Five essential AI tools for developers, don’t miss it!

In today's fast-paced and fiercely competitive era, improving work efficiency and product quality has become particularly important. As a software developer, you must also keep up with modern tools to stay ahead of the curve. In this article, I summarized 5 types of artificial intelligence tools that are essential for developers in 2023. These tools will help you improve work efficiency, optimize code quality, and stand out in the fierce market competition

1. Code completion and prediction

TabNine

TabNine is an intelligent code completion tool based on OpenAI's GPT model. It can predict code completion content based on context and user habits, thereby improving coding efficiency. TabNine supports a variety of mainstream integrated development environments (IDEs) and editors, such as Visual Studio Code, PyCharm, Sublime Text, etc., and provides intelligent completion functions for different programming languages. Users can install the TabNine plug-in and easily use this feature in their favorite development environment. Through continuous learning and training, TabNine can provide high-quality code completion suggestions to help developers save time and improve coding efficiency

https://www.tabnine.com/

GitHub Copilot

GitHub Copilot is a cloud-based AI programming tool jointly developed by GitHub and OpenAI companies that converts code comments into suggested code and automatically completes code blocks and duplicate codes. segments as well as entire methods, translate code and even generate unit tests. Currently it supports Visual Studio Code, Visual Studio, Neovim and JetBrains Integrated Development Environment (IDE), and is compatible with multiple languages ​​such as Python, JavaScript, TypeScript, Ruby, Go and Java.

The content that needs to be rewritten is: https://github.com/features/copilot. What's been rewritten: GitHub's Copilot feature is an AI-based code auto-completion tool that can help developers write code faster by analyzing the code base and documentation to generate code snippets. Copilot supports multiple programming languages ​​and can be integrated with multiple editors and IDEs to provide developers with a more efficient programming experience

2. Code Review

DeepSource

DeepSource is an automated code review and analysis tool designed to help development teams improve code quality and security. It supports multiple programming languages ​​and provides a set of static code analysis rules for detecting potential code errors, security vulnerabilities, and coding style issues. At the same time, DeepSource can be integrated with code hosting platforms (such as GitHub, GitLab, etc.) and integrated development environments (IDEs) to analyze code in real time and provide improvement suggestions to help developers find and fix problems at an early stage.

The content that needs to be rewritten is: https://deepsource.com/

CodeGuru

CodeGuru is a product launched by Amazon Developer tools are designed to help developers improve the performance and quality of applications. It provides two main functions: CodeGuru Reviewer and CodeGuru Profiler

CodeGuru Reviewer is an automated service that utilizes AI technology for code review. It can analyze the code and identify potential defects and optimization suggestions, helping the development team discover potential performance issues, security vulnerabilities and code quality issues, thereby improving the reliability and security of the code

CodeGuru Profiler is a Performance analysis tools to help developers identify performance bottlenecks in applications and provide optimization recommendations. It can analyze application performance data and provide optimization suggestions based on actual operating conditions to help developers improve the performance of their applications.

https://aws.amazon.com/cn/codeguru/

##3. Bug detection and code quality analysis

SonarLint

SonarLint is a free plug-in provided by SonarSource for integration into integrated development environments (IDEs), such as IntelliJ IDEA, Eclipse, Visual Studio, etc. It is designed to help developers find and fix code quality and security issues during the coding process. SonarLint can analyze code in real time and provide real-time feedback on potential bugs, security vulnerabilities, and more.

The content that needs to be rewritten is: https://www.sonarsource.com/products/sonarlint/

DeepCode

DeepCode is an AI-based code review tool that uses machine learning algorithms to analyze the code base and identify potential security vulnerabilities, bug risks and performance issues. By learning from massive open source code datasets and applying advanced semantic analysis techniques, DeepCode is able to provide developers with precise, context-aware recommendations that improve code quality.

The content that needs to be rewritten is: https://snyk.io/platform/deepcode-ai/

4. Automatic code reconstruction

Sourcery

Sourcery is an automated code refactoring tool designed to help developers improve and simplify their code. Sourcery analyzes code and automatically applies a series of refactoring patterns and best practices to improve code readability, performance, and maintainability. These refactorings include eliminating redundancy, simplifying complex code, introducing clearer naming, etc. Through automated refactoring, Sourcery can help developers save time and ensure that code complies with best coding practices, thereby improving code quality and development efficiency.

The content that needs to be rewritten is: https://sourcery.ai/

5. Automated testing

Testim

Testim is an AI-driven automated testing platform designed to help teams accelerate application testing and quality assurance processes. Testim provides an intuitive interface that allows users to easily record, edit and run automated tests. These tests can cover different types of applications such as web applications, mobile applications, and APIs. Testim also provides intelligent test automation capabilities based on machine learning that can identify and maintain test scripts, thereby reducing test maintenance costs.

https://www.testim.io/

The above is the detailed content of Five essential AI tools for developers, don’t miss it!. For more information, please follow other related articles on the PHP Chinese website!