Artificial Intelligence (AI) is revolutionizing software development and maintenance, and it has become an essential tool in the toolset of developers. AI is being used by developers in a variety of ways to improve workflow, increase output, and create smarter apps.
In this article, I am going to explain the top 10 AI Tools for code completion and generation. While creating this article I am focusing on those AI Tools, which can be mostly free and also very useful for any developer whether you are an expert or a beginner.
List of top 10 AI Tools for Code Completion and Generation
| Sl. No. | AI Tool | Feature | Limitation | Pricing |
|---|---|---|---|---|
| 1 | CoPilot by GitHub | – Real-time code and function suggestions, – Compose entire lines of code – Multilingual coding assistance – Compatible with popular IDEs | – Emphasize competitive programming – Human oversight necessary – Stage of experimentation | Free: 30 days trial. Paid: $10 USD per Month or $100 USD per year. – The prices are different for Enterprise. |
| 2 | TabNine | – Provides complete function suggestions – Enhances code quality and consistency – Supports languages like Python, TypeScript, Go, and Rust – Integrates with tools like GitHub, GitLab, and Bitbucket | – Sometimes the auto-suggestion takes time to provide the required block of code. – It may be challenging for first-time users to do a complete setup of this AI Toll. | Starter: Free Pro: $12/moth Enterprise: Haven’t disclosed this. One have to contact TabNine for this. |
| 3 | AskCodi | – Code creation with prompts in natural language – Automated generation of tests – Code reference – Translations of codes – Code descriptions | – Learning Curve – Accuracy – Complexity | – Basic: Free with Limited features and usage – Premium: $ 9.99/ month with some limitations – Unlimited: $ 29.99 / month |
| 4 | GitGardian | – Integration with Git Platforms – Contextual Awareness – Identify sensitive data patterns – Continuous Code Scanning | – False positives – Restricted scope – Complexity of customization | Free and customized. For detail GitGardian Pricing |
| 5 | AlphaCode | – Problem-solving – Language comprehension – Code generation – Adaptability | Free for individuals with limited features. Pro and Enterprise options is also there. | It is currently not available for commercial licensing or public use. |
| 6 | AI Helper Bot (SQLAI.ai) | – Natural Language to SQL Translation – Query Generation – Data Exploration – Interactive Learning | – Complexity Limitations – Accuracy Dependencies – Customization Challenges – Security Considerations | Starter: $5/month Pro: $9/month Advanced: $19/month |
| 7 | Sourcegraph Cody | – AI-powered code search – Global code intelligence – Contextual insights – Live coding collaboration | – Learning curve – Scalability – Limited code editing – Pricing | Free for individuals with limited features. Pro and Enterprise options are also there. |
| 8 | Replit | – Generation & Completion of Code – AI Conversation – Produce Tests – Describe the Code – AI-driven creation of documentation – Cooperation between players – Integrated Git functionalities | Accuracy Restricted support: Certain features are exclusive to certain languages or are still in beta testing. | Free with some limitations. Paid: To get features like advanced documentation generation and Explain Code, require a paid subscription |
| 9 | Amazon CodeWhisperer | – Code Recommendations – Security Scans – Natural Language to Code – Tracker of References – The Q Assistant on Amazon | – Under Development – Limited Languages – Needs an AWS account or Builder ID, limiting accessibility for some users | Individual: Free with limited features. Professional: $19/user/month. |
| 10 | SourceLair | – AI-Assisted Code Finishing – The Creation of Code – Refactoring Assisted by AI – Version Management | – Pay attention to Python – Limited Integrations – Accuracy | Free Tier: 100 requests per day, limited features, for personal use only. Paid Tier: $9/month |
1. CoPilot by GitHub
GitHub, is one of the most popular and trusted code repository platforms in the world. The CoPilot, developed by GitHub in collaboration with OpenAI, is an AI-powered code completion tool that suggests entire lines or blocks of code based on natural language comments. It leverages OpenAI’s Codex model to understand context and generate relevant code snippets. It is one of the most used AI tools by developers and over 20,000 companies are using it actively till writing this article.
It will take some time and effort to set up CoPilot and educate it on how to operate within your preferred coding environment because of its extensive feature set and higher learning curve.
