Artificial intelligence (AI) is transforming software development. With advanced AI capabilities like machine learning, natural language processing, computer vision and more, developers now have access to intelligent tools that can boost productivity, improve code quality, and speed up testing and deployment.
In this article, we will explore 13 of the best AI tools for developers in 2024. These tools run the gamut from AI assistants that provide helpful code suggestions to automated testing tools powered by machine learning to next-generation code editors with built-in AI capabilities. We’ll break down the key features of each tool, along with pricing information, so you can find the right solutions for your needs.
Let’s dive in!
13 Must-Have AI Tools For Developers In 2024
1. Tabnine
Tabnine is an AI-powered code final touch tool that integrates with famous code editors such as Visual Studio Code, IntelliJ IDEA, and others. It uses machine-learning algorithms to analyze code context and provide accurate guidelines for finishing code snippets, considerably enhancing developers’ productivity. Tabnine learns from millions of code examples throughout numerous programming languages to provide context-conscious recommendations tailor-made to the developer’s specific coding fashion and undertaking necessities.
Key Features:
- Code suggestions for Python, JavaScript, Java, C++, C#, PHP and more
- Fast completions with minimal keystrokes
- It supports all major code editors and IDEs
- Cloud-connected so the model keeps improving
- Completions include variables, methods, and common code patterns
Pricing:
Basic | Pro | Enterprise |
$0/month | $12/month | $39/month |
2. Snyk
Snyk is an AI-powered static code evaluation platform designed to detect and prevent software program bugs and vulnerabilities early within the improvement method. It uses superior machine-learning strategies to research code patterns, perceive potential troubles, and offer actionable insights to builders. Snyk supports more than one programming language and integrates seamlessly with famous code repositories and CI/CD pipelines, permitting groups to streamline their code assessment and quality assurance methods.
Key Features:
- It detects bugs and quality issues as you code
- Finds security flaws like SQL injections, XSS, and hardcoded secrets
- Suggests code improvements and enhancements
- 400+ checks covering correctness, security, performance, and more
- It supports 10+ languages like Python, Java, JavaScript, C/C++
Pricing:
Free | Team | Enterprise |
$0/month | $25/month | Custom Pricing |
3. Codex by OpenAI
Codex is an AI-powered code-era tool advanced via OpenAI. It leverages the electricity of massive language models like GPT-3 to generate code snippets primarily based on herbal language descriptions furnished via builders. Codex can apprehend and interpret complex programming duties and necessities, permitting developers to quickly generate code prototypes, refactor current codebases, or discover opportunities for implementation processes. Codex can revolutionize the way developers write and hold code by automating repetitive obligations and presenting sensible coding help.
Key Features:
- Write code just by describing functionality in plain English
- Supports common Python packages like NumPy, Pandas, Matplotlib
- Can fix bugs and errors described in natural language
- Fast prototyping of ideas without writing boilerplate code
- Currently available via API access, editor plugins coming soon
Pricing:
Free | Paid |
$0/month | Custom Pricing |
4. Replit
Replit is an Internet IDE (Integrated Development Environment) that allows developers to write, take a look at, and install code without delay from their Internet browser. It supports a huge variety of programming languages and offers capabilities like collaborative enhancement, version management integration, and real-time feedback. Replit is particularly popular among educators and college students for its simplicity and accessibility, permitting rookies to quickly get started with coding without the need for a complicated setup.
Key Features:
- AI-assisted development with smart code completions
- Built-in linting and error detection powered by AI
- One-click refactors like method extraction and renaming
- Collaborative coding and commenting
- Supports 40+ languages including Python, JavaScript, Java
Pricing:
Starter | Replit Core | Teams |
$0/month | $20/month | Custom Pricing |
5. Amazon CodeWhisperer
Amazon CodeWhisperer is a code overview device advanced using Amazon Web Services (AWS) that makes use of device studying to investigate code modifications and offer automated feedback to builders. It allows groups to become aware of capacity problems, ensure high-quality coding practices, and hold code to satisfactory standards throughout their projects. CodeWhisperer integrates with popular code repositories like GitHub and Bitbucket, making it easy to integrate into existing development workflows.
Key Features:
- Generates comments and summaries automatically
- Provides context-relevant code suggestions
- Supports JavaScript, TypeScript, Python, Java, and more
- Integrates with IDEs like Visual Studio Code
- Improves code comprehension for developers
Pricing:
Individual | Professional |
$0/month | $19/month |
6. Haskell for Mac
Haskell for Mac is an included improvement environment (IDE) mainly designed for programming in Haskell, a statically typed, purposeful programming language. It provides functions like syntax highlighting, code navigation, and interactive REPL (Read-Eval-Print Loop) assistance, enabling builders to jot down Haskell code more effectively and efficiently. Haskell for Mac additionally consists of equipment for coping with Haskell applications and dependencies, making it a complete answer for Haskell’s improvement on the macOS platform.
Key Features:
- AI suggestions for Haskell code and APIs
- Highlights compiler errors and suggests fixes
- Search documentation and Hoogle API lookup
- Type-aware completions and hole suggestions
- Beginner-friendly tutorials and examples
Pricing:
- Free and open source
7. GitSavvy
GitSavvy is a plugin for the Sublime Text textual content editor that offers seamless integration with the Git model control machine. It lets builders carry out common Git operations directly in the editor, including committing modifications, viewing diffs, and handling branches. GitSavvy additionally offers features like inline blame annotations and interactive rebase support, helping developers streamline their Git workflow and stay productive without leaving their coding environment.
