The advent of Generative AI has unleashed a multitude of fresh innovations and AI utilities. From generating AI-powered images to assisting in coding, the possibilities are vast and continuously expanding. In this article, I will explain you Best AI Coding Tools specifically designed to aid software development. You can utilize these AI coding tools to generate your code, resolve bugs in code, elucidate code snippets, unit tests and may unlock other numerous functionalities.
Table of Contents
What is AI Coding Tools?
An AI coding tool, also known as an AI coding assistant or AI-powered IDE (Integrated Development Environment), is a software application that utilizes artificial intelligence techniques to assist developers in various aspects of the coding process. These tools are designed to enhance productivity, provide code suggestions, automate repetitive tasks, offer code generation capabilities, and facilitate code analysis and debugging.
Best AI Coding Tools to Supercharge Your Career in 2023
If you’re a frequent user of VS Code for programming, CodeGPT is worth considering. Developed by Daniel San as a third-party extension for VS Code, it allows you to integrate ChatGPT models, including GPT-4, into your coding workflow by adding your own API key. I have personally utilized this extension and can attest that it ranks among the finest AI coding tools available for developers.
CodeGPT is an invaluable resource for all your coding inquiries, providing prompt and accurate responses. Beyond that, it empowers you to effortlessly generate code, handpick code snippets, and request detailed explanations for functions. It excels in identifying issues, offering solutions, refactoring code, aiding documentation, and much more. Additionally, you can leverage its functionality to craft unit tests for diverse functions, ensuring comprehensive code coverage.
CodeGPT offers support for a wide array of 16 programming languages. Not only does it integrate seamlessly with OpenAI’s ChatGPT models, but it also allows you to incorporate API keys from various other AI services, including Cohere, Anthropic, AI21 Labs, HuggingFace, and more. If you currently lack access to Copilot X, exploring CodeGPT is highly recommended as a valuable alternative.
Also Read : How to Improve Your Programming Skills in 2023
2. GitHub Copilot X
If you’re a developer seeking the ultimate AI coding tool, my strong recommendation goes to GitHub Copilot X. This exceptional AI assistant excels in code completion, code explanation, debugging, and a host of other functionalities. Powered by the highly acclaimed GPT-4 model, GitHub Copilot X stands out as one of the top-tier general-purpose AI models available today. It surpasses even the purpose-built OpenAI Codex model, which itself is a descendant of the esteemed GPT-3 series.
When it comes to features, GitHub Copilot X is designed to be your trusted AI companion rather than a mere substitute. It seamlessly integrates with every aspect of your workflow, providing contextual suggestions, code fixes, code translation, unit test generation, and an array of additional capabilities. The best part is that you don’t even have to go through lengthy documentation. Copilot X is capable of providing personalized answers to your queries directly from the documentation itself.
3. Amazon CodeWhisperer
In the realm of AI advancements, Amazon is not lagging behind and has introduced robust large language models tailored for specific use cases. One such offering is Amazon CodeWhisperer, a dedicated LLM designed to assist with programming across multiple languages. Amazon boasts that CodeWhisperer has undergone training on vast volumes of code, enabling it to generate in-line code akin to Copilot X. By simply writing a comment, you can leverage its capabilities to generate complete functions based on your existing code.
Furthermore, CodeWhisperer possesses the capability to detect code resembling open-source training code, enabling you to conveniently label and attribute it with a license. Additionally, CodeWhisperer incorporates built-in code security features. It diligently scans and analyzes your code, identifying vulnerabilities and loopholes, empowering you to swiftly address and rectify them.
4. Replit Ghostwriter
Replit has recently unveiled Ghostwriter, their own AI coding tool. Powered by an in-house large language model, Ghostwriter undergoes training using publicly accessible code and is further fine-tuned by Replit. This tool offers a comprehensive range of functionalities, including code completion, code generation, transformation, enhancement, explanation, chat support, debugging assistance, and much more. Replit emphasizes that Ghostwriter takes into account the contextual details of your project, ensuring relevant responses. Additionally, it can automatically identify issues within your code and provide suggested fixes for seamless troubleshooting.
Although ChatGPT is widely recognized as a versatile general-purpose AI chatbot, it boasts remarkable proficiency in the realm of coding as well. It’s worth noting that the dominant force behind many AI coding assistants, such as Copilot X and CodeGPT mentioned earlier, is the OpenAI GPT-4 model. By subscribing to ChatGPT Plus at a cost of $20 per month, you gain access to the GPT-4 model, enabling you to utilize ChatGPT for code composition. I highly recommend leveraging the precision and reliability of the GPT-4 model for your programming needs, as it consistently delivers accurate and error-free code responses.
During the HumanEval Python coding tasks, GPT-4 achieved an impressive score of 67% using zero-shot prompting, marking it as the highest performing large language model on the HumanEval benchmark. It is worth noting that by utilizing expert-level prompts with ChatGPT, you have the potential to obtain even more remarkable responses. Speaking from personal experience, I have found ChatGPT to be an exceptional resource for coding-related inquiries. It excels in providing clear explanations, generating code, and resolving coding issues with great proficiency.
6. Google Bard
Another valuable feature offered by Google Bard is the ability to facilitate code translation between different programming languages. Moreover, with the implementation of an innovative technique known as Implicit Code Execution, Bard has the capability to execute code in the background, ensuring accurate output representation.
Also Read : Why Algorithm is important in programming
The world of coding has been revolutionized by the emergence of powerful AI coding tools. These tools, such as GitHub Copilot X, CodeGPT, Amazon CodeWhisperer, Replit Ghostwriter, ChatGPT, and Google Bard, have opened up endless possibilities for developers to enhance their productivity, efficiency, and coding prowess.
By harnessing the capabilities of these AI coding tools, you can enjoy features like code completion, code generation, code explanation, debugging assistance, and much more. These tools not only provide valuable suggestions and solutions but also aid in writing unit tests, ensuring the robustness of the codebase.