How to use: Install the CoPilot extension in your code editor like Visual Studio, Neovim, and JetBrains. As you write comments or code, CoPilot will provide intelligent suggestions, allowing you to accept and insert entire code segments with a single keystroke.
Limitation:
– Sometimes manual correction in auto-generated code is required.
– Not Free.
Pricing:
– Free: 30 days trial.
– Paid: $10 USD per Month or $100 USD per year. The prices are different for Enterprise.
2. TabNine
An AI-powered code completion tool called TabNine easily works with well-known coding editors. It reduces keystrokes and saves developers time by anticipating the next line of code as you input. The program is an invaluable resource for any developer trying to expedite their coding process because it picks up on your coding patterns and styles accordingly.
Simple to use and compatible with many programming languages, such as PHP, JavaScript, Rust, and Python. You must know how to code to utilize it, as its main function is code completion. Unlike ChatGPT, it doesn’t react to natural language commands. It also offers a code linting feature that identifies and fixes the errors while refactoring the code or creating a new code block. Another best feature is to generate documentation automatically.
How to use:
To use TabNine, simply install the plugin for your preferred code editor (e.g., Visual Studio Code, Atom). As you type, TabNine will provide suggestions for the next line of code, allowing you to accept or reject them with a simple keystroke.
Limitations:
– Sometimes the auto-suggestion takes time to provide the required block of code.
– It may be challenging for first-time users to do a complete setup of this AI Toll.
Pricing:
Starter: Free
Pro: $12/month
Enterprise: I haven’t disclosed this. One has to contact TabNine for this.
3. AskCodi
AskCodi is an AI-driven code assistant made to assist developers in writing code more quickly, effectively, and with less effort. It interprets natural language and converts it to code using OpenAI’s GPT-3 language model. AskCodi provides several features to make the coding process more efficient, such as:
- Code creation with prompts in natural language
- Automated generation of tests
- Code reference
- Translations of codes
- Code descriptions
Limitation:
- Accuracy: AskCodi is usually correct, however before utilizing any generated code in production, make sure you thoroughly evaluate and verify it.
- Complexity: It could have trouble with really difficult or specialized activities.
- Natural Language Understanding: The subtleties of language might lead to misunderstandings.
- Learning Curve: It could take some time to figure out the best way to phrase suggestions to get the best results.
Pricing:
– Basic: Free with Limited features and usage
– Premium: $ 9.99/ month with some limitations
– Unlimited: $ 29.99 / month
4. GitGardian
GitGardian monitors code repositories for security threats and sensitive data using artificial intelligence (AI). It assists developers in locating and fixing possible security flaws, guaranteeing the security of codebases.
Before deploying their work to production, developers may identify and address vulnerabilities in their code with the aid of GitGuardian, an AI-powered security tool. It analyzes code in Git repositories using machine learning to spot possible security flaws like:
- Secret leaks: If you publish your code to a public repository, GitGuardian can search your code for hardcoded secrets like tokens, passwords, and API keys that could unintentionally be made public.
- Code flaws: GitGuardian can identify well-known flaws in widely used programming languages and libraries.
- Suspicious patterns: Recognize code patterns that, even in the absence of a known vulnerability, are frequently linked to security flaws.
Features:
- Vulnerability detection: Checks code for a variety of vulnerabilities, such as unsecured direct object references, code injection, and secret disclosures.
- Integration of continuous delivery with continuous integration (CI/CD): automates security checks by seamlessly integrating with CI/CD processes.
- Support for both proprietary and open-source code: accommodates a large variety of frameworks and programming languages, including both proprietary and open-source code.
- Rules that can be modified: enables you to design unique rules to identify particular security flaws in your codebase.
- Comprehensive reports: Offers comprehensive reports on vulnerabilities found, including the severity level, remediation procedures, and links to pertinent documents.
Limitations:
- False positives: GitGuardian, like any AI-powered tool, occasionally produces false positives, which means that code may be marked as vulnerable when it isn’t.
- Restricted scope: The main purpose of GitGuardian is to identify vulnerabilities in source code. Certain security vulnerabilities, such as those about configuration or infrastructure, might not be picked up by it.
- The complexity of customization: It can be difficult to set up and modify GitGuardian’s rules, especially for people who are not security specialists.
