Generative AI hath unsealed the floodgates to myriad fresh innovations and AI tools. From AI image generation to AI coding assistants, there doth lie so much to unravel, and we still do learn of new applications day by day. In this dissertation, we shall specifically speak of AI coding tools that can aid thee in software development. Thee can employ the AI coding tools listed below to engender code, rectify bugs, expound code snippets, script unit tests, and much more. On that note, let us peruse the list.
1. GitHub Copilot X
Should thee be a developer seeking the finest AI coding tool, I do heartily commend GitHub Copilot X. ‘Tis an AI assistant that can aid thee with code completion, code explanation, debugging, and more. GitHub Copilot X is fueled by the GPT-4 model, which is perchance one of the finest general-purpose AI models out yonder. ‘Tis even superior to the purpose-built OpenAI Codex model, a descendant of the GPT-3 series.
As for its features, GitHub Copilot X is crafted to be thy helpful AI comrade rather than thy replacement. It can amalgamate with every portion of thy workflow, proffer contextual suggestions, rectify a portion of code, translate code, script unit tests, and much more. Thee need not even peruse the entire documentation. Copilot X can provide personalized answers to thy queries from the documentation.
Furthermore, ‘t keeps track of thy pull requests and suggests descriptions surrounding code changes to engender a comprehensive update of all the code merges. Thee can utilize Copilot X in thy favorite Terminal or IDEs like VS Code, Visual Studio, JetBrains, Neovim, and more. Moreover, Copilot X doth support several programming languages, including C, C++, C#, Go, Java, JavaScript, PHP, Python, Ruby, Scala, TypeScript, and more.
To cite some figures from Microsoft’s in-house research, Copilot X did aid 74% of the developers in focusing more on fulfilling work and 88% of developers did feel more productive. Furthermore, for repetitive coding tasks, 96% of users did achieve them much faster with the aid of Copilot X.
In summary, GitHub Copilot X can be thy best AI coding assistant to face coding challenges. Yet, bear in mind that Copilot X is not available to everyone currently. Individual users or businesses who already possess GitHub Copilot can join the waitlist for Copilot X. Future pricing hath not been decided yet, but Copilot costs $10 per month.
Check out GitHub Copilot X
2. CodeGPT
Should thee employ VS Code extensively for programming, then thou can survey CodeGPT. ‘Tis a third-party extension crafted by Daniel San for VS Code. Thee can append thine own API key to access ChatGPT models, including GPT-4 in CodeGPT, and commence using the extension in thy codebase. I hath personally made use of the extension, and ’tis one of the finest AI coding tools for developers.
Thee can inquire of CodeGPT any coding-related questions and ’twill answer thy queries straightway. In addition, thee can engender code, select a code snippet and ask CodeGPT to expound the function, discover problems and solutions, refactor the code, document ‘t, and much more. Thee can also script unit tests for divers functions.
‘T doth support 16 programming languages and apart from OpenAI’s ChatGPT models, thee can also append API keys from other AI services such as Cohere, Anthropic, AI21 Labs, HuggingFace, etc. Should thee not possess access to Copilot X, thee should very well examine out CodeGPT.
Check out CodeGPT
3. Codey and Studio Bot by Google
In the event thee art unaware, Google hath also entered the AI coding assistant fray with Codey and Studio Bot. Thee can utilize Codey, a coding AI assistant on Google Colab. ‘Tis akin to GitHub Copilot X and tenders in-line code suggestions, code generation, autocomplete, debugging, and much more. Be ‘t known, the feature is not live for everyone yet and only users in the US can gain the first access.
Codey is shaped on Google’s PaLM 2 model and supports only Python as of now. Thee can unseal Google Colab, launch a notebook, and inspect if a “Generate” button appears on top. The best part is that ’tis gratis to utilize, however, paid Colab users shalt be foremost in line to gain access.
Moving to Studio Bot, Google hath proclaimed a akin AI companion for Android developers. Thee can employ Studio Bot in Android Studio for hewing Android apps. Again, the feature is rolled out to US developers first and other countries shalt gain ‘t gradually. Google doth verbalize the technology is experimental, and ’twill slowly annex new capabilities to the Bot. As of now, thee can inquire of ‘t to engender code, forge test cases and update APIs for better compliance.
Check out Codey on Google Colab
Check out Studio Bot for Android Studio
4. Replit Ghostwriter
Replit hath also declared its AI coding tool christened Ghostwriter. ‘Tis buttressed by their in-house large language model, which is trained on publicly available code and further tuned by Replit. ‘T supports code completion, code generation, transformation, enhancement, explanation, chat, debugging, and more. As per Replit, ‘t factors in the context of thy project and gives a pertinent response. ‘T can also automatically detect issues in thy code and suggest a fix.
