of gpt-oss-20b's tool calls fail on Parasail (fp4).
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 | DeepSeek V4 Pro 0813fp8 | 0.21% | 2 of 21 | Ionstream 0.04% | 4.4k |
| 2 | Kimi K3fp4 | 0.44% | 21 of 24 | DeepInfra (mxfp4) 0.01% | 28k |
| 3 | DeepSeek V4.1 Flash 1017fp8 | 0.50% | 15 of 35 | Sail Research (fp4) 0.03% | 261k |
| 4 | Kimi K2.6int4 | 0.51% | 5 of 14 | SiliconFlow (fp8) 0.06% | 18k |
| 5 | DeepSeek V4.1 Flashfp8 | 0.66% | 19 of 35 | Prime Intellect 0.06% | 184k |
| 6 | Qwen3 235B A22B Instruct 2507fp8 | 0.78% | 1 of 3 | — | 77k |
| 7 | GLM 5.3fp8 | 0.79% | 22 of 42 | Amazon Bedrock 0.08% | 28k |
| 8 | GLM 5.2fp4 | 0.98% | 13 of 27 | Friendli 0.15% | 9.1k |
| 9 | MiniMax M3fp8 | 1.00% | 4 of 11 | ModelRun [by Modular] (fp8) 0.27% | 9.3k |
| 10 | Qwen3.8 27Bfp8 | 1.02% | 14 of 21 | Darkbloom (fp4) 0.07% | 30k |
| 11 | MiniMax M3.1 Flashfp8 | 1.37% | 2 of 11 | Together 1.17% | 56k |
| 12 | GLM 5.3 Flashfp4 | 1.58% | 22 of 34 | NextBit (fp4) 0.00% | 65k |
| 13 | Qwen3.6 35B A3Bfp8 | 1.75% | 2 of 6 | AkashML (fp8) 1.63% | 96k |
| 14 | DeepSeek V4 Flash 0731fp8 | 1.84% | 13 of 22 | Sail Research (fp4) 0.04% | 135k |
| 15 | Qwen3.5 397B A17Bfp8 | 2.21% | 6 of 7 | Alibaba Cloud Int. 0.58% | 9.1k |
| 16 | Gemma 4 31Bfp8 | 2.23% | 8 of 12 | ModelRun [by Modular] (fp4) 0.09% | 23k |
| 17 | DeepSeek V4 Flash 0423fp8 | 2.32% | 10 of 16 | Crusoe (fp8) 0.46% | 140k |
| 18 | gpt-oss-120bfp4 | 3.47% | 7 of 15 | Groq 0.04% | 21k |
| 19 | gpt-oss-20bfp4 | 22.66% | 7 of 7 | Darkbloom (fp8) 0.13% | 57k |
And which provider to use.
The same provider can handle tool calls well on one model and struggle on the next.
of gpt-oss-20b's tool calls fail on Parasail (fp4).
on DeepSeek V4 Pro 0813, its best model.
models, where the settings tell OpenRouter to skip Parasail.