Assembly vs. CodeRabbit Comparison Chart

Cody, Sourcegraph’s AI code assistant goes beyond individual dev productivity, helping enterprises achieve consistency and quality at scale with AI. Unlike traditional coding assistants, Cody understands the entire codebase, enabling deeper contextual awareness for smarter autocompletions, refactoring, and AI-driven code suggestions. It integrates with IDEs like VS Code, Visual Studio, Eclipse, and JetBrains, providing inline editing and chat without disrupting workflows. Cody also connects with tools like Notion, Linear, and Prometheus to enhance development context. Powered by advanced LLMs like Claude Sonnet 4 and GPT-4o, it optimizes speed and performance based on enterprise needs, and is always adding the latest AI models. Developers report significant efficiency gains, with some saving up to six hours per week and doubling their coding speed.

The Windsurf Editor is a free AI-powered IDE and AI coding assistant that accelerates development by providing intelligent code generation and agents in over 70 programming languages and more than 40 IDEs, including VSCode, JetBrains, and Jupyter Notebooks. With Windsurf, developers can write code faster, eliminate repetitive tasks, and stay in the flow state—whether they're working with Python, JavaScript, C++, or any other language. Built on billions of lines of open-source code, Windsurf Editor understands and anticipates your coding needs, offering multiline suggestions, automated unit tests, and even natural language explanations for complex functions. It’s perfect for streamlining code writing, reducing boilerplate, and cutting down the time spent on documentation searches. Trusted by individual developers and Fortune 500 companies alike, Windsurf Editor is your go-to solution for boosting productivity and writing better code. Try Windsurf for free today!

Cortex's internal developer portal (IDP) helps engineering teams drive adoption of best practices, improve visibility into services and infrastructure, and accelerate engineering productivity. With Cortex, engineering organizations can codify standards, manage service maturity, and reduce operational overhead, empowering developers to ship faster and more reliably. Trusted by high-performing engineering organizations, Cortex integrates seamlessly with existing tools to provide a centralized, actionable view of service health and ownership. • Within minutes, determine who owns each service with Cortex’s AI service ownership model across thousands of repositories. • Standardize golden paths using Workflows, enabling teams to scaffold new services & provision infrastructure in minutes. • Consistently uphold best practices and standards across your organization with automated Scorecards and targeted Initiatives. • Make informed, impactful actions based on real-time insights.

Jellyfish, a leading Software Engineering Intelligence platform, helps engineering, product, and finance leaders build healthier, higher-performing R&D teams. We surface actionable insights on team health, investment allocation, and delivery, while offering purpose-built solutions to improve developer experience, streamline software capitalization, and measure the impact of AI tools like Copilot, Cursor, and AmazonQ. Over 500 organizations and 11,000 engineering teams—including GoodRX, Varo, Priceline, and PagerDuty—trust Jellyfish to optimize engineering operations so their teams can focus on what matters most. Learn more at jellyfish.co.

Cycloid Sustainable Platform Engineering is a self-service portal that helps you streamline your software delivery, reduce the cognitive load of your engineering teams, and promote Green IT practices. Step 1. Modernize your infrastructure in sophisticated service catalog supported by Infra Import, a Terraform generator in a full GitOps-first approach. Step 2. Scale the adoption of your platform and lighten workload for end-users and DevOps with a UX-strong internal developer platform. Your tools, automation, and cloud will be accessible without expert knowledge while still keeping control and best practices. Step 3. Allow your teams to continuously optimize their projects with a 360° overview of CI/CD pipelines, automation, documentation, KPI’s, FinOps and GreenOps. With Cycloid, you will enable a future where technology and sustainability can coexist harmoniously, leaving a lasting positive legacy.

Google AI Studio is a comprehensive, web-based development environment that democratizes access to Google's cutting-edge AI models, notably the Gemini family, enabling a broad spectrum of users to explore and build innovative applications. This platform facilitates rapid prototyping by providing an intuitive interface for prompt engineering, allowing developers to meticulously craft and refine their interactions with AI. Beyond basic experimentation, AI Studio supports the seamless integration of AI capabilities into diverse projects, from simple chatbots to complex data analysis tools. Users can rigorously test different prompts, observe model behaviors, and iteratively refine their AI-driven solutions within a collaborative and user-friendly environment. This empowers developers to push the boundaries of AI application development, fostering creativity and accelerating the realization of AI-powered solutions.

UserWay is a leader in digital accessibility compliance, committed to empowering the fundamental human right for inclusive digital experiences and usability. Trusted by over 1 million websites across the globe, UserWay’s AI-powered technologies break down barriers hindering digital inclusion, ensuring that every digital interaction is seamless and user-friendly. UserWay’s team of web accessibility experts combine a deep legal and technical prowess, ensuring compliance with multiple global laws and standards, including WCAG 2.2, ADA, EN 301-549, and Section 508. In addition to the cutting-edge Accessibility Widget, UserWay's suite of offerings include the Accessibility Scanner that automates violation detection and remediation, and manual Accessibility Audits. Their Accessibility Plugin provides native integration for seamless accessibility enhancement. Discover why millions of users rely on UserWay’s accessibility solutions for inclusion and compliance.

👉 Plug-and-play software to build and track your own referral program or affiliate program. Voted #1 by marketers across the globe. The only referral software officially certified by HubSpot. 👉 Build your program in days not weeks, using our drag-and-drop campaign builder. We offer advanced white label customisation without writing a line of code! Create referral programs, affiliate programs, ambassador programs, refer to win competitions, and more! 👉Access +1000 pre-built referral program templates, or build a campaign from scratch. Style your campaign to look and feel 100% on brand. Easy to track who referred who. Issue rewards for referrals automatically (cash, vouchers, or upload your own coupons). 👉What is unique about Referral Factory is that you don't need to install tracking scripts on your website to get started, you get a ‘no code’ solution right out of the box. We also offer integrations with Hubspot, Salesforce, Intercom, Zoho, Pipedrive and more.

Acuity PPM provides Senior Leaders and Project Management Teams (PMO's) with easy-to-use portfolio management software to manage the project portfolio. Acuity PPM provides a Work Intake module to support demand management and helps you create and evaluate new project requests through prioritization, financial planning and resource management (capacity planning). Once a request is approved, project teams can track project progress with centralized status reports, track key milestones, risks, issues, financial plans, decisions, lessons learned, project and portfolio roadmaps, and resource plans in Acuity PPM. This helps leadership teams select the right projects for the organization. Connect to common Project Management tools such as Jira, Smartsheet, Asana, Wrike, Monday.com, and others. Our implementations are measured in days, not weeks or months like many vendors. Get started quickly and give leadership the single source of truth they need to accomplish strategic goals.

GitLab is a complete DevOps platform. With GitLab, you get a complete CI/CD toolchain out-of-the-box. One interface. One conversation. One permission model. GitLab is a complete DevOps platform, delivered as a single application, fundamentally changing the way Development, Security, and Ops teams collaborate. GitLab helps teams accelerate software delivery from weeks to minutes, reduce development costs, and reduce the risk of application vulnerabilities while increasing developer productivity. Source code management enables coordination, sharing and collaboration across the entire software development team. Track and merge branches, audit changes and enable concurrent work, to accelerate software delivery. Review code, discuss changes, share knowledge, and identify defects in code among distributed teams via asynchronous review and commenting. Automate, track and report code reviews.