As developers embrace the potential of artificial intelligence, AI coding tools have become essential for generating high-quality, efficient code.
In this article, we’ll Highlight the 10 best AI coding tools for developers, with a focus on their features, capabilities, and ease of use.
Discover the World of AI-Generated Code
Before diving into the best AI coding tools, let’s understand what AI-generated code is and how it can benefit your development workflow.
AI-generated code is the code written or assisted by artificial intelligence algorithms. These AI-powered tools can create programs, translate programming languages, auto-generate documentation, and even help you find code snippets faster.
Popular tools like OpenAI’s Codex and GitHub Copilot have made AI-generated code more accessible and practical than ever.
Some concerns, such as security vulnerabilities and copyright issues, remain unresolved, highlighting the need for human oversight and expertise.
Now that you have a better understanding of AI-generated code, let’s explore the 10 best AI coding tools available that can boost developers’ workflow.
1. GitHub Copilot X
GitHub Copilot X is a cutting-edge AI-powered tool that streamlines software development tasks, minimizes manual work, and empowers developers to focus on innovation and accelerate progress.
This powerful AI-driven tool is poised to transform the software development landscape. By seamlessly integrating AI into the developer experience, GitHub Copilot X alleviates manual tasks and streamlines the development process, ultimately allowing developers to channel their creative energy into building groundbreaking innovations.
Key features of GitHub Copilot X include:
- GitHub Copilot Chat: A ChatGPT-like experience within your editor that provides in-depth analysis, explanations, and fixes for errors, as well as the ability to generate unit tests.
- AI-generated Pull Request Descriptions: Technical previews of the first AI-generated descriptions for pull requests, powered by OpenAI’s GPT-4 model, which developers can review or modify as needed.
- AI-powered Answers for Documentation: GitHub Copilot for Docs, an experimental tool offering AI-generated responses to questions about documentation, languages, frameworks, and technologies in a chat interface.
The integration of GPT-4, OpenAI’s latest AI model, enables more precise logical reasoning and code generation, resulting in tailored suggestions in pull requests and an improved understanding of developer codebases.
While GitHub Copilot X is still being refined, with some features in experimental stages or available only through waitlists, the potential for a radical improvement in the software development lifecycle is evident.
As technology continues to evolve, developers can look forward to a more efficient, productive, and enjoyable development experience, ultimately resulting in better software for everyone.
Price GitHub Copilot X is $10 per calendar month
2. Ghostwriter Chat
Ghostwriter Chat is an innovative AI pair programmer designed to streamline the software development process and improve the coding experience.
Building on the success of Replit’s Ghostwriter, Ghostwriter Chat introduces new features like proactive debugging and smart project context awareness, providing an even more seamless coding experience.
One of the key features that impressed me was Ghostwriter Chat’s ability to understand my project’s context.
Unlike traditional search methods or other AI tools, Ghostwriter Chat lives in the IDE and is aware of my code, offering accurate and relevant solutions from the very first prompt. This added context saves time and enables a more efficient coding experience.
Another standout feature was Ghostwriter Chat’s proactive debugger. Typically, when encountering errors, developers must search for solutions outside their IDE, causing interruptions in their workflow.
With Ghostwriter Chat, this is no longer the case. As soon as an error appears, Ghostwriter Chat proactively suggests solutions, providing a complete code block with explanations that can be pasted directly into the project without leaving the IDE.
This feature significantly improved my development workflow, keeping me in the flow and focused on coding.
As someone who has experienced the power of Ghostwriter Chat firsthand, I can attest to its potential in transforming the software development process.
The smart context awareness and proactive debugging features set a new standard for AI pair programming, and I’m confident that developers will come to expect this level of utility from AI-driven coding tools in the future.
Ghostwriter Chat is a testament to the untapped potential of Large Language Models (LLMs) in revolutionizing software creation.
It’s seamless integration and innovative features make it an invaluable tool for developers, and I eagerly anticipate the future advancements that Replit and the Ghostwriter Chat team have in store.
Price for Ghostwriter Chat is Free or $7/mo
OpenAI’s ChatGPT is an advanced natural language processing model designed to enhance productivity and streamline the software development process.
ChatGPT can assist developers with coding tasks by providing contextualized text prompts, code templates, and programming knowledge.
