12 AI Tools That Can Generate Code To Help Programmers

Nitika Sharma 10 Jan, 2024 • 10 min read

Introduction

In an era of boundless possibilities, the widespread usage and revolutionized accessibility of generative artificial intelligence solutions present a resplendent symphony of innovation for programmers. The use cases range from creating artwork to writing code. Their growth has exceeded every consumer technology trend of the past ten years. How we work is evolving rapidly, and the world of software development is no different. For many developers, using AI coding tools has become common practice. Explore which AI code generators are ideal for producing excellent code using artificial intelligence.

What is an AI Code Generator?

An AI code generator is a computer program incorporating artificial intelligence that helps engineers write code more swiftly and precisely. When you type code in real-time, it generates code based on prompts or suggests code for auto-completion. AI code writers like these can translate between different programming languages and write their programs. Additionally, they help with automatic documentation generation and speedy code snippet discovery.

AI code generator | ai python code generator
Source: Hostpapa

Using algorithms trained on working examples of source code created by open-source projects for use by the public, AI code generation, naturally referred to as “ai code generator,” makes new code based on those examples. Large language models like ChatGPT can process and comprehend language, produce text, respond to inquiries, and learn linguistic links and patterns that help predict text.

They apply AI algorithms to select the best code for a specific program, enabling developers to create a program quicker. Three ways AI code generation functions:

  • When a developer starts inputting code, AI will attempt to autocomplete the sentence.
  • An AI algorithm makes a suggestion centered on the developer’s objectives when the developer leaves an input in natural language.
  • A developer communicates directly with AI, requesting it to develop a particular code or repair a bug.

Why Use an AI Code Generator?

There are several advantages to using an AI code generator, and it can help developers realize their full potential. The following are some of the main benefits and prospective uses of this ground-breaking tool:

  • The main advantage of AI code generation is the potential to generate code in less time. AI does conventional coding responsibilities and test writing, enabling developers to concentrate on work that requires creative thinking and solving challenges.
  • An AI-powered code generator automates code development, decreasing the development process by rapidly creating functional code that meets specifications, making it useful for rapid development or time-sensitive applications.
  • The AI code generator is trained on various code sources, allowing it to generate code compatible with industry standards, tidy, and easy to maintain, encouraging teamwork.
  • They can serve as observant defenses discovering flaws beforehand and saving you the hassle of debugging. AI code assistants also improve the quality of the code by providing consulting services on how to build practical, feasible, and secure code.
  • An AI-powered code generator simplifies coding by rendering it more accessible to a broader population, reducing the skills gap, enabling users to design their applications, and stimulating innovation across multiple industries.

Top 12 AI Code Generators for Programmers

The advent of AI-powered code generators has significantly simplified and improved the productivity of the coding procedures for developers. These code generators use machine learning and artificial intelligence to automatically create code snippets, elements, and even complete applications. Based on popularity and easy usability, we have shortlisted 12 AI code generators that you must explore:

OpenAI Codex

The most well-known AI coding tool currently accessible is OpenAI Codex, a powerful AI code generator. It was trained using vast code and built on the LLMs (GPT-3 and GPT-4) from OpenAI, naturally incorporating the ability to understand and generate code. OpenAI Codex promises to write programs in over 12 languages, including Go, TypeScript, Perl, PHP, BASH, Ruby, JavaScript, and Swift. The algorithm has been developed on trillions of lines of openly accessible code from sites such as GitHub repositories, making it a versatile and robust tool for developers and programmers.

OpenAI Codex | ai python code generator
Source: OpenAI Codex

Features

  • It generates programs out of comments or provides comments to programs.
  • It can translate English algorithms into programs in any language.
  • Making comments and alerts while coding creates secure and dependable codes.
  • It reduces the repetitious nature of coding.
  • It can generate code for machine learning models, mobile apps, or online applications.

Tabnine

Tabnine is an efficient AI code generator online created by Codota. This code generator uses machine learning approaches to predict and recommend completion, making coding faster, more effective, and less error-prone. Since it uses deep learning abilities to offer highly accurate code recommendations, it is an essential resource in every developer’s toolbox. Your writing habits are used to generate personalized suggestions, and your code is automatically indexed. Its sophisticated AI capabilities offer features like automatic code completion, auto-generated tests, syntax highlighting, and interface with well-known IDEs.

Tabnine | ai code generator
Source: Tabnine

Features

  • It supports more than 20 programming languages.
  • It integrates with significant code editors such as VS Code, Sublime Text, and Atom, enabling developers to utilize it in the environment that fits them best.
  • It helps in bug tracking and test case tracking.
  • It offers application development.

