{"slug":"aide-ml","name":"AIDE ML","kind":"harness","deliveryMethods":["harness"],"kindLabel":"Harness","grade":"B","score":75,"tagline":"LLM-driven agent that writes, evaluates and improves machine-learning code.","description":"**AIDE ML is the open‑source “reference build” of the AIDE algorithm**, a tree‑search agent that autonomously drafts, debugs and benchmarks code until a user‑defined metric is maximised (or minimised). It ships as a *research‑friendly* Python package with batteries‑included utilities (CLI, visualisation, config presets) so that academics and engineer‑researchers can **replicate the paper, test new ideas, or prototyping ML pipelines**.","tags":["cli","tree-search","automl","evaluation"],"url":"https://way.space/tool/aide-ml","stars":"—","category":"coding","categories":["coding","qa"],"repo":"https://github.com/WecoAI/aideml","website":"https://www.weco.ai","license":"MIT","maintainers":[{"login":"WecoAI","url":"https://github.com/WecoAI","isMember":false,"verified":false},{"login":"dexhunter","url":"https://github.com/dexhunter","isMember":false,"verified":false},{"login":"yurekami","url":"https://github.com/yurekami","isMember":false,"verified":false}],"scoreWhy":[{"label":"Contributors & bus-factor","detail":"16 recent contributors","direction":"positive"},{"label":"Commit recency","detail":"last commit 7d ago","direction":"positive"},{"label":"Commit cadence","detail":"7 commits in 90 days","direction":"positive"},{"label":"Issue close ratio","detail":"94% of issues closed","direction":"positive"},{"label":"Release cadence","detail":"1 releases in 12 months","direction":"positive"},{"label":"Stars (log-damped)","detail":"1,513 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 (0.23 per star)","direction":"positive"}]}