{"slug":"hatch","name":"Hatch","domain":null,"verdict":"As of 2026-07-20, ChatGPT, Claude, Gemini, Grok collectively rank Hatch #5 of 8 for python package manager. Source: https://modelsagree.com/product/hatch (modelsagree.com, CC BY 4.0).","best_rank":5,"categories":1,"entries":[{"slug":"best-python-package-manager","title":"Best Python package manager","rank":5,"of":8,"score":2,"appearances":1,"modelRanks":{"Gemini":4},"reason":"PyPA-backed, standards-first project manager featuring deep PEP 621 compliance, customizable build backends (Hatchling), and native multi-environment matrix testing (in a near-tie with PDM).","reasons":[{"model":"Gemini","reason":"PyPA-backed, standards-first project manager featuring deep PEP 621 compliance, customizable build backends (Hatchling), and native multi-environment matrix testing (in a near-tie with PDM)."}],"fixes":[{"model":"Gemini","fix":"Lacks a single unified standalone engine for ultra-fast lockfile resolution without relying on external execution tools."}],"updated":"2026-07-20","rank_history":{"days":["2026-07-19","2026-07-20"],"ranks":[6,null]},"api":"https://modelsagree.com/api/v1/best/best-python-package-manager.json"}],"page":"https://modelsagree.com/product/hatch","check":"https://modelsagree.com/check?q=Hatch","updated":"2026-07-21T08:55:28.959Z","attribution":"modelsagree.com, CC BY 4.0"}