8 Code Generation Tools that Harness AI for Developers
Updated: Dec 21, 2024
How can artificial intelligence capabilities enhance software development? Emergent technologies including coding assistants, generative user journey maps, QA auditors, debuggers, and HTML generators are being adopted by developers industry-wide.
The beauty of AI code generation tools lies in their ability to make you feel like a 10x developer—without the burnout. Imagine describing your idea in plain language and watching it materialize as functional code. While you may not generate an entire project that way, imagine it helping you create entire sections of code that will ultimately save you time in the end. They can even help troubleshoot bugs or suggest optimizations on the fly, turning them into a real-time collaborator for your project.
Explore the top AI tricks and code generation tools developers can use to automate tedious tasks; and worker smarter, not harder.
Gemini
Powered by Google, Gemini is your AI-powered conversational assistant, designed to generate content, answer questions, and make discussions a breeze. It uses advanced natural language processing (NLP) to respond in a super conversational way.
For: All zodiac signs, but especially Geminis.
Not For: People who are into dry texting
OpenAI Codex
Built on the same architecture as GPT-3, OpenAI Codex is like having a coding genius on standby. It helps you generate and understand code, drawing from a vast library of publicly available data to assist with everything from syntax corrections to entire code snippets.
For: Anyone who wants to improve the quality and speed of their coding!
Not For: Gatekeepers and people who wear socks with sandals.
CircleCI
Then there is Ponicode (now acquired by CircleCI), which is an AI-powered assistant that helps developers write, test, and maintain code faster by automating the creation of unit tests. It is one of many code generation tools that is focused on boosting code quality without the heavy lifting of manual test case generation, making it a game-changer for Test-Driven Development (TDD).
For: Optimizing QA, development, and more!
Not For: The equestrian circuit, don’t let the name fool you.
Replit AI
Next there is Replit AI, which is like having an extra set of hands for your coding tasks. It suggests code, generates syntax, and helps you navigate through your project with responsive, AI-driven assistance. It's all about making your development process faster and more intuitive.
For: Anyone looking for a sweet AI tool to keep their coding clean and clear.
Not For: Your arch-nemesis
AiXcoder
AiXcoder is a development tool which integrates with code editing tools and empowers users to write and edit code more efficiently. AiXcoder is an add-on which generates generative code snippets, and auto-completions in real time. It is one of several code generation tools that can easily integrate with pre-existing development workflows and ddcode editing platforms to streamline code quality and efficiency.
For: Developers who live in their code editor, love a good autocomplete moment, and want a little AI magic to make their lives easier (think: fewer typos, faster coding, and less "why isn't this working?!").
Not For: Folks who still swear by Notepad for coding, believe autocomplete is "cheating," or just really enjoy manually typing every single line of boilerplate code.
Amazon Q Developer
Next up is Amazon Q Developer (and specifically CodeWhisperer, which is a part of it). It is a coding assistant created by Amazon Web Services (AWS). It auto-generates code snippets, functions, and algorithms while offering developers auxiliary support in real-time.
Beyond auto-generating code snippets and functions, it integrates seamlessly with AWS services, making it especially handy for creating cloud-based applications and workflows. Its real-time support can troubleshoot coding errors, recommend optimizations, and even suggest configurations for AWS resources like Lambda or DynamoDB.
For: Cloud developers, backend engineers, and professionals heavily using AWS services.
Not For: Developers working outside the AWS ecosystem or beginners unfamiliar with cloud technologies.
AskCodi
AskCodi is an AI-powered assistant and code generation tool that streamlines development processes, generates code snippets, debugging, and adoption/learning of pertinent natural language queries.
For: Developers who want a coding buddy that speaks plain English
Not For: Those who think "debugging builds character"
Github CoPilot
Created in collaboration with OpenAI, Github CoPilot is an AI-powered coding assistant and code generation tool that provides completion tools, auto-generated code snippets, and real time feedback and support for developers. It utilizes machine learning to provide recommendations to the user and reduces the likelihood of syntax errors. Github CoPilot can respond to custom prompts and is compatible with industry standard code writing platforms.
For: Developers who want a sidekick that can turn comments or prompts into functional code. Bonus points if you’re tired of dealing with pesky syntax errors.
Not For: Those working on niche or highly proprietary codebases, where CoPilot’s training data might not align perfectly with your needs. Also, if you’re not a fan of subscription models, you might want to think twice.
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