Devin Desktop vs. ML.ai Comparison


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Teach Junie your team's coding standards, naming conventions, and review process, and switch from another AI coding agent in seconds with no extra setup. 12 Ratings Visit Website Retool Retool is the AI-native enterprise app development platform where teams build and ship production-ready apps — at AI speed, with enterprise governance built in. Describe what you need and get a working app, import React-based apps from Lovable, Replit, or Claude Code, or connect your AI agent via MCP. However your team builds, every app lands in Retool with RBAC, SSO, audit logging, and your existing permissions already in place. Retool connects to databases, APIs, LLMs, and external tools out of the box. Teams can build AI agents, dashboards, workflows, and full-stack apps — with a visual editor for speed and direct code access for precision. 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About Devin Desktop (formerly Windsurf) is an AI-powered development environment that combines a full-featured IDE with advanced coding agents in a unified workspace. Formerly known as Windsurf, the platform enables developers to manage local and cloud-based AI agents, delegate tasks, review code, and ship software without leaving their editor. Developers can use multiple coding agents simultaneously to research, write, test, debug, and improve code while maintaining full visibility into every change. Devin Desktop includes features such as agent orchestration, shared workspaces, intelligent code completion, contextual code search, and integrated review tools. The platform supports a wide range of models, extensions, language servers, and MCP integrations, allowing teams to work with their preferred tools and workflows. Devin Desktop helps engineering teams accelerate software development, improve productivity, and manage AI-assisted coding at scale.	About Ml.ai is an AI coding agent that goes where your code goes. Use it inside VS Code and Cursor, in its own desktop app with no IDE required, from the terminal, or as a PR Reviewer that checks every pull request. Every surface runs on the same engine, with the same settings and the same memory of your repo. Most coding agents send every step to the same expensive frontier model. Ml.ai hands each step to a focused agent and picks the most cost-efficient model that meets your quality bar, which typically cuts model spend by 30 to 45% on the same work. Explore reads and explains the codebase. Architect and Plan map the files, order of work and trade-offs. Only General can change code, and every edit or command waits for you to Allow or Deny it. The PR Reviewer summarizes each pull request, leaves line-level comments, and runs builds and tests before it recommends approve or request changes. It never merges on its own. Also included: reusable skills, background runs, MCP server support.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Devin Desktop is designed for software developers, engineering teams, DevOps professionals, technical leads, startup engineering organizations, enterprise development teams, AI-assisted coding users, and businesses seeking to improve software development productivity through autonomous coding agents and intelligent development workflows	Audience Software developers
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos No images available
Pricing Free Individual Plans: Free Plan: $0 Pro: $15/month Pro Ultimate: $60/month For Organizations: Teams: $35/user/month Teams Ultimate: $90/user/month Enterprise: Contact us Free Version Supported Free Trial Supported	Pricing No information available. Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 4.7 / 5 ease 4.7 / 5 features 4.5 / 5 design 4.4 / 5 support 4.1 / 5 Read all reviews	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software
Pros & Cons from Real Users Pros * The context awareness is the best I've seen (knows my whole repo). * The quality of the autocomplete/supercomplete is excellent. * New features all the time and they're actually good. It's helpful for any project with little bits of help it gets you really far, gets you to the finish line. - Smart business model. Compared to the raw ChatGPT model you don't feel that message limit, and even when you do, you have plenty of other competitive models to use while you're getting back your capacity. - Auto-completion is useful, but it's pretty much for any assistant - They are listening. Compared to the whales in this niche they do hear us and quickly react, reflect, and implement leading ideas. The autocomplete is easily my favorite feature and the one I use the most. It gets better as you develop more and it really does a great job of understanding your coding style and adapting to it. The conversation chat is also really helpful when I have general app architecture or syntax related questions. I also find myself using the inline commenting feature quite frequently and I love not having to type out all the comments myself. Using Codeium has made refactor suggestions easy by having the ability to highlight specific sections of the code within an IDE! I specifically use VS Code and it has been working pretty smoothly. I also like having the option of having a chat box so that I can discuss other topics. Cons * The documentation is lacking. * They have the option to use their own models or OpenAI or Anthropic but there's no quantitative comparison of their quality. Content awareness, chat focus, working folder awareness. - The "Ctrl + I" code generator I found to be exceptionally useless. It breaks or deteriorates your code. - GPT-4o is overrated. Although I use the inline action buttons a decent amount, sometimes they clutter the code as I am trying to read through the file. I am not sure if there is an easy way to add a keyboard shortcut that allows for toggling these on/off, but if there is, that would be a nice feature to add. Codeium sometimes struggles to connect to my IDE and I am unable to use. I haven't been able to figure out the cause of this but sometimes I am unable to use Coddium for a couple days and then all of the sudden it is back.
Training Documentation Supported Webinars Not Supported Live Online Supported In Person Not Supported	Training Documentation Not Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Cognition Founded: 2023 United States devin.ai/desktop	Company Information Pixis.ai United States ml.ai/
Alternatives JetBrains Junie JetBrains	Alternatives No Alternatives
Bolt.new StackBlitz
Amp Amp Code
Cursor
Cosine View All	View All
Categories Agentic AI Supported AI App Generators Supported AI Code Generators Supported AI Code Refactoring Supported AI Code Review Supported AI Coding Agents Supported AI Coding Assistants Supported AI Copilots Supported AI IDEs Supported AI Tools Supported Code Editors Supported Code Review Supported IDE Supported Vibe Coding Supported	Categories AI Coding Agents Supported
Show More Features Code Editors Features API Supported Auto-Complete Supported Code Folding Supported Column Editing Supported Customizable Themes Supported Debugging Supported Formatting / Table Editing Supported Keyboard Shortcuts Supported Multi-Monitor Editing Supported Syntax Highlighting Supported WYSIWYG Supported
Integrations Visual Studio Code Supported Amp Supported Android Studio Supported Bito Supported CLion Supported Claude Fable 5 Supported Claude Opus 4.1 Supported Claude Sonnet 3.5 Supported Cline Supported DataGrip Supported Devin Supported GPT-4.1 nano Supported GPT-5.6 Terra Supported GPT-6 Luna Supported Gemini 3.5 Flash Cyber Supported Gemini 3.8 Flash Supported JetBrains Gateway Supported OpenAI o4-mini-high Supported SWE-1.7 Supported Visual Studio Supported Show More Integrations View All 141 Integrations	Integrations Visual Studio Code Supported Amp Not Supported Android Studio Not Supported Bito Not Supported CLion Not Supported Claude Fable 5 Not Supported Claude Opus 4.1 Not Supported Claude Sonnet 3.5 Not Supported Cline Not Supported DataGrip Not Supported Devin Not Supported GPT-4.1 nano Not Supported GPT-5.6 Terra Not Supported GPT-6 Luna Not Supported Gemini 3.5 Flash Cyber Not Supported Gemini 3.8 Flash Not Supported JetBrains Gateway Not Supported OpenAI o4-mini-high Not Supported SWE-1.7 Not Supported Visual Studio Not Supported Show More Integrations View All 2 Integrations
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