4 none	Mistral	10.0	5.1	$0.022	1/1	1.40s
Total Tests 1 Wrong Tests 0 Total Cost $0.022 Response Time (avg) 1.40s
#78	Mercury 2 medium	Inception	10.0	7.0	$0.093	1/1	1.89s
Total Tests 1 Wrong Tests 0 Total Cost $0.093 Response Time (avg) 1.89s
#118	Gemini 2.5 Flash none	Google	10.0	6.2	$0.017	1/1	1.91s
Total Tests 1 Wrong Tests 0 Total Cost $0.017 Response Time (avg) 1.91s
#205	Laguna Xs.2 none	Poolside	3.0	3.8	$0.004	0/1	1.93s
Total Tests 1 Wrong Tests 1 Total Cost $0.004 Response Time (avg) 1.93s
#142	Qwen3.5-122B-A10B none	Qwen	10.0	5.7	$0.247	1/1	2.04s
Total Tests 1 Wrong Tests 0 Total Cost $0.247 Response Time (avg) 2.04s
#201	Granite 4.1 8B none	IBM Granite	10.0	4.0	$0.007	1/1	2.17s
Total Tests 1 Wrong Tests 0 Total Cost $0.007 Response Time (avg) 2.17s
#200	MiMo-V2-Flash none	Xiaomi	10.0	4.0	$0.025	1/1	2.28s
Total Tests 1 Wrong Tests 0 Total Cost $0.025 Response Time (avg) 2.28s
#127	Qwen3.5-35B-A3B none	Qwen	10.0	6.1	$0.106	1/1	2.30s
Total Tests 1 Wrong Tests 0 Total Cost $0.106 Response Time (avg) 2.30s
#136	GPT-5.4 Mini none	OpenAI	3.0	5.9	$0.095	0/1	2.32s
Total Tests 1 Wrong Tests 1 Total Cost $0.095 Response Time (avg) 2.32s
#168	MiMo-V2.5 none	Xiaomi	10.0	5.1	$0.025	1/1	2.43s
Total Tests 1 Wrong Tests 0 Total Cost $0.025 Response Time (avg) 2.43s
#166	Qwen3 Coder Next none	Qwen	10.0	5.1	$0.025	1/1	2.47s
Total Tests 1 Wrong Tests 0 Total Cost $0.025 Response Time (avg) 2.47s

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