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zzstoatzz toolcheck: model-agnostic tool-calling capability harness 7w ago

gemma3-tools.Modelfile

toolcheck: model-agnostic tool-calling capability harness pydantic-ai over any OpenAI-compatible endpoint (ollama/vLLM/LM Studio). scores behaviour — tool selection, arg routing, abstention, parallel, numeric fidelity, dependent chains — not prose. ships a gemma3 Modelfile that exposes tools through ollama's otherwise tool-less stock template. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

1 month ago