Neural networks for writing code are becoming a standard practice for many developers, allowing you to partially automate and speed up the process of creating programs. One of the latest advances in Natural Language Processing (NLP) is the advent of Large Language Models (LLMs), which are built and trained on large datasets. Such models can be successfully used in the analysis, modification and description of program code. Some of them are even able to solve programming tests offered at interviews at Google and other IT corporations.
The article presents 15 neural networks for writing code in 2024. Attention is paid to the supported languages and platforms, the availability of free versions and the basic functionality of each.
Copilot
- Site: github.com/features/copilot
- Availability: free and paid.
- Trial period: present.
- Price: for personal use - $10 per month, $100 per year; for business - $19 per month for 1 person.
- Platforms: Neovim, JetBrains IDEs, Visual Studio, and Visual Studio Code.
- Communicates on: English.
- Programming languages: Python, JavaScript, TypeScript, Ruby, Go, C#, or C++.
Advantages | Disadvantages |
Uses the GitHub repository. | Purchase required after free trial ends |
Available with editors such as Visual Studio, JetBrains, Neovim and more. | |
Based on the Codex model from OpenAI. |
GitHub Copilot is one of the GitHub tools. Acting as a companion programmer, Copilot uses AI to automatically generate code in the editor. Based on comments and requests, the helper suggests strings and even entire functions.
Some of the things the extension is capable of:
- Convert natural language comments and queries into code.
- Writing code with a repeating pattern.
- Offer tests on request.
- Translation of code into other programming languages.
- Helps to identify and fix errors, potential security vulnerabilities in the code.
Needless to say, such help saves a lot of time for the programmer, speeding up the process of writing and learning new methods.
How to start using
Register on GitHub, Select free version, install the extension in your development environment and get started.
OpenAI's ChatGPT
- Site: openai.com
- Availability: for free.
- Platforms: browser.
- Communicates on: English, Russian.
- Programming languages: Python, JavaScript, C++, C#, Java, Ruby, PHP, Go.
Advantages | Disadvantages |
Free. | Not specifically designed for programming purposes, may offer buggy options. |
Translates natural language queries and comments into code | |
Proficient in all major programming languages. |
Although ChatGPT by OpenAI is not specifically designed for programming and has more advanced chatbot features, it is capable of generating code on demand in a variety of programming languages. Its popularity is determined by the ability of the user to ask the user to write in natural language from scratch, supplement, correct and analyze the submitted code for errors. ChatGPT is applicable to explain complex algorithms and unknown features. In the latter case, he will give a detailed commentary and try to explain in natural language what the code presented for analysis is.
How to get started
Currently ChatGPT is not available in Russia. Use our guide to bypass regional blocking and register with ChatGPT.
tabnine
- Site: tabnine.com
- Availability: free and paid.
- Price: starter - free; Pro package - $12 per month with a trial period; Enterprise package for business - by agreement.
- Platforms: Visual Studio, PyCharm, Sublime, VS Code, Android Studio, PhpStorm, AppCode and many more.
- Communicates on: English.
- Programming languages: Angular, C++, C#, CSS, Go, Haskell, HTML, Java, Javascript, Matlab, NodeJS, Objective C, Perl, PHP, Python, React, Ruby, Rust, Swift, Typescript.
Advantages | Disadvantages |
Work locally on a server or in the cloud. | The free plan cannot write large blocks. |
Adds code, studying the programmer's coding style. | Expensive Pro package. |
Works in most popular programming languages. |
Tabnine's AI-based predictive model helps you overcome and improve boilerplate code errors. The neural network learns from coding patterns, tracking patterns and writing habits, and based on this data, offers options on how to add a line or block. Over time, the model suggests better options, adjusting to the programmer's writing style.
Tabnine main features:
- Autocomplete lines of code.
- Full completion of functions.
- Block generation based on natural language comments.
- Successfully translates blocks between some languages.
How to get started
Install the neural network by choosing your IDE from the extensive list website instructions.
Collected in a separate article 15 Best Neural Networks for Writing Music.
codewhisperer
- Site: amazon.com/en/codewhisperer
- Availability: free and paid.
- Price: individual package - free of charge; professional - $19 per month for 1 user.
- Platforms: VS Code, IntelliJ IDEA, AWS Cloud9, AWS Lambda, JupyterLab, Amazon SageMaker.
- Communicates on: English.
- Programming languages: Python, Java, JavaScript, C# and others.
Advantages | Disadvantages |
Integrated into Amazon Web Services applications. | With the exception of JetBrains and Visual Studio Code, most of the supported IDEs come from Amazon. |
Ideal for rapid application development, even with unfamiliar APIs. | |
Offers everything from code snippets to full functionality |
CodeWhisperer adds to existing code and creates whole blocks based on comments and written material. The extension also has a built-in code security evaluation mechanism, scanning it for problems, correlating it with data from the Open Worldwide Application Security Project, and suggesting fixes. The latter is a key feature of the neural network, which distinguishes it from other projects.
