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正面對決基準比較
Devin vs ML.ai
Devin 每月有 2,549,346 次造訪，月增率 +1%，定價模式為付費。ML.ai 每月有 0 次造訪，成長率 0%，定價模式為付費。
Devin 每月有 2,549,346 次造訪，月增率 +1%，定價模式為付費。ML.ai 每月有 0 次造訪，成長率 0%，定價模式為付費。
ML.ai is a coding agent that ships whole tasks rather than autocompleting lines. Hand it an issue and it reads the repo, writes a task plan, edits the code, runs your tests and opens a pull request - routing each step to the model that fits it while showing every diff before anything is written to disk.
Cognition 出品的自主軟體工程師，能直接提交可合併的 PR
Devin 能在複雜的多倉庫程式庫中規劃、撰寫程式、執行測試並提交 pull request，無需逐行等待確認。
Devin 會建立 Windows、Mac、Linux 虛擬機器，建置並執行專案，在真實瀏覽器中測試，甚至錄下自己操作新功能的畫面。
在討論串中 @Devin 即可派發修復任務，或接入 CI、PagerDuty 與工單系統，讓它自動回應失敗與告警。
把大型任務交給 Devin，它會拆分給平行雲端代理，即使你闔上筆電也會繼續工作並回報結果。
ML.ai is a coding agent that ships whole tasks rather than autocompleting lines. Hand it an issue and it reads the repo, writes a task plan, edits the code, runs your tests and opens a pull request - routing each step to the model that fits it while showing every diff before anything is written to disk.
Give it an issue and it reproduces the bug, edits the code, runs your tests and opens a pull request while you focus on decisions.
The agent proposes a task list and names the files it expects to change. You select the tasks, and edits outside the declared scope stop and ask first.
Each step of a task is routed to the model that fits it, with the vendor abstracted behind an effort setting and a stated outcome.
Launch many jobs across projects at the same time. Each agent runs in its own sandbox and reports back with a reviewable diff.
專項更強A general autonomous agent platform executing multi-step goals and browsers, suitable for broader web and coding workflows.
免費 / 開源會學習你編碼品味的 AI 編程代理
免費 / 開源讓多個程式智能體在各自獨立的 worktree 中並行運作
免費 / 開源涵蓋整個軟體開發週期的代理編排平台
專項更強Workik is an AI development platform that captures the context behind engineering tasks and turns it into plans, code, tests, and documentation. Connect your repositories, databases, and project knowledge, then let Workik AI assist across planning, debugging, testing, and codebase documentation.
專項更強Workik is an AI development platform that captures the context behind engineering tasks and turns it into plans, code, tests, and documentation. Connect your repositories, databases, and project knowledge, then let Workik AI assist across planning, debugging, testing, and codebase documentation.
