5 ways to transform your workflow using GitHub Copilot and MCP
Learn how to streamline your development workflow with five different MCP use cases.
Home / AI & ML
AI & ML
GitHub engineers and industry thought leaders offer tips, best practices, and practical explainers about various aspects of AI and ML, ranging from fundamental concepts to advanced techniques and real-world applications. For more detailed documentation and practical guides on GitHub’s own AI coding tool, GitHub Copilot, check out GitHub’s official documentation.
Featured
From idea to PR: A guide to GitHub Copilot’s agentic workflows
A practical guide to GitHub Copilot’s agentic coding agent, chat modes, and remote MCP server so you turn issues into tested PRs with clear steps (and no hype).
GitHub Copilot Spaces: Bring the right context to every suggestion
Learn how to build your first space in minutes and customize Copilot to match your team’s unique coding style and workflows.
5 tips for using GitHub Copilot with issues to boost your productivity
Reduce context-switching, minimize manual work, and accelerate resolution times with these new AI-powered features.
Latest
How the GitHub billing team uses the coding agent in GitHub Copilot to continuously burn down technical debt
Tech debt is a big problem that no one has time to solve. GitHub Copilot coding agent can help.
GitHub for Beginners: Code review and refactoring with GitHub Copilot
Learn how to use GitHub Copilot to help review and polish your code.
Assigning and completing issues with coding agent in GitHub Copilot
Have you tried the new coding agent in GitHub Copilot? Here’s how developers are using it to work more efficiently.
GitHub for Beginners: Test-driven development (TDD) with GitHub Copilot
See how to use GitHub Copilot to engage in some test-driven development.
Agent mode 101: All about GitHub Copilot’s powerful mode
A full look at agent mode in GitHub Copilot, including what it can do, when to use it, and best practices.
Vibe coding: Your roadmap to becoming an AI developer
Learn how to go from curious coder to AI wizard—with a little help from GitHub.
GitHub for Beginners: Building a React App with GitHub Copilot
Follow along and build a frontend client using React and Copilot Chat.
Real‑world video demo: Using different AI models in GitHub Copilot
Curious about how AI models perform in real-world scenarios with GitHub Copilot? Same. We made a live video demo to find out, and wrote up our key takeaways.
Copilot ask, edit, and agent modes: What they do and when to use them
An introduction to the three distinct modes of GitHub Copilot and a practical guide for integrating them effectively into your workflow.
The AI-powered DevOps revolution: Redefining developer collaboration
Collaboration is crucial to successful software delivery. Let’s dive into how AI can help your development teams decrease their time to delivery, and foster better communication and collaboration using GitHub Copilot.
GitHub for Beginners: Building a REST API with Copilot
See how you can use GitHub Copilot to build an API.
A guide to deciding what AI model to use in GitHub Copilot
What to look for with each model and how to test them in your workflows—with tips, tricks, and pointers.
From prompt to production: Building a landing page with Copilot agent mode
See how I built a developer-focused landing page in under 30 minutes using GitHub Copilot agent mode and Claude 3.5 Sonnet—with just screenshots and prompts.
Which AI model should I use with GitHub Copilot?
Ever wondered which AI model is the best fit for your GitHub Copilot project? Here are some things to consider.
GitHub for Beginners: Security best practices with GitHub Copilot
Learn how to leverage GitHub Copilot to make your code more secure.
The world's largest developer platform
GitHub
Build what’s next on GitHub, the place for anyone from anywhere to build anything.
GitHub Universe 2025
Last chance: Save $700 on your IRL pass to Universe and join us on Oct. 28-29 in San Francisco.