Keploy vs Plottie
Side-by-side comparison to help you choose the right AI tool.
Keploy is an AI tool that automatically creates reliable unit and integration tests for developers.
Effortlessly create publication-quality scientific figures and illustrations in seconds, no coding needed with Plottie.
Feature Comparison
Keploy
AI-Generated Unit Tests
Say goodbye to the pain of manually writing unit tests. Keploy's Unit Testing Agent analyzes your codebase and instantly generates accurate, high-coverage unit tests. These aren't flaky or generic tests; they are context-aware, trained on your specific programming language, and designed to achieve up to 100% unit test coverage. This feature eliminates complex setup work and allows developers to focus on building features while ensuring every code path is verified automatically.
Record & Replay for API and Integration Testing
This is Keploy's superpower. Using eBPF, it non-intrusively records all API calls, database queries, and external HTTP interactions made to your application during normal use or development. It then converts these real traffic patterns into executable integration test cases and realistic data mocks (stubs). You can replay these tests anytime to ensure new code changes don't break existing behavior, effortlessly replicating complex system interactions without needing a full staging environment.
Seamless CI/CD Integration
Keploy is built for the modern DevOps workflow. It integrates directly into your CI/CD pipelines using popular tools like GitHub Actions, GitLab Runners, and Bitbucket Pipelines. Tests generated by Keploy can be triggered automatically on every pull request or build. This provides immediate feedback, catches regressions early, and ensures consistent code quality across all repositories without any additional environment setup or configuration headaches.
Centralized Test Management & Analytics
For teams and enterprises, Keploy offers a centralized dashboard to track testing health across the entire organization. You can visualize real-time metrics like test coverage, failure rates, and quality trends across multiple projects and repositories. Features like smart test deduplication remove redundant tests to keep your suite fast and clean, while global coverage insights give managers a comprehensive view of testing performance and robustness.
Plottie
AI-Powered Plot Generation
Plottie's AI editor allows users to create tailored visualizations effortlessly. By simply describing the desired figure in plain language, users receive polished, editable results that can be fine-tuned on an interactive canvas, making figure creation straightforward and efficient.
Extensive Library of Visuals
Access a vast repository of over 100,000 high-quality plots from prestigious journals such as Nature and Science. This extensive library serves as a valuable resource for inspiration, enabling users to explore various scientific visualizations across multiple disciplines.
Smart Data Analysis
Plottie automatically analyzes uploaded datasets to recommend the most suitable visualizations. By detecting data types and variable relationships, it guides users in choosing the best plot for their scientific story, reducing the guesswork involved in data representation.
Infinite Canvas Workspace
Plottie features a zoomable, infinite canvas that allows users to organize multiple plots and diagrams seamlessly. This workspace supports creative freedom, enabling you to arrange and auto-align your visualizations, making it ideal for drafting comprehensive papers or presentations.
Use Cases
Keploy
Accelerating Development Velocity for Agile Teams
Development teams can use Keploy to automatically generate a comprehensive test suite for every new feature or bug fix. Instead of spending hours writing tests, developers can rely on Keploy to create verified tests from their API calls, dramatically reducing cycle time. This allows teams to maintain high speed in agile sprints without compromising on quality, leading to faster releases and more productive developers.
Ensuring Quality in Microservices Architectures
Testing microservices is notoriously difficult due to complex dependencies. Keploy excels here by recording interactions between services and generating integration tests with accurate mocks for databases, gRPC, or HTTP calls. This allows teams to test service boundaries and interactions in isolation, catching integration issues early in the development phase before they reach production, ensuring the entire system works harmoniously.
Automating Test Generation for Legacy Code
Adding tests to an existing, untested legacy codebase is a daunting and expensive task. Keploy can be attached to a running legacy application to record its behavior. It then generates a foundational test suite that reflects the application's actual use, providing immediate test coverage and a safety net for future refactoring or modernization efforts, making the codebase more maintainable and secure.
Enforcing Quality Gates in CI/CD Pipelines
Engineering leads can integrate Keploy into their CI/CD pipeline to act as an automated quality gate. The GitHub PR Test Agent can automatically generate and run unit tests for every new pull request, providing coverage reports and pass/fail status directly in the PR conversation. This ensures that no code merges without adequate test coverage, maintaining high-quality standards across all team contributions automatically.
Plottie
Grant Proposal Preparation
Researchers can utilize Plottie to create compelling visualizations for grant proposals, effectively communicating their research ideas and methodologies. High-quality figures enhance the overall presentation and can significantly improve the chances of funding.
Conference Poster Design
When preparing for academic conferences, Plottie helps users generate eye-catching posters that stand out. With its easy-to-use tools, researchers can create visually appealing diagrams and charts that convey complex information in an accessible format.
Manuscript Submission
Plottie is invaluable for academics looking to submit papers to journals. By transforming raw data into publication-ready figures, it streamlines the manuscript preparation process, ensuring that visual elements meet high academic standards.
Educational Presentations
Students and educators can leverage Plottie to develop informative and engaging presentations. The platform's intuitive interface allows for quick creation of illustrations that enhance learning and facilitate better understanding of complex scientific concepts.