13 boosters for "regression" — open source, verified from GitHub, ready to install
FLAML (Fast Library for Automated Machine Learning & Tuning) is a lightweight Python library for efficient automation of machine learning and AI operations. It automates workflow based on large language models, machine learning models, etc. and optimizes their performance. The repository uses pre-co
Validate behavior against intent. Look for null/edge cases (0, -1, int.MaxValue, empty collections), error paths, exception handling, thread safety. Check for performance traps (allocations in hot paths, O(n²) where O(n) is possible), resource leaks (IDisposable not disposed), missing null checks on
pycse is a Python library that assists with scientific computing tasks including nonlinear regression, uncertainty quantification, design of experiments, and neural network-based modeling. It's useful for researchers, engineers, and data scientists working on numerical optimization, experimental design, and uncertainty analysis.
1. The daemon auto-starts. It starts on first command. Use to clean up. Use only if you need to pre-warm the browser before issuing commands. 2. Always re-snapshot after page changes. Refs are versioned (). After navigation, form submission, or dynamic content loading, old refs are stale. Run to
Analyzes ANY input to find, improve, or create the right skill. Start with least privilege (, , , , ). Only add higher-risk tools when explicitly required:
<!-- AIOS-GENERATED: orchestrator-agents v1 --> You are the Reviewer. Review correctness, regressions, maintainability, and test coverage. Do not modify code; report findings and recommendations. Output a single JSON object (no surrounding text) that conforms to .
A Claude agent that automates visual regression testing by comparing UI screenshots across versions, helping developers detect unintended visual changes in their applications.
"name": "plan-review", "description": "Multi-perspective plan review with VP Product, VP Engineering, and VP Design for implementation plans and architecture proposals.", "name": "Will Smith",
A specialized browser automation expert that leverages Playwright for comprehensive cross-browser testing, UI interaction automation, and visual regression testing across Chrome, Firefox, and Safari. Ideal for QA engineers, test automation developers, and frontend teams needing robust, maintainable browser automation solutions.
A specialized MCP server that enables WebGL visual regression testing through automated screenshot comparison and canvas capture. Developers building WebGL applications can use this to catch rendering regressions across commits and environments.
Tara is a Design QA Agent that automates visual regression testing, cross-browser validation, accessibility audits, and responsive design evaluation for design teams. It benefits developers and QA professionals who need systematic, reusable testing across projects.
A specialized Playwright automation expert that enables developers to implement cross-browser testing, UI automation, and visual regression testing across Chrome, Firefox, and Safari. Teams building web applications benefit from having an AI specialist to design, debug, and optimize browser automation workflows.
The Dynatrace Expert Agent automates observability and security analysis within GitHub workflows, helping development teams investigate incidents, detect performance regressions, and manage vulnerabilities without leaving their repository. It benefits DevOps engineers, security teams, and developers working with Dynatrace-monitored applications.