CodeT5

CodeT5 is a platform that enables developers to produce AI-generated code for their particular projects. It is a free AI code generator online which is easily accessible to developers around the world. The tool analyzes project requirements using natural language processing (NLP) and machine learning approaches to provide the best code attainable using pre-trained models. It can complete incomplete code, summarize, and convert between several programming languages.

CodeT5 | free ai code generator | ai python code generator
Source: CodeT5

Features

  • The platform offers a simple graphical interface that may be incorporated via the GitHub documentation.
  • It finishes the entire function of code specified by the target function name.
  • It provides a written description in the natural language of a function summary.

Polycoder

Polycoder is one of the initial open-source AI-powered code generators that focuses on writing code for specific programming tasks. PolyCode is a potent AI code generator that is freely accessible on GitHub. It uses complex algorithms for natural language processing and code creation. The datasets now available on GitHub are more extensive than 200GB, and the models are continuously updated with the help of solid hardware.

polycoder | free ai code generator
Source: GitHub

Features

  • Numerous pre-trained models are included in it for 12 different programming languages, including PHP, C, JavaScript, Python, C++, Ruby, TypeScript, and many more.
  • The program can write C more effectively than any other model, including Codex.
  • Anyone may make it better by teaching PolyCoder new programming languages, providing it with datasets from more coding repositories, or enhancing its understanding of natural language.

GitHub Copilot

GitHub Copilot, created by GitHub and OpenAI, is the newest advancement in AI-powered programming support. This tool swiftly helps developers write better code by acting as a virtual duo programmer. You can use it to help complete code, code clarification, debugging, and other functions. Compared to Codex, Copilot generates more comprehensive code that covers more programming language models.

Copilot | free ai code generator
Source: GitHub Copilot

Features

  • It works with well-known IDEs (integrated development environments).
  • Copilot provides JetBrains, Neovim, Visual Studio, and Visual Studio Code extensions.
  • It can easily navigate between numerous auto-complete alternatives.
  • It facilitates finding and fixing coding errors.
  • It discovers possible security flaws in your code.
  • It provides comments to improve code comprehension.

GhostWriter Replit

Replit GhostWriter, created by Replit, is a powerful AI code generator to help programmers create effective, high-quality code. GhostWriter distinguishes for its capability to finish producing boilerplate code as the developer writes automatically. This saves time wasted looking for syntax problems and writing boilerplate code. It is well-known for its browser-based IDE, which supports native hosting and co-coding within documents.

Also Read: Replit and Google Cloud Join Hands for AI

Ghostwriter Replit,ai code generation
Source: Replit

Features

  • It integrates seamlessly with the Replit online code editor, allowing coders to create, execute, run, and troubleshoot their code all in one location.
  • It allows you to practice coding within the actual page.
  • It provides code explanations and comments.
  • It offers over 16 programming languages, including Python, Perl, CSS, C++, JavaScript, Ruby, C, C#, PHP, Bash, Java, Go, and more.

Seek

Seek is an AI code generator that provides developers with various code designs. It works on the concept of “code snippets,” which lets developers use pre-existing templates and customize them to fulfill the requirements of their project. It is an ideal AI code writer for programmers and data analysts who want to instantly create SQL queries without manually writing code. Seek’s approach provides more adaptability and customization when creating SQL code for training data.

Seek
Source: Seek

Features

  • It can cater to many developers as it supports different languages.
  • Its versatility is increased by the tool’s ability to let developers design and customize their code templates.
  • Generating code is more straightforward, with an intuitive methodology and user-friendly UI.
  • Integration with prominent development platforms like GitHub and Visual Studio Code.

AI2SQL

The AI2SQL code generator, a powerful tool in the realm of artificial intelligence, was specifically designed to translate naturally posed natural language inquiries into SQL statements. AI2sql minimizes the requirement for a comprehensive understanding of SQL syntax by effortlessly translating natural language into SQL, thereby making database interactions more approachable to a broader audience. Python programmers, data scientists, and company executives who are required to explore databases for insights can all benefit from the capabilities of this innovative AI code generator

AI2SQL,ai code generation
Source: AI2SQL

Features

  • Promotes user engagement through its intuitive and easy-to-use UI.
  • It speeds up database management by reducing the time and effort required to write and troubleshoot SQL queries.
  • It supports numerous database management platforms, such as MySQL, PostgreSQL, and Microsoft SQL Server, making it a flexible solution for many customers.