One of the key strengths of ChatGPT lies in its ability to support code completion, generation, optimization, documentation, performance, correction, and explanation. The AI model can analyze source code and offer insights into various coding languages, resolve coding problems, and provide advice on software development. This proved to be incredibly helpful during my review process.
Additionally, ChatGPT can assist developers in writing unit tests by analyzing the code and suggesting test cases based on the code’s behavior and functionality. This can significantly reduce the time and effort required for writing unit tests and improve their accuracy.
However, it is essential to note that ChatGPT is not a replacement for developers, nor can it be used to learn how to code. It is a supplemental tool designed to enhance productivity and output.
- ChatGPT serves as a mentor for code completion, optimization, performance, correction, and explanation.
- It provides insights into code design and structure.
- It can identify areas requiring refactoring, simplification, review, or improvement.
- It can generate source code documentation by analyzing the code and offering explanations and annotations.
- ChatGPT lacks an inherent understanding of code but recognizes correct code structure.
- Rephrasing the prompt can lead to varying outcomes.
- The training data is restricted to 2021, limiting its scope.
- The tool may not be the ideal choice for generating code requiring extensive context.
My experience with ChatGPT has been overwhelmingly positive. Its advanced capabilities make it a powerful tool for developers, and I look forward to witnessing the impact it will have on the software development industry.
Price for ChatGpt is Free or $20/mo
4. OpenAI Codex
OpenAI Codex is a programming model that is a descendant of GPT-3, but with a significant improvement in its capabilities.
One of the most significant benefits of OpenAI Codex is its memory of 14KB for Python code, which is three times larger than GPT-3’s memory of only 4 KB. This allows OpenAI Codex to take into account a lot more contextual information while performing any programming task.
While GPT-3’s main skill is generating natural language in response to a natural language prompt, OpenAI Codex goes a step further by producing working code.
This means that you can give commands in English to any software with an API, making it easier for programmers to break down a problem into simpler problems and map those to existing code libraries or functions.
This feature of OpenAI Codex can be particularly helpful for those who find writing code to be a daunting task.
OpenAI Codex is a general-purpose programming model that can be applied to any programming task, although results may vary. It has been used successfully for transpilation, explaining code, and refactoring code.
Price for Open AI Codex is Free (Limited Beta)
TabNine is an excellent AI code completion tool that can significantly enhance your coding experience.
It utilizes deep learning algorithms to provide intelligent code suggestions based on your coding patterns in languages such as Java, Python, and C++. With automated code completion, syntax highlighting, auto-generated tests, and integration with popular IDEs, TabNine is a great productivity booster for developers.
It supports over 20 languages and 15 editors, including VS Code, IntelliJ, Android Studio, and Vim, making it a versatile tool for different coding environments.
One of the most significant benefits of TabNine is its real-time code completion which can significantly improve the pace of development. It also protects code privacy and offers individualized language models that collaborate to create customized suggestions.
Its private model trained on your code ensures that the suggestions are tailored to your coding style.
TabNine’s predictions are available both locally and cloud-based, and it also offers a cloud-based version that enables developers to access their coding tools from any device.
However, the free version of TabNine is limited in its capabilities and can only provide suggestions for small projects. Additionally, the tool uses a lot of memory for a text editor feature on top of the text editor you’re using.
Sometimes, the tool’s UX can get busy with irrelevant suggestions, which can be distracting for developers.
Overall, TabNine is an excellent AI code completion tool that can enhance the coding experience for developers. Its advanced AI capabilities, integration with popular IDEs, and support for multiple programming languages make it a versatile and valuable tool for developers.
Price for Tabnine is Free or $12/mo
AlphaCode is an AI-based code generator backed by Google’s DeepMind. AlphaCode is designed to provide developers with access to pre-made source code from various language libraries, making it easier to connect and use third-party APIs quickly and efficiently.
One of the most significant benefits of AlphaCode is its vast library of pre-made code, which can significantly speed up the development process for developers. With AlphaCode, developers can leverage thousands of pre-made libraries, making it easier to connect to different APIs and write code more efficiently.
Despite its potential benefits, developers will need to wait for further developments before being able to use AlphaCode in their projects.
