Invalid tool call Failures
See which AI models run into Invalid tool call most often, so you can spot reliability risks before choosing one. Sort by: Tests Correct ↑.
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| Rank | Model | Company | Invalid tool call Count | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #268 | Apodex 1.1 Mini low | Apodex | 2 | 0.6 | $0.000 | 11/23 | 33.7s |
| #273 | KAT-Coder-Pro V2.5 default | Kwaipilot | 1 | 0.6 | $0.742 | 11/23 | 25.0s |
| #276 | GLM 5.3 FlashX low | Z.ai | 1 | 0.6 | $0.157 | 11/23 | 9.69s |
| #291 | Ring 2.6 1t medium | Inclusionai | 1 | 0.6 | $0.102 | 11/23 | 65.5s |
| #121 | MiMo-V2.6-Flash medium | Xiaomi | 1 | 0.8 | $0.218 | 12/23 | 61.9s |
| #130 | DeepSeek V4 Flash 0731 medium | DeepSeek | 1 | 0.8 | $0.460 | 12/23 | 94.2s |
| #175 | Claude Opus 5 none | Anthropic | 1 | 0.7 | $2.766 | 12/23 | 10.8s |
| #177 | GLM 5.3 FlashX medium | Z.ai | 1 | 0.7 | $0.114 | 12/23 | 7.37s |
| #178 | MiMo-V2.6-Flash low | Xiaomi | 1 | 0.7 | $0.200 | 12/23 | 54.6s |
| #179 | MiMo-V2.5 medium | Xiaomi | 1 | 0.7 | $0.130 | 12/23 | 49.2s |
| #191 | Ember-1 high | Fireworks | 1 | 0.7 | $2.405 | 12/23 | 58.1s |
| #196 | Kimi K2.6 medium | Moonshot AI | 1 | 0.7 | $1.594 | 12/23 | 121.3s |
| #197 | Qwen3.5-Flash medium | Qwen | 1 | 0.7 | $0.184 | 12/23 | 83.7s |
| #223 | Qwen3.6 35B A3B medium | Qwen | 1 | 0.7 | $0.834 | 12/23 | 59.9s |
| #224 | Mercury 2.5 Preview high | Inception | 1 | 0.6 | $0.040 | 12/23 | 7.61s |