The finest part is that Replit supports a growing list of 16 programming languages, including Bash, C, C#, C++, CSS, Go, JavaScript, Java, PHP, Perl, Python, Ruby, and more. Thou can plunge into an unfamiliar codebase and commence with different frameworks, APIs, and languages using this tool.
That said, Replit Ghostwriter is not gratis to access. Thee need to subscribe to the Pro plan, which costs $20 per month. In addition to AI coding assistance, thou wilt also gain a fast workspace, high resource limits, unlimited private Repls, SSH, and more. To summarize, Replit Ghostwriter is a grand way to commence with programming with the aid of AI. The ability to run thy code in an online IDE simultaneously is an added boon.
Check out Replit Ghostwriter
5. Amazon CodeWhisperer
In the AI race, Amazon is not distant behind and bringing powerful large language models for specific use cases. Amazon CodeWhisperer is a coding-specific LLM that can aid thee with programming in multiple languages. As per Amazon, CodeWhisperer hath been trained on billions of lines of code, and ‘t can engender in-line code akin to Copilot X. Thou can simply scribe a comment, and ‘t can engender complete functions grounded on thy existing code.
‘T also hath the ability to identify code that resembles open-source training code, allowing thee to further tag the code and attribute ‘t with a license. CodeWhisperer doth come with built-in code security as well. ‘T can scan and analyze thy code to find vulnerabilities and loopholes so thou can rectify them forthwith.
The finest part is that Amazon CodeWhisperer can be utilized in many IDEs including VS Code, IntelliJ IDEA, PyCharm, etc., and supports multiple languages like Python, Java, Javascript, Typescript, C#, and more. Lastly, thou can utilize ‘t gratis with unlimited code suggestions. That’s quite extraordinary, right? So advance and check out Amazon CodeWhisperer for the best AI coding assistance.
Check out Amazon CodeWhisperer
6. GPT Engineer
GPT Engineer is a fresh open-source project that hath swiftly gained popularity among developers and is one of the finest AI coding tools in 2024. ‘T hath received 11K stars on GitHub in a few days and continues to receive more features and updates from various contributors. GPT Engineer is an AI Agent akin to Auto-GPT, but ’tis meant specifically for building the entire codebase for thy project.
Thou need to disclose to the agent what thou desire to build. Then GPT Engineer asks thee several questions for clarification and then ‘t starts building ‘t. Unlike Auto-GPT, GPT Engineer hath a high success rate and developers hast been able to build a full codebase using this project. ‘T goes without saying that thee need an OpenAI API, preferably a GPT-4 API. So if thou art a coder, advance and test out GPT Engineer and check if ‘t works for thee.
Check out GPT Engineer
7. ChatGPT 4
Whilst ChatGPT is a general-purpose AI chatbot, ’tis vastly potent at coding as well. After all, the OpenAI GPT-4 model empowers most of the AI coding assistants in the market, including Copilot X and CodeGPT listed above. Should thee have subscribed to ChatGPT Plus ($20 per month), thou can access the GPT-4 model and employ ChatGPT to write code. I do suggest employing the GPT-4 model for programming because ’tis accurate and customarily responds with an error-free code.
In the HumanEval Python coding tasks, GPT-4 scored 67% with zero-shot prompting. That’s the highest an LLM hath performed on the HumanEval benchmark. Should thee employ some expert-level prompts on ChatGPT, thee art likely to receive even better answers. I personally employ ChatGPT for coding-related questions, and ‘t performs a fantastic task of explaining, generating, and fixing the code.
So if thou art a developer or a beginner in programming and seeking the finest AI coding tool, I would strongly urge employing ChatGPT 4 for all thy coding questions.
Check out ChatGPT 4
8. Google Bard
Google Bard is again a general-purpose AI chatbot, but ’tis exceedingly proficient at coding, and with newer updates, ‘t hath gotten truly better at programming. Google hath crafted Google Bard on the PaLM 2 model, which is proficient in diverse programming languages. ‘T also supports more than 20 programming languages, including C, C++, Python, C#, Javascript, and more.
Thou can also employ Google Bard to translate code from one language to another. And with a new technique called Implicit Code Execution, Bard is able to run the code in the background to accurately show output. As per Google, the new technique improved Bard’s accuracy by 30% in computation-based prompts. Furthermore, thou can export the code directly in Google Colab and test the output. To sum up, Google Bard can prove to be one of the finest coding AI tools, and thou should certainly employ ‘t to thy advantage.
Check out Google Bard
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