How to get started
Install the extension in your IDE by following instructions on the official website.
CodeT5
- Site: github.com/salesforce/CodeT5
- Availability: for free.
- Communicates on: English.
- Programming languages: Python, Java, JavaScript, Ruby, C, C#.
Advantages | Disadvantages |
Huge database for learning. | The CodeT5 model may contain sensitive information, such as personal addresses and identification numbers, which in turn may create vulnerable code that adversely affects the software. |
Supports all major programming languages. | |
Local installation for privacy. |
The CodeT5 and CodeT5+ models are used as an AI programming assistant to improve the productivity of software developers. They are trained on millions of code snippets available in the GitHub libraries, including user comments. The work is designed to provide 3 processes:
- Code generation based on natural language description.
- Function completion.
- Summary, i.e. generating a description of a part of the code in natural language.
Models can be applied locally, which improves development security.
How to get started
You can find links to models by going to GitHub Developers.
Fig
- Site: fig.io
- Availability: free and paid.
- Price: individual package - free of charge; team package - $ 12 per month for 1 user, offers for business - as agreed.
- Platforms: JetBrains Suite, VS Code, Android Studio.
- Communicates on: English.
- Programming languages: Ruby, Python, JavaScript, TypeScript, PHP.
Advantages | Disadvantages |
Handy extension for autocomplete and error correction. | So far, only the MacOS version is available. |
Neural network to speed up coding. Capable of autocomplete lines, which reduces the amount of manual input. It also checks the code for errors, which will always help when there is a large amount of writing. Versions for Linux and Windows are in development, a version for Mac is already available.
How to get started
Visit the site, download the Mac version. Take advantage installation and operation manual from developers.
Documatic
- Site: documatic.com
- Availability: free and paid.
- Price: individual and team package - free of charge; for business - individual price.
- Platforms:Documatic platform.
- Communicates on: English.
- Programming languages: Python, Javascript, Typescript, Golang, Java.
Advantages | Disadvantages |
Codebase visualization. | She can't write programs herself. |
Free version. | The version for Visual Studio has been suspended. |
Writes documentation for programs. |
Documatic is used to write documentation using AI. The main functions performed by the extension:
- Creates documentation of code changes every day, week, or month that other developers will need.
- Draws a dependency map representing the software base infrastructure. Documatic builds a codebase map to capture the flow of information quickly from file to file, folder to folder. The extension highlights entities such as the cloud, databases, and payment processors, allowing you to understand the impact of infrastructure on security and development costs.
- Code explanation. When you ask a question about a function or method, get a detailed explanation of what it is.
The tool is suitable not only for optimizing time costs and describing the software base, but also for finding other code vulnerabilities that negatively affect costs.
How to get started
On the developer site you need to create an account and try out the neural network on the Documatic platform.
Ghost
- Site: replit.com/site/ghostwriter
- Availability: paid.
- Price: As part of the Replit Pro plan - $20 per month.
- Platforms: Reply.
- Communicates on: English.
- Programming languages: JavaScript, Python, Go, C++, Node.js, Rust, HTML, CSS and more.
Advantages | Disadvantages |
Comes with Replit Web Environment | Available only as part of the Pro plan. |
The code that Ghostwriter suggests may contain incorrect, unsafe, offensive, or otherwise inappropriate lines. |
Replit is an online programming platform that provides users with an interactive space for collaboration and collective learning. It is known for its own browser IDE. One of its standout features is Ghostwriter, an AI-powered programming assistant. Ghostwriter can provide contextually relevant code suggestions, automatically complete lines and functions, perform proactive debugging (automatically analyzes written material without a command), comment and explain code on demand. Despite this, it is not clear what base the model was trained on, so the developers themselves warn that the sentences generated by Ghostwriter are not always correct and may even be offensive.
How to get started
Create an account on the official website and start chatting with the model. Ghostwriter only works in the Replit web application and does not integrate with any other development environment.
AskCodi
- Site: askcodi.com
- Availability: free and paid options.
- Price: free package, paid - $9.99 per month.
- Platforms: native web app, Sublime, PhpStorm, PyCharm, VS Code, WebStorm, Intellij Idea.
- Communicates on: English.
- Programming languages: PHP, C++, Java, Javascript, Python, MySQL, Haskell and many more: 50 supported languages.
Advantages | Disadvantages |
The free version differs little from the paid one. | The model takes a long time to learn to understand requests. Diligent prompt engineering is required. |
AskCodi generates suggestions and explanations for code requests, creates unit tests, and writes or explains documentation. The neural network is trained on the basis of the OpenAI Codex.
How to start using
Register on the site, choose a service package, start working in a web application or follow the instructions to install a neural network in your development environment.
AI not only simplifies code generation, but it can also create video-on-demand in natural language. Find out in the article about 15 best neural networks for creating video from text.
Snyk Code
- Site: snyk.io
- Availability: free and paid options.
- Price: free package with a limit of 200 checks per month, team - $52 per month.
