How well do local models actually drive a tool-using agent loop? Not single-call function-calling benchmarks — a real loop: native OpenAI tool-calling through llama-server, multi-step deterministic tasks, programmatic verification. Everything runs on a single RTX 5090 32GB. Updated 2026-06-17 · llama.cpp b9562 · --jinja native tool-calling · temp 0.

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model params Agentic Score success tool-eff… See the full description on the dataset page: https://huggingface.co/datasets/witcheer/agentic-score-leaderboard.