Why Most Developers Overrate GitHub Copilot (And What You Should Use Instead)

As a developer, you might feel the pressure to keep up with the latest trends, and GitHub Copilot has been the darling of the AI coding world. But here’s the truth: many developers are overrated. While it can assist with boilerplate code and simple functions, it often falls short when faced with complex tasks or nuanced requirements. If you're relying solely on Copilot, you might be missing out on tools that actually enhance your coding workflow.

1. Understanding GitHub Copilot's Limitations

What It Does

GitHub Copilot is an AI-powered code completion tool that suggests whole lines or blocks of code based on the context of what you're writing.

Pricing

• $10/month for individuals
• $19/month for teams

Limitations

• Struggles with complex logic and domain-specific code.
• Often generates insecure code if not closely monitored.
• Requires a good understanding of the task to make the most of its suggestions.

Our Take

We’ve used Copilot for basic tasks, but often find ourselves rewriting suggestions it provides. It's a starting point, not a solution.

2. Real Alternatives to Consider

Let’s look at some alternatives that can be more beneficial depending on your needs.

| Tool | Pricing | Best For | Limitations | Our Verdict | |------------------|--------------------------|-----------------------------------|-------------------------------------------|----------------------------------| | Tabnine | Free; Pro at $12/mo | Autocomplete for any language | Limited to code completion | We use it for quick suggestions. | | Replit | Free tier + $7/mo for Pro | Collaborative coding | Not ideal for large projects | Great for pair programming. | | Kite | Free; Pro at $19.99/mo | Python and JavaScript coding | Supports fewer languages | We found it helpful for Python. | | Codex | $0.10 per token | Natural language to code | Costs can add up quickly | We don’t use it due to costs. | | Sourcery | Free; Pro at $20/mo | Python code improvement | Limited to Python | We use it to refactor code. | | Codeium | Free | Multi-language code suggestions | Less mature than others | We’re testing it out. | | Jupyter Notebook | Free | Data science and prototyping | Not a traditional IDE | We use it for data-related tasks. | | IntelliCode | Free | Visual Studio users | Limited features compared to others | We don’t use it much. | | AI21 Studio | Free tier + $5/mo | Natural language processing tasks | Not focused on coding | We’ve experimented but not for coding. | | Ponic | $15/month | AI-driven code reviews | Newer tool, not as widely adopted | We haven't tried it yet. |

3. A Closer Look at Tabnine

What It Actually Does

Tabnine offers AI-powered code completion across a variety of languages, learning from your codebase to provide more relevant suggestions.

Pricing

• Free tier available
• Pro version at $12/month

Limitations

• May not always understand the context as well as expected.
• The free version is limited in features.

Our Take

We use Tabnine for its speed and relevance in code suggestions, especially in larger projects where context is crucial.

4. Choosing the Right Tool for Your Needs

When deciding on a coding assistant, consider the following:

• Project Type: For collaborative projects, tools like Replit shine. For solo coding, Tabnine or Kite could be more beneficial.
• Language Support: If you're primarily coding in Python, Kite or Sourcery may be better suited for you.
• Budget: If you’re cost-conscious, starting with free tiers can help you gauge what fits best without financial commitment.

5. Feature Comparison

Here’s a quick comparison of key features of the tools we discussed:

| Feature | GitHub Copilot | Tabnine | Replit | Kite | Sourcery | |----------------------|----------------|---------------|---------------|---------------|---------------| | Code Completion | Yes | Yes | Yes | Yes | Yes | | Language Support | Many | Many | JavaScript, Python | Python, JS | Python | | Collaboration | Limited | No | Yes | No | No | | Cost Efficiency | Moderate | Good | Free tier | Moderate | Moderate |

Conclusion: Start Here

If you're looking to enhance your coding workflow, don't just rely on GitHub Copilot. Start by experimenting with Tabnine for autocomplete or Replit for collaborative efforts. Each tool has its unique strengths and weaknesses, so you’ll want to align your choice with your specific needs and project type.

What We Actually Use: In our experience, we primarily rely on Tabnine for its efficiency and Sourcery for code improvement.