5 Ways to Use AI Tools to Improve Your Coding in Just 2 Hours

As indie hackers and solo founders, we often juggle multiple tasks while trying to build and ship our projects. One of the most time-consuming aspects can be coding. In 2026, AI coding tools have become incredibly efficient at reducing the time and effort required to write code. But how do we leverage these tools effectively in just 2 hours? Here’s a breakdown of five practical ways to do just that.

1. Code Autocompletion with AI

What It Does

AI-powered autocompletion tools can predict the next line of code or even entire functions based on what you’re currently writing. This can drastically speed up your coding process.

Pricing

• GitHub Copilot: $10/month per user
• Tabnine: Free tier + $12/month for pro features

Best For

Developers looking to speed up their coding by reducing the amount of repetitive typing.

Limitations

These tools can sometimes suggest incorrect or inefficient code. Always review their suggestions.

Our Take

We use GitHub Copilot in our projects. It saves us a ton of time, especially for boilerplate code. However, we always double-check the output to catch any potential errors.

2. Automated Code Review

What It Does

AI tools can analyze your code for potential bugs, style issues, and security vulnerabilities before you even run it.

Pricing

• DeepSource: Free tier + $12/month for advanced features
• CodeGuru: Starts at $19/month, no free tier

Best For

Teams looking to maintain code quality and ensure best practices without manual reviews.

Limitations

Automated reviews can miss context-specific issues that a human reviewer might catch.

Our Take

We've tried DeepSource and found it helpful for catching simple mistakes. However, it doesn't replace thorough testing or peer reviews.

3. Intelligent Documentation Generation

What It Does

These AI tools can automatically generate documentation for your code, which can save you hours of writing.

Pricing

• DocFX: Free
• Sphinx: Free (requires setup)

Best For

Projects where documentation is often neglected due to time constraints.

Limitations

Generated documentation might lack nuance and context that only the original developer can provide.

Our Take

We use Sphinx to generate documentation for our APIs. It's not perfect, but it significantly cuts down the time we spend on this task.

4. AI-Powered Debugging

What It Does

AI tools can assist in identifying and fixing bugs in your code by analyzing error patterns and suggesting potential fixes.

Pricing

• Sentry: Free tier + $29/month for pro features
• Rollbar: Free tier + $49/month for advanced features

Best For

Developers who spend too much time debugging and want to streamline the process.

Limitations

AI suggestions might not always be relevant, especially for complex bugs.

Our Take

We’ve experimented with Sentry and found it helpful for tracking down issues in real-time. Still, it’s not a substitute for understanding the codebase.

5. AI-Powered Learning Resources

What It Does

AI tools can provide tailored learning paths based on your current skills and the technologies you're using, helping you improve your coding abilities.

Pricing

• Codecademy: Free tier + $39.99/month for pro features
• LeetCode: Free tier + $35/month for premium access

Best For

Developers looking to upskill quickly and efficiently.

Limitations

The effectiveness can vary based on the quality of the AI's learning recommendations.

Our Take

We recommend LeetCode for tackling coding challenges. It’s great for sharpening your skills, but be prepared to invest time into solving problems.

Tool Comparison Table

| Tool | Pricing | Best For | Limitations | Our Verdict | |--------------------|-----------------------------|---------------------------------------|--------------------------------------|--------------------------------------| | GitHub Copilot | $10/month | Speeding up coding | May suggest incorrect code | Essential for us | | Tabnine | Free + $12/month | Autocompletion | Context-specific errors | Good for basic tasks | | DeepSource | Free + $12/month | Code review | Misses context-specific issues | Useful for quick checks | | CodeGuru | From $19/month | Automated code review | No free tier | Worth it for larger teams | | DocFX | Free | Documentation generation | Lacks nuance | Great starting point | | Sphinx | Free | API documentation | Requires setup | Good for our needs | | Sentry | Free + $29/month | Real-time error tracking | Not always relevant suggestions | Very helpful for debugging | | Rollbar | Free + $49/month | Advanced error tracking | Can get pricey | Useful for larger projects | | Codecademy | Free + $39.99/month | Learning new skills | Limited free content | Good for structured learning | | LeetCode | Free + $35/month | Coding challenges | Premium content can be limited | Great for practice |

Conclusion: Start Here

If you're looking to improve your coding skills in just 2 hours, start by integrating GitHub Copilot for faster coding, and pair it with Sentry for effective debugging. Add in DocFX for automated documentation, and utilize LeetCode for skill enhancement. This combination allows you to maximize your efficiency while minimizing the time spent on repetitive tasks.

In our experience, these tools have made a noticeable difference in our workflow, allowing us to focus on building rather than getting bogged down in the minutiae.