Cody by Sourcegraph

Cody, a built-in AI coding helper, is designed to facilitate “ai code generation naturally.” It excels at locating, interpreting, and generating code by harnessing a combination of Large Language Models (LLMs), Sourcegraph search, and Sourcegraph code expertise. By leveraging these tools, Cody significantly reduces the need for manual labor, allowing human programmers to stay focused and productive. One of Cody’s standout features is its innate ability to understand the context in which the code is being generated, empowering it to provide insightful and relevant comments and feedback

Cody by Sourcegraph | ai code writer
Source: Cody

Features

  • Cody uses AI to foresee your input and deliver code snippets as you enter, making coding more straightforward and efficient.
  • It does automated code reviews, finds any errors in the code, and fixes them.
  • Cody is meant to function across every language, making it a worldwide business option.
  • Cody offers strong AWS encryption and SOC II vector database privacy requirements to protect your data.

MutableAI

According to their official website, Mutable is an AI code generator online that employs NLP and machine learning to boost software developers’ efficiency and contentment. It provides auto-complete features for several programming languages, including Java, Python, Typescript, Rust, and Solidity. It is explicitly made to produce usable front-end code from unfinished design files.

MutableAI | ai code writer
Source: MutableAI

Features

  • One of its unique characteristics is its ability to convert design files into HTML/CSS code, closing the discrepancy between designers and developers.
  • It streamlines and accelerates the process of turning designs into valuable websites.
  •  Open-ended query dialog enables users to pose complex queries.
  • It provides area-specific changes that perfectly understand your code and make tasks easier.

Amazon CodeWhisperer

AWS Amazon

CodeWhisperer by Amazon elevates real-time code generation, suggesting snippets to entire functions based on your comments and existing code. Embracing natural language commands, it extends support to CLI completions and effortlessly translates natural language into bash commands. The free CodeWhisperer Individual Tier includes code suggestions, reference tracking, security scans, and Amazon Q conversational coding.

Features

  • It embraces natural language commands, offering support for CLI completions and effortlessly translating natural language into bash commands.
  • The CodeWhisperer Individual Tier is free and includes code suggestions, reference tracking, security scans, and Amazon Q conversational coding.

Codeium

Codeium, an AI-powered code completion tool, redefines the coding landscape, enhancing speed and accessibility. Integrated with popular IDEs and supporting over 20 languages, Codeium enables developers to navigate unfamiliar codebases effortlessly, eliminating the need to delve into syntactical intricacies.

Features

  • Integrated with popular IDEs and supporting over 20 languages, Codeium seamlessly integrates into developers’ preferred environments.
  • Developers can effortlessly navigate unfamiliar codebases, eliminating the need to delve into syntactical intricacies.
  • Codeium enhances coding speed and accessibility, making it a valuable tool for developers seeking efficient and error-free coding.

The Future of Coding with AI

Artificial intelligence (AI) is revolutionizing the world of coding, and developers who leverage its strengths will have a competitive edge in the employment market. By naturally generating code from a program description using tools like ChatGPT, GPT-4, and eventually GPT-5, developers may produce reliable and efficient code rapidly. The seamless integration of AI code generation allows for increased productivity and innovation in software development, paving the way for a more dynamic and responsive coding landscape.

However, AI will soon not match human coders’ inventiveness and problem-solving skills. If developers want to remain ahead of the curve, they should incorporate AI tools and approaches into their processes. These techniques and tools will help them maintain competitiveness in the job market and secure their programming skills.

AI code generator online | ai code writer
Source: Levelup

There is an AI code generator for everyone, whether you’re an experienced developer searching for an intelligent assistant or a novice looking for a method to get started with coding. Beyond making it easier to use sophisticated software, broadening the use of no-code solutions to include general-purpose coding and developing applications, AI promotes more technological democratization because anyone with an idea can quickly turn it into a finished app or program, regardless of skill level, using the AI code writer.

Conclusion

The introduction and advancement of AI is evolving the landscape of technology worldwide. AI code generation is an exciting and helpful tool for software developers and engineers. They may have threatened the jobs, but people have understood their importance and how to integrate it into their roles to make their work easier. To sum up, AI is transforming how we write computer code. Consider these AI code generators, and you may come upon a tool that significantly enhances your coding efficiency while broadening your development horizons.

Frequently Asked Questions

Q1. Which AI can write code?

Ans. Several AI code generators are available such as Copilot, Tabnine, OpenAI Codex, etc. These are easy-to-use AI tools that can write code in multiple languages.

Q2. Is there a free AI tool that can produce code?

Ans. Github Copilot is one of the best-known AI code generators that is a free tool to generate codes quickly.

Q3. Can AI write Python?

Ans. Yes, several AI code writers can write code in Python language.

Nitika Sharma 10 Jan 2024

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