{"slug":"kaggle-benchmarks","name":"Kaggle Benchmarks","kind":"tool","deliveryMethods":["tool"],"kindLabel":"Tool","grade":"A","score":81,"tagline":"","description":"`kaggle-benchmarks` is a Python library designed to help you rigorously evaluate AI models on tasks that matter to you. It provides a structured framework for defining tasks, interacting with models, and asserting the correctness of their outputs. The fastest way for you to write a task and run it on Kaggle is to point your AI coding agent to this [write-kaggle-benchmarks skill](https://github.com/Kaggle/kaggle-skills/blob/main/write-kaggle-benchmarks/SKILL.md).","tags":["evaluation","kaggle","tool-calling","multi-turn","sdk"],"url":"https://way.space/tool/kaggle-benchmarks","stars":"—","category":"qa","categories":["qa"],"repo":"https://github.com/kaggle/kaggle-benchmarks","website":"https://www.kaggle.com/benchmarks","license":"Apache-2.0","maintainers":[{"login":"kaggle","url":"https://github.com/kaggle","isMember":false,"verified":false},{"login":"dolaameng","url":"https://github.com/dolaameng","isMember":false,"verified":false},{"login":"s-alexey","url":"https://github.com/s-alexey","isMember":false,"verified":false},{"login":"kaggle-agent","url":"https://github.com/kaggle-agent","isMember":false,"verified":false}],"scoreWhy":[{"label":"Contributors & bus-factor","detail":"14 recent contributors","direction":"positive"},{"label":"Commit recency","detail":"last commit 1d ago","direction":"positive"},{"label":"Commit cadence","detail":"20 commits in 90 days","direction":"positive"},{"label":"Issue close ratio","detail":"80% of issues closed","direction":"positive"},{"label":"Release cadence","detail":"7 releases in 12 months","direction":"positive"},{"label":"Stars (log-damped)","detail":"202 stars (log-damped)","direction":"positive"},{"label":"Star authenticity","detail":"star-velocity check unavailable — GitHub no longer publishes stargazer timestamps for this repo","direction":"neutral"},{"label":"Engagement-to-star ratio","detail":"healthy engagement (1.49 per star)","direction":"positive"}]}