- Platforms: Visual Studio, VS Code, WebStorm, Snyk API, PyCharm, PhpStorm, Eclipse.
- Interface language: English.
- Programming languages: C#, Go, Java, JavaScript, Python, Ruby, TypeScript, Apex.
Advantages | Disadvantages |
Analyzes code for vulnerabilities. | Cannot write code or documentation, doing only security analysis. |
Snyk Code specializes in vulnerability analysis. The objects are both written code and third-party libraries, which is useful for large-scale projects with a large number of connected third-party resources. Verification is performed in real time, so as not to be distracted from the letter; a fix of the found problem is immediately offered. The user is offered several neural network packages to choose from. The free one has 200 checks per month.
How to get started
Take a registration on the site, talk to documentationto start working in your preferred mode.
Visual Studio IntelliCode
- Site: visualstudio.microsoft.com
- Availability: free and paid.
- Price: Shipped with Visual Studio packages.
- Platforms: Visual Studio, VS Code.
- Interface language: English Russian.
- Programming languages: C#, XAML, C++, JavaScript, TypeScript, Visual Basic.
Advantages | Disadvantages |
Local solution. All data is stored by the user. | Cannot write large blocks. Works more like a small helper. |
Microsoft's Visual Studio extension and GitHub-powered smart learning assistant that automatically fills strings based on context analysis, refactors, i.e. making edit substitutions in other suitable places, as well as offering quick action scripts. The AI determines the context, including variable names, purpose, and the type of code generated to provide relevant recommendations. IntelliCode does not write large functions, but it does a great job with the listed small tasks.
How to get started
Download and start working in Visual Studio.
Mintlify
- Site: github.com/mintlify, mintlify.com
- Availability: for free.
- Platforms: VS Code, Intellij Idea.
- Communicates on: English.
- Programming languages: Python, JavaScript, TypeScript, C, C++, PHP, Java, C#, Ruby, Rust, Dart, Go.
Advantages | Disadvantages |
Fast documentation writing. | Can only document and explain code. |
AI model for fast documentation writing. Highlight a function and in 1 click Mintlify will explain its purpose and parameters. The only negative of this extension is that it only works on VS Code and Intellij Idea so far. But it supports all popular languages.
How to start using
On the Online there are two buttons for each supported programming environment. Select, download the extension and install it in your IDE.
Sourcegraph Cody
- Site: sourcegraph.com/cody
- Availability: free and paid.
- Price: Individual version is free, price for business version is agreed with the developers.
- Platforms: VS Code, Intellij Idea.
- Communicates on: English.
Advantages | Disadvantages |
Modified architecture based on ChatGPT. | Not available as an extension in many IDEs. |
Owns all the functions of the most advanced neural networks for programming. |
Cody finds, explains, writes on demand or writes code, assists in debugging, looks for vulnerabilities in written material, using a combination of large language models (LLM) and Sourcegraph's search engine to provide answers that save programmers from having to take their eyes off coding. The model learns on the basis of GitHub and StackOverflow, as well as personally provided code from the user. According to the developers at Sourcegraph, Cody uses a ChatGPT-like model as a component of its architecture, but ChatGPT does not know how to search for contextual snippets of code and documentation, which is why its knowledge is limited to the open source code on which it was previously trained. The rest of the functionality of Cody is similar to models of the Copilot type.
How to start using
Create a personal account on GitHub or GitLab to get the free version. Talk to Sourcegraph documentation to learn the basics of working with Cody.
collected for you 13 neural networks that draw from a photo.
PolyCoder
- Site: github.com
- Availability: for free.
- Interface language: model, has no interface.
- Programming languages: C, C++, C#, Go, Java, JavaScript, PHP, Python, Ruby, Rust, Scala, TypeScript.
Advantages | Disadvantages |
An alternative to the OpenAI Codex model in the public domain. | Not a user-friendly option. |
PolyCoder is an open source research project that is an alternative to the OpenAI Codex. The creators offer several custom models that can be used to generate code on demand and, in fact, are the only trained alternative to the closed models used in the neural networks of large corporations, most of which have already been mentioned above.
How to start using
Go to GitHub developer, see the download documentation.
Adrenaline
- Site: useadrenaline.com
- Availability: for free.
- Platforms: web application.
- Interface and communication language: English.
- Programming languages: Python, Javascript, Typescript and others.
Advantages | Disadvantages |
Free and does not require registration. | Specialized only in debugging and code explanation tasks. |
Open source on GitHub. |
An open source bug and vulnerability analysis tool based on the OpenAI Codex. Searches for issues based on requests and suggests treatment options, and explains the purpose and principles of the code on request in the chat. Can analyze from parts of code to entire repositories. Good debugging assistant.
How to use
Open broker, click on the Get Started button and start chatting with Adrenaline.
Read on:We hope that the top 15 neural networks for writing code in 2024 helped you choose the configuration for yourself, learn new things, and really ease the routine associated with programming. Ask questions about the presented neural networks in comments.