Devin Desktop vs. octocode Comparison


Devin Desktop Cognition	octocode Muvon	+	+
Learn More Update Features	Learn More Update Features	Add To Compare	Add To Compare


		Related Products Retool Securely deploy vibe-coded apps in one governed platform. Build in Retool, import from tools like Claude Code, Replit, or Lovable, or connect via MCP. However your team builds, every app ships safely, with governance built in. People across your organization are already vibe-coding internal tools with no SSO, no RBAC, no audit logs, and no connection to your existing data controls. Retool is where secure vibe coding happens by default. Build from scratch, import an app from another AI builder, or connect an agent via MCP — governance lives in the platform, not in each individual app. 598 Ratings Visit Website Google AI Studio Google AI Studio is a unified development platform that helps teams explore, build, and deploy applications using Google’s most advanced AI models. It brings text, image, audio, and video models together in one interactive playground. With vibe coding, developers can use natural language to quickly turn ideas into working AI applications. The platform reduces friction by generating functional apps that are ready for deployment with minimal setup. Built-in integrations like Google Search enhance real-world use cases. Google AI Studio also centralizes API key management, usage monitoring, and billing. It offers a fast, intuitive path from prompt to production powered by vibe coding workflows. 42 Ratings Visit Website Aikido Security Secure your code, cloud, and runtime in one central system. Aikido’s all-in-one security platform is loved by developers and security teams alike with full security visibility, insight in what matters most, and fast/automatic vulnerability fixes. Teams get security done with Aikido thanks to: - False-positive reduction - AI Autotriage & AI Autofix - Deep integration into the dev workflow (from IDEs and task managers to CI/CD gating) - AI Pentests - Automated Compliance Aikido covers the entire Software Development Lifecycle (SDLC), including: static application security testing (SAST), dynamic application security testing (DAST), infrastructure-as-code (IaC), container scanning, secrets detection, open source license scanning (SCA), cloud posture management (CSPM), runtime protection, AI pentests, and more. 364 Ratings Visit Website Jotform Trusted by over 25 million users, Jotform is an all-in-one, no-code platform that simplifies data collection, automation, and online sales. Using its drag-and-drop Form Builder, businesses can create customized forms and surveys to collect leads, payments, and e-signatures. With 10,000+ templates and advanced features like conditional logic and 200+ integrations, Jotform streamlines workflows. Jotform's AI-powered Agents provide real-time customer support, guiding users through form submissions, answering questions, and ensuring a smooth experience while reducing manual intervention. These AI agents learn from interactions to improve responses, enhancing efficiency and customer satisfaction. The platform also includes a Store Builder to sell products and services, accept payments through 30+ gateways, and tools like Approvals and Report Builder to automate workflows and generate actionable insights. Jotform App Builder for ChatGPT and Claude is an AI-powered no-code application builder that enables users to create, customize, publish, and manage applications through natural language conversations. The platform integrates Jotform Apps with ChatGPT and Claude, allowing users to turn ideas discussed with an AI assistant into functional applications without traditional programming. 9,009 Ratings Visit Website Gearset Gearset is the complete, enterprise-ready Salesforce DevOps platform, enabling teams to implement best practices across the entire DevOps lifecycle. With powerful solutions for metadata and CPQ deployments, CI/CD, testing, code scanning, sandbox seeding, backups, archiving, observability, and Org Intelligence — including the Gearset Agent — Gearset gives teams complete visibility, control, and confidence in every release. More than 3,000 enterprises, including McKesson, IBM and Zurich, trust Gearset to deliver securely at scale. Combining advanced governance, built‑in audit trails, SOX/ISO/HIPAA support, parallel pipelines, integrated security scans, and compliance with ISO 27001, SOC 2, GDPR, CCPA/CPRA, and HIPAA, Gearset provides enterprise‑grade controls, rapid onboarding, and a user‑friendly interface — all in one platform. Gearset delivers enterprise‑grade power without the overhead, which is why leading global organizations in finance, healthcare, and technology choose us. 305 Ratings Visit Website BAND BAND builds enterprise-grade interaction infrastructure for distributed AI agents. Its platform enables real-time, multi-peer collaboration across agents and humans, while providing a runtime control plane that enforces policy, authority boundaries, and visibility across heterogeneous systems. BAND supports developers, engineering teams, and enterprise platform leaders operating multi-agent ecosystems across internal systems, SaaS platforms, and partner environments. 