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Updated October 29, 2026

Tool-call index

Not all models are served equally by all providers. On a typical model, the worst provider breaks tool calls 19× as often as the best. Find the best one for your agents.

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10 models · 8.3M tool calls a day
#ModelBroken
tool calls
RankBest on
the model
Tool calls
a day
1Kimi K3mxfp4/fast0.12%12 of 24DeepInfra (mxfp4) 0.01%24k
2Kimi K3mxfp40.13%13 of 24DeepInfra (mxfp4) 0.01%611k
3GLM 5.2fp40.16%2 of 27Friendli 0.15%525k
4DeepSeek V4.1 Flash 1017mxfp40.20%6 of 35Sail Research (fp4) 0.03%2.4M
5DeepSeek V4 Flash 0731nvfp4/fast0.24%2 of 22Sail Research (fp4) 0.04%676k
6GLM 5.3 Flashnvfp40.25%7 of 34NextBit (fp4) 0.00%930k
7DeepSeek V4.1 Flashmxfp40.26%4 of 35Prime Intellect 0.06%1.2M
8GLM 5.3fp40.30%8 of 42Amazon Bedrock 0.08%1.5M
9DeepSeek V4 Flash 0423mxfp40.51%2 of 16Crusoe (fp8) 0.46%161k
10DeepSeek V4 Pro 0813mxfp40.82%10 of 21Ionstream 0.04%79k
11Qwen3.8 27Bfp81.06%15 of 21Darkbloom (fp4) 0.07%62k
New models

Get updates when a new model drops

And which provider to use.

For inference providers

Tool calling doesn't have to break

The same provider can handle tool calls well on one model and struggle on the next.

Worst model1.06%

of Qwen3.8 27B's tool calls fail on Wafer (fp8).

Best model0.12%

on Kimi K3, its best model.

Best on0 of 10

models, where Wafer is the most reliable provider.