Mastering GitHub Copilot: A Step-by-Step Guide to Accelerate Code Development, Testing, Review, and Deployment (Includes Real Prompts)

Unlocking the New Potential of GitHub Copilot

If you haven’t explored the latest features of GitHub Copilot since the launch of mission control, you’re missing out on a tool that’s undergone a transformative evolution. Originally designed as a simple autocomplete tool, Copilot has now become a comprehensive AI coding assistant capable of managing complex workflows, resolving failed tests, reviewing pull requests, and deploying code—all seamlessly integrated within VS Code or GitHub itself.

The Evolution of Copilot’s Functionality

Back in 2021, Copilot fundamentally changed the way we edited code. Now, with the introduction of Agent HQ and mission control, it’s revolutionizing the overall software development lifecycle—how we build, review, secure, and ship software.

For Example:

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// Before
"Write tests for thismodule" = manual setup, fixtures, and edge cases

// Now
Ask Copilot: "Generate Jest tests for userSessionService with cache-enabled branch coverage"
Full test suite + explanations in record time

This exemplifies how Copilot has morphed from a basic autocompletion tool into a robust AI assistant that understands context, utilizes advanced reasoning models, and can execute tasks across multiple files, allowing for seamless navigation between your editor, terminal, and GitHub.

Getting Started: Your One-Week Copilot Challenge

To dive into the new features, challenge yourself over one week:

  • Day 1: Install Copilot and enable mission control in VS Code. Run your first workflow—"explain repo + list failing tests."

  • Day 2: Connect to your favorite MCP servers or use the built-in GitHub MCP server. Activate agent mode to add a small feature or test.

  • Day 3: Use mission control to generate tests or scaffold a feature.

  • Day 4: Enable Copilot for code reviews and open a pull request.

  • Days 5-6: Assign a refactor issue to the Copilot coding agent.

  • End of week: Give yourself a day of rest and reflection.

What’s New with Copilot

Larger Context and Cross-file Reasoning

Earlier versions of Copilot could only see what you were actively typing. Now, it can analyze your entire project, reading across multiple files to capture intent and relationships:

  • Prompt Example: “Find every function using outdated crypto libraries and refactor them to the new API. Open a draft PR.”

This capability allows Copilot to trace patterns and make informed updates, providing explanations along the way.

Model Selection for Specific Needs

Copilot now allows you to choose from various models tailored to your unique requirements. Whether you need speed for prototyping or depth for complex refactors, you can select the right model based on your tasks.

Beyond Simple Autocompletion

Copilot has expanded beyond basic code completion to offer a comprehensive suite of tools integrated into your workflow:

  • Mission Control: Manage multi-step tasks, generate tests, and open pull requests.

  • Agent Mode: Set outcomes, allowing Copilot to determine the best methods while gathering your feedback in real time.

  • Copilot CLI: Automate repository tasks directly from your terminal, providing greater versatility.

  • Coding Agent: Offload routine fixes or scaffolding tasks to Copilot.

  • Code Review: Let Copilot identify risky diffs or missing tests prior to merging.

Practical Use Cases with Copilot

Build Faster with Mission Control

Once you’ve installed the Copilot extension, enable agent mode and open mission control from the sidebar. Start by selecting a workflow—tests, refactoring, or documentation—or use a custom prompt.

Prompt Pattern Example:

plaintext

Add caching to userSessionService to reduce DB hits

In mission control, ask: “Add a Redis caching layer to userSessionService, generate hit/miss tests, and open a draft PR.” Copilot will create a new file, update the service, and open a draft PR with detailed summaries.

Use clear, concise comments in your code—not just on what the code does, but why it does it.

Break into the Terminal with Copilot CLI

The Copilot CLI delivers Copilot’s capabilities directly in your terminal. To set it up, use:

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npm install -g @github/copilot-cli
copilot /login

After successful authentication, run:

plaintext
copilot explain .

This command provides a structured overview of your repository, dependencies, and potential issues.

Common Commands Include:

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copilot explain .
copilot fix tests
copilot setup project
copilot edit src/*/.py

Copilot Code Review Functionality

Copilot now seamlessly integrates with GitHub to review pull requests without needing additional plugins. It can flag risky changes, missed test coverage, and potential bugs.

To get started, enable Copilot code review in your repository settings. When a PR is made, simply ask:

plaintext
Summarize the potential risks in this diff and suggest missing test coverage.

Copilot will reply with insightful notes for your consideration.

Setting Up Asynchronous Tasks with Copilot Coding Agent

The Copilot coding agent can handle complex issues, implement features, and open draft PRs—all without requiring immediate oversight.

Example Issue:

plaintext

Feature Request: CSV Import for User Sessions

  • File: import_user_sessions.py
  • Parse CSV with headers userId, timestamp, action
  • Validate: action in {login, logout, timeout}
  • Batch size: up to 10k rows
  • On success: append to session table
  • Include: tests, docs, API endpoint

Assign this issue to Copilot, and it will manage the implementation process, leading to an efficient workflow.

Best Practices and Guidelines for Copilot Usage

  • Review Everything: While AI aids in writing code, you must verify its logic and documentation before shipping.

  • Prompt with Context: Detailed prompts yield better outputs.

  • Utilize Small Increments: When using agent mode or making CLI edits, tackle one module at a time.

  • Keep Developers in the Loop: Especially concerning security and architectural decisions.

  • Document Decisions and Prompts: Maintaining a history assists in refining your usage of Copilot.

  • Build Trust Gradually: Begin with non-critical projects before expanding to essential workflows.

  • Be Aware of Context Limits: Copilot handles a lot of context, but ultra-large repos may still present challenges.

Why This Matters

Recent statistics show over 36 million developers joined GitHub this year, making GitHub Copilot a vital tool. Its capabilities are increasingly becoming a standard part of modern development practices.

Programming languages such as TypeScript and Python, with their robust structural frameworks, complement Copilot’s functionalities, resulting in accelerated feedback loops and fewer errors in code.

Moving Forward with Copilot

As you begin to unlock the true potential of GitHub Copilot through mission control, you’re adopting a toolkit designed for real-world software development.

Take a step back and focus on one segment of your workflow—whether it’s tests, documentation, or refactoring. Test Copilot’s efficiency, then consider scaling its use across broader aspects of your projects.

The roadmap is clear; the tools are at your disposal. Now, it’s your journey to embark upon.

Start using GitHub Copilot and discover what it can do for you.

James

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