tool-eval-bench

Tool-calling quality benchmark for LLM serving stacks. 80+ deterministic scenarios testing multi-turn orchestration, safety boundaries, and structured output. Supports vLLM, SGLang, and llama.cpp.

SeraphimSerapis/tool-eval-bench

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Tool-calling quality benchmark for LLM serving stacks. 80+ deterministic scenarios testing multi-turn orchestration, safety boundaries, and structured output. Supports vLLM, SGLang, and llama.cpp.

tool-eval-bench grew +13.4% in the last 30 days, ranks 261st of 746 in Evaluation & Guardrails, actively maintained, last commit today.

Star trajectory

101 days tracked
2026-07-17398 stars today2026-10-26
Momentum

+13.4% in 30d, above the Evaluation & Guardrails median of +1.2%.

Maintenance

Last commit today, fresher than the median of 14.5d.

How it compares in Evaluation & Guardrails

tool-eval-bench
398
stars
+13.4% 30d
commit today
Evaluation & Guardrails median
242
stars
+1.2% 30d
commit ~14.5d ago
Leader · WeKnora
35.5k
stars
+17.8% 30d
commit today

Ranked 261st of 746 by stars.

Language
Python
License
MIT License
Contributors
22
Forks
53
Watchers
2
Open issues
0
Releases
36
Created
2026-04-17
Stars this week
+5

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