3 Ratings Visit Website DbVisualizer DbVisualizer is a universal database client for anyone who works with data, from solo developers and startups to professional teams managing complex environments, including developers, DBAs, analysts, and data engineers working with relational and NoSQL databases. It offers a graphical interface for database development, SQL querying, and data exploration. Key features: - SQL editor with autocomplete, visual query builders, variables, and execution tools - AI Assistant for questions, error explanations, and code analysis - Built-in Git integration for SQL scripts and collaboration - Customizable layouts, key bindings, and UI themes - Favorite scripts and database objects for quick access - Configurable security settings for organizations Connects to popular databases via JDBC, including MySQL, PostgreSQL, SQL Server, Oracle, Snowflake, SQLite, Cassandra, and BigQuery. Runs on Windows, macOS, and Linux. 7 million downloads, Pro users in 150 countries. 593 Ratings Visit Website Gemini Enterprise Agent Platform Gemini Enterprise Agent Platform is a comprehensive solution from Google Cloud designed to help organizations build, scale, govern, and optimize AI agents. It represents the evolution of Vertex AI, combining advanced model development with new capabilities for agent orchestration and integration. The platform provides access to over 200 leading AI models, including Google’s Gemini series and third-party options like Anthropic’s Claude. It enables teams to create intelligent agents using both low-code and code-first development environments. With features like Agent Runtime and Memory Bank, businesses can deploy long-running agents that retain context and perform complex workflows. The platform emphasizes security and governance through tools like Agent Identity, Agent Registry, and Agent Gateway. It also includes optimization tools such as simulation, evaluation, and observability to ensure consistent agent performance. 1,161 Ratings Visit Website Checksum.ai Checksum is a continuous quality platform that autonomously generates, runs, and maintains tests so engineering teams can ship AI-generated code without trading speed for reliability. 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. It offers comprehensive features including core financials, accounts payable and receivable, cash management, and multi-entity consolidations. Sage Intacct's advanced modules cater to complex financial needs, ensuring scalability as your business grows. The software integrates seamlessly with other business applications, providing real-time financial and operational insights. Its user-friendly interface and customizable dashboards empower your team to adapt quickly and make data-driven decisions. Sage Intacct's robust reporting capabilities and automation of key financial processes help improve accuracy, efficiency, and compliance. Trusted by thousands of organizations, Sage Intacct streamlines financial operations, enhances visibility, and drives business growth. With award-winning customer support and continuous innovation, Sage Intacct is your partner. 8,791 Ratings Visit Website
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 Octocode is a local-first developer tool that helps engineers and AI coding assistants explore and understand software repositories. It combines semantic and structural code search with a live graph of files, symbols, imports, calls, and dependencies, so users can trace how code is connected, find relevant implementations, inspect signatures, and review changes across a codebase. Its command-line interface supports direct searches, while a built-in Model Context Protocol (MCP) server exposes search, graph, and language-server tools to compatible clients such as Claude Desktop, Claude Code, Codex CLI, Cursor, and Windsurf. Octocode can use local embedding models or optional remote providers, and its repository index is built for local-first use. Available for Windows, macOS, and Linux under the Apache 2.0 license, it supports developer onboarding, codebase navigation, refactoring impact analysis, and AI-assisted code review.
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 and engineering teams, particularly people using AI coding assistants who need to search, navigate, and understand codebases.
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 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 Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Cognition Founded: 2023 United States devin.ai/desktop	Company Information Muvon Founded: 2017 Hong Kong octomind.run/product/octocode
Alternatives Bolt.new StackBlitz	Alternatives No Alternatives
JetBrains Junie JetBrains
Amp Amp Code
Cursor
Devin Cognition AI 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 Code Search 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 Claude Supported Claude Desktop Not Supported Claude Opus 4.1 Supported Claude Opus 4.8 Supported Code With Me Supported Cursor Not Supported Eclipse IDE Supported GPT-4.1 Supported GPT-5.6 Luna Supported GPT-6 Sol Supported Gemini 3.5 Flash-Lite Supported Go Supported JetBrains Aqua Supported OpenSpec Supported SWE-1.6 Supported SWE-2 Flash Supported Superdesign Supported Traycer Supported Show More Integrations View All 158 Integrations	Integrations Claude Code Supported Model Context Protocol (MCP) Supported Claude Not Supported Claude Desktop Supported Claude Opus 4.1 Not Supported Claude Opus 4.8 Not Supported Code With Me Not Supported Cursor Supported Eclipse IDE Not Supported GPT-4.1 Not Supported GPT-5.6 Luna Not Supported GPT-6 Sol Not Supported Gemini 3.5 Flash-Lite Not Supported Go Not Supported JetBrains Aqua Not Supported OpenSpec Not Supported SWE-1.6 Not Supported SWE-2 Flash Not Supported Superdesign Not Supported Traycer Not Supported Show More Integrations View All 8 Integrations
Claim Devin Desktop and update features and information Claim Devin Desktop and update features and information	Claim octocode and update features and information Claim octocode and update features and information