Key Features:
- AI-powered commit assistance
- Inline GitHub/GitLab integration
- Intelligent GitHub workflow automation
- Powerful diff tools with AI-assisted navigation
- Repository status at a glance
Pricing:
Free | Team | Enterprise |
$0/month | $4/month | $21/month |
8. AlphaCode By DeepMind
AlphaCode is an experimental AI research undertaking advanced by DeepMind aimed at exploring the capacity of AI in code generation and programming. It leverages superior strategies from reinforcement learning and herbal language processing to generate code snippets based on excessive degree descriptions and necessities. While still in early stages of improvement, AlphaCode holds promise for reinforcing developer productivity and allowing new approaches to interacting with code via herbal language interfaces.
Key Features:
- Converts natural language to working code
- Supports common Python packages and APIs
- Can complete partial programs and fix buggy code
- Interactive GUI for giving it instructions and getting code
- Provides reasoning for generated code
Pricing:
- Custom Pricing
9. Runway ML
Runway ML is a gadget-studying platform that offers a consumer-pleasant interface for education, deploying, and dealing with machine-learning models. It offers plenty of pre-trained models and gear for statistics preprocessing, version evaluation, and deployment to manufacturing environments. Runway ML helps a huge variety of systems get to know frameworks and integrations with popular programming languages, making it suitable for both beginners and experienced fact scientists.
Key Features:
- Visual interface for training neural networks
- Pre-built modules for vision, text, audio, and more
- Generate models for classification, generation and object detection
- Export trained models for implementation in apps
- Integrations with Python, iOS, Android, and web apps
Pricing:
Basic | Standard | Pro | Unlimited | Enterprise |
$0/month | $12/month | $28/month | $76/month | Custom pricing |
10. Gradio
Gradio is a Python library that simplifies the deployment of machine-gaining knowledge of models as interactive web applications. It offers an excessive-stage API for constructing person interfaces around gadget-mastering fashions, permitting builders to create intuitive interfaces for version input and output without writing tremendous frontend code. Gradio supports numerous input types, including text, pictures, and audio, making it appropriate for a wide variety of device mastering packages, from herbal language processing to computer vision.
Key Features:
- Auto-generate UIs for ML models
- Supports TensorFlow, PyTorch, Keras and Hugging Face
- Share demos of models without deployment
- Visualizations for computer vision, NLP models
- Handles model inference and explanation
Pricing:
- Custom Pricing
11. CatalyzeX
CatalyzeX is a platform for collaborative research in system getting-to-know and synthetic intelligence. It provides equipment for sharing research papers, datasets, code implementations, and experiment outcomes, permitting researchers to collaborate more effectively and accelerate the tempo of innovation within the field. CatalyzeX additionally features a community-driven review gadget for evaluating research contributions and fostering discussion among researchers, assisting in promoting transparency and reproducibility in gaining knowledge of studies.
Key Features:
- Visual interface to define test cases
- Automatic conversion of tests into code
- Cross-browser testing capabilities
- AI-powered locators and selectors
- Integrations with Selenium, Appium and Playwright
Pricing:
Pro | Elite |
$5/month | $10/month |
12. Diffblue Cover
Diffblue Cover is an automated unit checking-out device that uses artificial intelligence to generate assessments for Java codebases. It analyzes the code shape and behavior to automatically generate complete test suites that cover a wide variety of scenarios and area cases. Diffblue Cover’s objectives are to assist developers in improving code and decrease the effort and time required for manual trying out by automating the check generation process and offering rapid remarks on code adjustments.
Key Features:
- Auto-generates JUnit and NUnit test cases
- Achieves over 90% code coverage for most code
- Tests exercise all branches and edge cases
- Available as IDE plugins, CLI, and CI/CD integration
- It enables test-driven development without writing tests
Pricing:
Community | Teams | Enterprise |
$0/year | $30,000/year | Custom Pricing |
13. Transposit
Transposit is an integration platform that simplifies the development of custom workflows and applications by providing a unified interface for connecting disparate structures and offerings. It permits builders to create APIs and automate tasks across a couple of cloud services, databases, and applications without writing considerable code. Transposit functions as a visual editor for constructing workflows, a powerful question language for statistics manipulation, and a built-in assist for authentication and getting entry to manage, making it smooth to construct and deploy scalable integration answers.
Key Features:
- Chatbot builder for workflow automation
- Natural language understanding of commands
- Orchestration of APIs, webhooks, databases
- Monitoring and observability built-in
- Connects with 300+ common apps and services
Pricing:
- Free trial.
- Paid plans start at $10/user/month
Put It All Together
In this era of artificial intelligence, it makes sense to take advantage of the wonderful technologies it offers. AI tools for developers of software programs showcase their massive power, and utilizing them has become vital for being a powerful expert and standout coder.
By integrating AI into their workflows, builders can paint smarter and quicker while producing better first-class code. AI tools help automate tedious tasks like debugging and checking out, liberating builders to be more aware of their creative and strategic work. They are additionally useful resources with activity functions like studying records, predicting user needs, and optimizing tool performance.