Why GitHub Copilot is Overrated and What Works Better

As a solo founder or indie hacker, you’re always looking for ways to optimize your workflow and get more done in less time. Enter GitHub Copilot, the AI-powered coding assistant that promised to revolutionize the way we write code. But after a couple of years of hype, is it really living up to the expectations? Spoiler alert: I think it’s overrated. Let’s dive into why and explore some alternatives that actually deliver.

The Reality of GitHub Copilot

GitHub Copilot is designed to suggest code snippets and complete functions based on natural language prompts. While it sounds great in theory, in practice, it often falls short. Here are a few reasons why:

1. Contextual Limitations: Copilot struggles with understanding the broader context of your code, leading to irrelevant suggestions.
2. Quality of Output: The code it generates can be suboptimal or even incorrect, requiring more time to debug than if you wrote it yourself.
3. Dependency Issues: It often suggests libraries or methods that may not be the best fit for your project, leading to potential bloat.

In our experience, while Copilot can be useful for quick snippets, relying on it for larger projects can be a gamble.

Alternatives to GitHub Copilot

Let’s explore some tools that can complement or even replace GitHub Copilot effectively.

1. Tabnine

• What it does: AI-driven code completion tool that integrates with multiple IDEs.
• Pricing: Free tier + $12/mo for Pro.
• Best for: Developers looking for better context-aware suggestions.
• Limitations: Doesn’t support all programming languages as effectively.
• Our take: We use Tabnine for its context awareness in JavaScript projects.

2. Codeium

• What it does: AI tool that provides code suggestions based on context and comments.
• Pricing: Free.
• Best for: Beginners needing quick help without the cost.
• Limitations: Less effective with complex codebases.
• Our take: We’ve found it useful for quick prototyping.

3. Replit Ghostwriter

• What it does: AI pair programmer that helps you write code within the Replit environment.
• Pricing: $20/mo.
• Best for: Rapid prototyping and collaborative coding.
• Limitations: Limited to the Replit platform.
• Our take: Great for quick iterations but not for production code.

4. Codex by OpenAI

• What it does: The underlying model behind Copilot but available for custom applications.
• Pricing: $0.01 per 1,000 tokens.
• Best for: Developers who want to build custom AI applications.
• Limitations: Requires more setup and understanding of API integration.
• Our take: We don’t use it because of the extra overhead, but it’s powerful.

5. Sourcery

• What it does: Provides code reviews and suggestions for Python.
• Pricing: Free tier + $19/mo for Pro.
• Best for: Python developers looking to improve code quality.
• Limitations: Limited to Python only.
• Our take: We depend on it for ensuring our Python code meets best practices.

6. Kite

• What it does: Code completion tool with a focus on Python and JavaScript.
• Pricing: Free tier + $19.90/mo for Pro.
• Best for: Developers who want solid completions without the AI hassle.
• Limitations: Not as robust for other languages.
• Our take: We’ve had mixed results with Kite, but it’s worth a try.

7. IntelliCode by Microsoft

• What it does: AI-assisted coding recommendations within Visual Studio.
• Pricing: Free.
• Best for: Visual Studio users.
• Limitations: Limited to Microsoft’s ecosystem.
• Our take: We stick to it for C# projects.

8. DeepCode

• What it does: AI-powered code review tool that analyzes your code for vulnerabilities.
• Pricing: Free for open source + $29/mo for Pro.
• Best for: Teams focused on security.
• Limitations: Slower than manual reviews for complex code.
• Our take: We use it for security checks, but not for everyday coding.

9. CodeGuru by AWS

• What it does: Automated code review and performance recommendations for Java and Python.
• Pricing: $19 per 1000 lines of code.
• Best for: AWS users looking for deep insights.
• Limitations: Can be expensive for large projects.
• Our take: We don’t use it due to cost but see its value for larger teams.

10. GitLab AutoDevOps

• What it does: Automates the entire software development lifecycle.
• Pricing: Free tier + $19/mo for Premium.
• Best for: Teams looking for CI/CD integration.
• Limitations: Requires a GitLab infrastructure.
• Our take: We prefer GitHub for version control, but it’s solid for CI/CD.

11. Codium

• What it does: AI code suggestions integrated into your IDE.
• Pricing: Free.
• Best for: Beginners who want to learn coding with assistance.
• Limitations: Limited to basic coding tasks.
• Our take: We recommend it for new developers.

12. Figma Plugins for Developers

• What it does: Integrates design and code, helping to visualize UI/UX.
• Pricing: Free.
• Best for: Developers working closely with designers.
• Limitations: Not a coding tool per se, but useful for workflow.
• Our take: We use it for design handoffs.

Comparison Table

| Tool | Pricing | Best For | Limitations | Our Verdict | |-------------------|----------------------------|--------------------------------------------|-------------------------------------|-------------------------------| | Tabnine | Free tier + $12/mo Pro | Context-aware suggestions | Limited language support | Good for JavaScript | | Codeium | Free | Beginners needing quick help | Less effective with complexity | Useful for prototyping | | Replit Ghostwriter| $20/mo | Rapid prototyping | Limited to Replit | Great for quick iterations | | Codex | $0.01 per 1,000 tokens | Custom AI applications | Requires API knowledge | Powerful but complex | | Sourcery | Free tier + $19/mo Pro | Python developers | Limited to Python | Good for code quality | | Kite | Free tier + $19.90/mo Pro | Python and JavaScript | Limited to a few languages | Mixed results | | IntelliCode | Free | Visual Studio users | Microsoft ecosystem only | Solid for C# | | DeepCode | Free for open source + $29/mo Pro | Security-focused teams | Slower than manual reviews | Good for security checks | | CodeGuru | $19 per 1000 lines | AWS users | Expensive for large projects | High cost | | GitLab AutoDevOps | Free tier + $19/mo Premium | CI/CD integration | Requires GitLab infrastructure | Good for CI/CD | | Codium | Free | Beginners | Limited to basic tasks | Recommend for new developers | | Figma Plugins | Free | Developers working with designers | Not a coding tool | Useful for design handoffs |

What We Actually Use

After testing various tools, here's what we actively use in our stack:

• Tabnine: For JavaScript coding.
• Sourcery: To ensure our Python code is clean and secure.
• Figma Plugins: For managing design handoffs smoothly.

Conclusion

If you're considering GitHub Copilot, proceed with caution. While it does have its moments of brilliance, the limitations can outweigh the benefits, especially for indie hackers and solo founders on a budget. Instead, consider using a combination of tools like Tabnine and Sourcery to fill in the gaps and improve your coding experience.

Start Here

If you're looking for a more reliable coding companion, start with Tabnine for your JavaScript projects or Sourcery for Python. These tools provide better context and higher quality suggestions than GitHub Copilot.