of MiniMax M3.1 Flash's tool calls fail on MiniMax.
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.
| # | Model | Broken tool calls | Rank | Best on the model | Tool calls a day |
|---|---|---|---|---|---|
| 1 | MiniMax M2.7 | 1.76% | 2 of 6 | Groq 0.32% | 16k |
| 2 | MiniMax M2.7highspeed | 2.18% | 4 of 6 | Groq 0.32% | 1.3k |
| 3 | MiniMax M3 | 2.20% | 7 of 11 | ModelRun [by Modular] (fp8) 0.27% | 889k |
| 4 | MiniMax M3.1 Flash | 2.98% | 9 of 11 | Together 1.17% | 2.6M |
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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.
on MiniMax M2.7, its best model.
models, where MiniMax is the most reliable provider.