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Updated October 31, 2026 · How we measure

Tool-call index

The same model breaks your agent's tool calls 18× more often on some inference providers than on others. Find the best one for your agents.

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StepFun · 2 providers · 4k tool calls a day
#ProviderTool calls
a day
$ in / out
per M
Tokens/sUptime
1StepFunfp8#1.28%2.0k$1.00 / $2.70134100.0%
2Featherlessfp4#4.47%2.2k$1.00 / $2.702384.1%
Recommended OpenRouter settings for Step 5 Preview
{
  "provider": {
    "order": [
      "stepfun/fp8"
    ],
    "ignore": [
      "featherless/fp4"
    ]
  }
}

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And which provider to use.

For model makers

Broken tool calls carry your model's name

Your users don't see the provider. They see your model failing.

Worst provider4.47%

of Step 5 Preview's tool calls fail on Featherless (fp4).

Best to worst4×

as often on Featherless (fp4) as on StepFun (fp8), its best provider.

Every day124

broken tool calls a day across its 2 providers.

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