Devin Desktop vs. Headroom Comparison


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Unlike copilots that wait for prompts, Checksum works as a background agent, detecting what needs testing, generating production-ready Playwright, and healing broken tests automatically. Seventy percent of failures resolve autonomously, keeping suites green without manual effort. Built on fine-tuned data from 1.5+ million test runs, Checksum covers every layer of the SDLC: end-to-end, API, and CI testing from a single platform. Tests are delivered as standard Playwright code, submitted as a PR to your repo. No vendor lock-in. Checksum integrates natively with Cursor, Claude Code, and 100+ coding agents via /checksum slash commands, so code is tested before a human ever reviews it. AI handles generation and healing on Checksum's cloud: no LLM tokens. The result: ship faster, with confidence. 2 Ratings Visit Website Sage Intacct Sage Intacct is a premier cloud-based financial management software designed for growing businesses. 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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 Headroom is a menu bar app for macOS, Windows and Linux that cuts Claude Code and ChatGPT Codex token costs by ~50%, which can translate to up to 2x as much usage on the plan you already pay for. It compresses the bulky tool output, logs and boilerplate your coding agent sends. Compression runs locally, before the request leaves your machine, so prompts and code stay private. Source code passes through untouched, and the originals stay available to the agent through a retrieval tool. Typical coding sessions save 25-50% overall. Across 183 Claude Code users over one week, Headroom cut input tokens by 34% (measured) and output tokens by 33% (estimated). Also included: a dashboard and activity feed with tokens and API-equivalent dollars saved, project learnings that turn past sessions into token-saving rules, and one-click add-ons (MarkItDown, Serena, Codebase Memory, Context7, Ponytail, Caveman). 7-day free trial, no credit card. Plans from $3/month.
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 Developers and engineering teams using Claude Code, ChatGPT Codex, or compatible local coding-agent workflows.
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 Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
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 $3/month Pro is $3/month, billed annually ($36/year), or $4/month, billed monthly, for Claude Pro or ChatGPT Plus. Max x5 is $15/month, billed annually, or $20/month, billed monthly; Max x20 is $30/month, billed annually, or $40/month, billed monthly. Each plan includes a 7-day free trial with no credit card required. Team and Enterprise plans have custom pricing. A separate free, self-managed Headroom CLI is also available. Free Version Not Supported Free Trial 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 Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Cognition Founded: 2023 United States devin.ai/desktop	Company Information Garm Tech Founded: 2026 Netherlands extraheadroom.com
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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 Assistants 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 Claude Code Supported Model Context Protocol (MCP) Supported OpenAI Codex Supported OpenCode Supported Visual Studio Code Supported AppCode Supported BrainGrid Supported ByteRover Supported CLion Supported Claude Duet Supported Claude Haiku 5.5 Supported Code With Me Supported Databricks Supported Gemini 3.5 Flash Supported Gemini 3.5 Flash-Lite Supported Grok Build Not Supported Muse Wonder Full Supported OpenAI o4-mini Supported Swift Supported Zero.xyz Supported Show More Integrations View All 155 Integrations	Integrations Claude Code Supported Model Context Protocol (MCP) Supported OpenAI Codex Supported OpenCode Supported Visual Studio Code Supported AppCode Not Supported BrainGrid Not Supported ByteRover Not Supported CLion Not Supported Claude Duet Not Supported Claude Haiku 5.5 Not Supported Code With Me Not Supported Databricks Not Supported Gemini 3.5 Flash Not Supported Gemini 3.5 Flash-Lite Not Supported Grok Build Supported Muse Wonder Full Not Supported OpenAI o4-mini Not Supported Swift Not Supported Zero.xyz Not Supported Show More Integrations View All 6 Integrations
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