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Humans have always sought ways to make their work easier. Software developers, in particular, have been instrumental in automating tasks across various industries. However, developers themselves haven't experienced the same level of job automation and facilitation. That is, until AI code generation tools became widely available.

These tools significantly enhance the efficiency and speed of the development process by allowing coders to generate, complete, or review code using simple, natural language text requests. AI code tools are immensely useful, whether you're a beginner or an expert.

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The widespread use of AI code generators has also led to the creation of vast amounts of code and a growing need for developer productivity tools. Ideally, you should be able to save the generated code, modify it as needed, reuse code snippets, and seamlessly integrate the generated code into your preferred integrated development environment (IDE). Great code management tools are essential but not that easy to find.

On the other hand, there are a wide variety of AI-based code generation tools available. While most of them work similarly, there are many aspects where they differ. This article explores nine of the most popular AI code generation tools right now, focusing on the accuracy and verbosity of the generated code, the ease of use of the tools, the available modes of use, pricing, the speed at which they output a response, and any additional features they offer. By the end of the article, you'll have a good understanding of the different options and which one is best for you.

When discussing the best AI code generators, Pieces for Developers is a hugely underrated option. Its capabilities in code generation, as well as code management overall, are among the best on the market. Let's begin exploring Pieces and its AI code generation abilities.

To use Pieces for Developers for code generation, you need to first install the Desktop App, which is a visual GUI. Note that you can also use Pieces with the JetBrains IDE, Visual Studio Code, or JupyterLab, as well as install Pieces extensions for Google Chrome, Edge, Microsoft Teams, and so on. However, the Pieces for Developers Desktop App is the most robust option to start with, allowing you to navigate through your snippets visually, transform them between languages, and generate code with a personal copilot.

To start generating code, click the + Add Snippets button. You'll be presented with various ways to add a snippet, as shown in the picture below. Since you want to generate a piece of code, click Describe a Snippet to Generate. Alternatively, you can open the same window by pressing Ctrl+Shift+P.

This output only takes a few seconds to generate because Pieces uses local machine learning models, making your data completely private and secure. Apart from being fast and completely free, the output of Pieces is also very accurate, as you can see from this simple example. However, the real power of the app doesn't come solely from using generative AI to write code. Instead, what sets Pieces for Developers apart from other AI-based code generators on this list is its code management suite.

As Pieces Copilot is a brand-new tool, its function and use cases will expand regularly. For example, an update next week will allow you to ask whom within your organization you should talk to about a specific coding question or snippet, which can significantly improve collaboration.

Pieces for Developers is one of the most underrated AI code generation tools out there. It's straightforward to use, accurate, fast, and free, and can be used as a desktop app, as an extension in popular browsers, or integrated with an IDE. However, the most significant advantage Pieces has over other tools on the list is how easy it makes saving, enriching, sharing, finding and reusing snippets.

GitHub Copilot is among the first and most popular AI tools that can generate code. Driven by the OpenAI Codex language model, Copilot is based on open source code from GitHub and trained on billions of lines of code. It also has the ability to suggest and complete lines of code, including entire functions. It assists in error identification, security threat detection, and debugging and can generate helpful comments. If you are not satisfied with the suggestions provided, you can conveniently toggle between different suggestions until you find one that suits your needs.

Copilot is also able to quickly generate code from a simple text prompt. All you need to do is write a comment explaining what you want to accomplish, and Copilot will output a piece of code that does exactly what you described. Just make sure to make the instructions as clear as possible so that Copilot's code is more accurate. Keep in mind that AI generated code with GitHub is only as good as the prompts you give it (and not based on pre-trained context of your repository like with Pieces), so be as specific as you can. Don't give the tool any doubt about what you want it to accomplish. If your instructions are vague, it's quite possible that Copilot will output something different from what you had in mind. Take a look at this Python snippet provided by GitHub Copilot for an example of a good prompt:

Copilot is very accurate and provides real-time feedback and suggestions. As you write, Copilot understands the context of your code and which frameworks you're using to provide you with relevant recommendations. All of these will make you significantly more productive and efficient. In addition, Copilot can work with popular IDEs and offers extensions for tools such as JetBrains and Visual Studio Code. It also supports many different programming languages.

On the other hand, Copilot is one of the few AI code generation tools that doesn't have a free version (with certain exceptions, such as for students and teachers). Its price ranges from $10 per month for individuals to $19 per month for businesses.

Copilot is accurate, easy to use, and very fast. It's also easy to integrate with popular IDEs. But there's no free version of it, so you'll need to pay if you want to use it. Also, it doesn't provide features such as saving and reusing code snippets.

When it first came out, ChatGPT shook the world with its instant popularity. Even those without any coding or technical expertise were very enthusiastic about it. Thanks to open source training data and natural language processing, ChatGPT is able to complete a huge range of different tasks. Using AI to generate code is one of its many abilities.

However, it also excels at explaining complex programming concepts and helping with code debugging. That said, ChatGPT has many capabilities outside of coding. Among its countless use cases, you can use it to get information about any topic, translate text between languages, reply to emails for you, and even just have a conversation with it.

ChatGPT is extremely easy to use. All you need to do is give it instructions in plain, natural language, and it will be able to understand your request and respond to it. As with most code generative AI tools, the answers may not always be perfectly accurate, but their accuracy is satisfactory. To illustrate its capabilities, the following is its response to a request for the same function from GitHub Copilot's landing page:

Similar to GitHub Copilot, you don't have to simply accept ChatGPT's code if you're not satisfied with it. Instead, you can iteratively improve on the generated code. Once the code is generated, you can ask ChatGPT to modify it, giving it instructions regarding the direction in which you want it to change the code. Tell it why you don't like the code and what it can do to improve it. You can do this multiple times until ChatGPT finally produces code that completely meets your expectations.

One of the cons of ChatGPT is that unlike many of the tools listed here, it's not built specifically for AI code generation. This means that although it will generate code, its accuracy may not be on par with the other tools on the list, and it may often be more verbose than needed. Also, ChatGPT can't be integrated with your favorite IDE, so you'll have to copy and paste its output.

ChatGPT is one of the most useful AI tools to have in your arsenal. It's universal, and you can really use ChatGPT for anything, including AI code generation. Its ease of use and its free features mean that you can set it up and generate code in literally a few minutes. Like with all AI tools, you'll need to check the code accuracy yourself, although the code is much more accurate with ChatGPT Plus.

Replit Ghostwriter is a browser-based AI tool that helps you generate and debug code. You don't have to download anything, and you can use it from anywhere. It comes with a chat interface where you can give prompts to the Ghostwriter AI. In a way, it's as if you had ChatGPT right in your editor.

The Ghostwriter AI will give you suggestions for auto-completing your code as you write. It will also automatically check your code for bugs, detect mistakes, and even recommend ways to correct the code. As you're typing, Ghostwriter can comprehend the context of your code, enabling it to provide relevant suggestions accordingly.

Replit has a few different pricing plans, including a free plan, a $7/month plan, and a $20/month plan. However, only the $20/month plan includes Ghostwriter, so that's what you'll need to get Replit's AI for code generation capabilities.

The Replit Ghostwriter AI is a great option if you're looking for a browser-based platform that you can access from anywhere. It's great for auto-completing code and debugging, as well as for giving it prompts through its chat interface.

Tabnine is a very popular, deep-learning-based AI code generator. Like many of the tools on the list, it's able to auto-complete your code and give you code suggestions. The code it outputs will be written in the same style as your code. It's generally accurate and fast, and it will work with many different programming languages. Another advantage is that it's very easy to integrate with the most popular IDEs. ff782bc1db