Nonetheless, the promise of AlphaCode as an AI-based code generator backed by Google’s DeepMind suggests that it may be a valuable tool for developers in the future.
Price for AlphaCode is Yet to release.
Note: Salesforce is also working on CodeGen which is an open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.
One of the most significant benefits of CodeT5 is its ability to generate code reliably and with minimal errors. This feature can significantly speed up the development process, allowing developers to focus on other aspects of the project. Additionally, CodeT5 has both online and offline versions, ensuring data security and flexibility in its usage.
Overall, CodeT5 is a valuable tool for developers looking to generate code quickly and reliably. Its support for multiple programming languages and open-source nature make it an accessible and versatile tool for different coding environments.
CodeT5 is Free and openSource
One of the most significant benefits of Datamaker is its ability to learn from its mistakes and improve over time. It is simple and intuitive to use, making it accessible for novice developers.
However, it’s important to evaluate whether it’s the right fit for a specific use case before using it.
While Datamaker can offer many benefits to developers, it may be difficult to navigate or configure the tool for some users.
Achieving specific results may require experimentation, and users do not have ownership of the generated code. Nonetheless, Datamaker is a useful tool for code generation in a Domain Specific category.
Datamaker Coder Tool is available for a monthly fee of $9.99.
9. What the Diff
What-the-Diff is an excellent AI-powered app that can review pull request diffs and provide descriptive comments about the changes in plain English. What-the-Diff utilizes the GitHub API to obtain the pull request diff and employs an AI model to generate a description of the changes without storing the code.
The tool provides insight into the context of the changes and highlights semantic differences besides the usual line-by-line code comparisons, enabling developers to identify issues quickly and accurately.
One of the most significant benefits of What-the-Diff is its clean user interface, which is easy to navigate.
It also supports almost all programming languages, and it offers complete control over when and how to analyze your pull requests.
Additionally, it has the ability to identify and ignore differences that are not relevant to the code changes, such as differences in white space or formatting.
However, What-the-Diff requires full access to your code to read the diff, which may be a concern for some developers.
It may not be suitable for larger codebases or complex changes, and while the tool identifies differences between code changes, it may not offer solutions or fixes for the identified differences.
Overall, What-the-Diff is an excellent tool for code explanation and refactoring. However, as a relatively new tool, it may not yet have all the features and integrations that more established comparison tools offer.
It is available for free or for a monthly fee of $19
10. AI Query
AI Query is a powerful natural language processing tool that enables developers to interact with their databases using plain English sentences that it then translates into SQL queries.
The tool can understand complex queries and generate SQL queries that can be executed on the underlying database, making it highly versatile and capable of handling multiple databases and different database schemas.
It supports a wide range of data types and offers a range of features, including SQL Query Generation, SQL Explanations, and Database Schema.
One of the most significant benefits of AI Query is its user-friendly interface, making it accessible for individuals with no coding background.
The tool stores SQL query history, allowing users to save and share SQL queries, and supports PostgreSQL, MySQL, MariaDB, and SQL Server.
However, AI Query may not always understand the query intent, leading to incorrect translations or data retrieval.
It may not support all SQL syntax, limiting the queries that can be executed, and it may require manual query adjustments for complex queries and the underlying data structure.
Additionally, there is a potential lack of transparency in the inner workings of the AI algorithm.
Overall, AI Query is an excellent tool for generating SQL queries quickly and easily using natural language processing.
It is available in the market as a new tool with a range of features, and it has the potential to simplify database interaction for developers.
However, users need to evaluate whether it’s the right fit for their use case before using it.
The price for AI query is $10/mo
Certainly! Generative AI has revolutionized the way code is generated, resulting in increased efficiency and productivity in programming.
While these AI coding tools have their benefits, it’s important to remember that they are still being developed and require human supervision and expertise to ensure success.
This article has provided a list of tools for developers, but it’s essential to guide AI in the right direction and check its output for accuracy.
Although these tools can generate perfect code, they can also produce irrelevant results, so it’s important to distinguish between good and bad code to use them effectively.
In summary, while generative AI has immense potential in automating coding tasks, it’s crucial to work collaboratively with AI to generate reliable code efficiently.
These tools can supplement coding practices, but they are not a complete solution. With human supervision and guidance, we can make the most out of these AI coding tools.