Pricing: It provides several plans including free also. For details please visit GitGardian Pricing.
5. AlphaCode
DeepMind created the AI model AlphaCode, which is capable of producing computer programs at a competitive level. It has been trained on an enormous text and code dataset, and it has proven its remarkable talents by placing highly in coding contests.
Features:
- Problem-solving: Capable of producing code to address intricate programming issues; demands logical reasoning, coding expertise, and algorithms.
- Language comprehension: Interprets problem descriptions written in natural language and converts them into executable code.
- Code generation: Generates a variety of solutions in Python, C++, and Java, among other programming languages.
- Adaptability: The ability to generalize to novel and unseen issues.
Limitations:
- Emphasize competitive programming: Designed primarily to solve well-defined coding challenges rather than practical software development problems.
- Human oversight necessary: For efficiency and dependability, generated code still needs to be reviewed and tested by humans.
- Stage of experimentation: Not yet included in developer processes or offered for sale.
Pricing: It is not currently available for commercial licensing or public use. It has no set release date as of yet; it is still in research and development.
Extra Perspectives:
- Potential impact: Software development could undergo a revolution thanks to AlphaCode’s ability to generate sophisticated code, but it’s crucial to set reasonable expectations and evaluate its present state of readiness.
- Future directions: DeepMind is always investigating methods to enhance AlphaCode’s effectiveness, versatility, and capacity to produce code for practical uses.
Important Information:
AlphaCode.ai is a different AI business with its headquarters located in Seoul. It is unrelated to the AlphaCode tool developed by DeepMind.
6. AI Helper Bot (SQLAI.ai)
If you are looking to get help regarding your database query, this AI Helper Bot will be very useful for you. AI Helper Bot is a powerful, AI-driven SQL query generator for users of all skill levels. Major databases like MySQL, PostgreSQL, SQL Server, and Oracle can be integrated with it, or you may upload JSON files. Finding data is as easy as asking a smart question thanks to AI Helper Bot’s ability to build SQL queries from basic prompts like “How many users are subscribed from user registration?” Additionally, users can exchange and store created SQL queries for later use.
Website: https://www.sqlai.ai/
Pricing:
– Starter: $5/month
– Pro: $9/month
– Advanced: $19/month
7. Sourcegraph Cody
Cody is an AI coding helper that helps you write and comprehend code more quickly by utilizing AI and a thorough understanding of your codebase. Cody is capable of autocompleting individual lines or entire functions in any programming language, configuration file, or manual. When you’re taking on challenging tasks, trying to grasp legacy code, or diving into new projects, Cody Chat can help you overcome obstacles.
Important characteristics:
- Finding code quickly with function names, file names, or plain English descriptions
- producing entire functions or code fragments to your specifications
- putting short explanations of intricate code structures or functionalities
- locating errors in your codebase and assisting in their correction
Pricing
- Free for individuals with limited features
- Pro and Enterprise options are also there.
8. Replit
The Replit online coding platform includes a set of AI-powered tools called Replit AI that are intended to increase your coding creativity and productivity. It provides several features for various phases of the development process, including authoring documentation, creating tests, and finishing code lines.
Key features:
- Generation & Completion of Code
- AI Conversation 3. Modify Code 4. Produce Tests
- Describe the Code
- AI-driven creation of documentation
- Cooperation between players
- Integrated Git functionalities
Limitations
- Accuracy: As with any AI technology, recommendations and justifications might not always be flawless. Verify the output again and make your own decisions.
- Restricted support: Certain features are exclusive to certain languages or are still in beta testing.
Pricing
- Free with some limitations.
- Paid: To get features like advanced documentation generation and Explain Code, requires a paid subscription.
9. Amazon CodeWhisperer
With the help of machine learning (ML), Amazon CodeWhisperer is a coding companion that suggests lines of code based on your comments and previously written code. It allows for a smooth workflow by integrating straight into your command line and IDE (Integrated Development Environment). Programming languages supported by it include Java, Python, JavaScript, TypeScript, C#, and more.
Key Features
- Code Recommendations
- Security Scans
- Natural Language to Code
- Tracker of References
- The Q Assistant on Amazon
How to Apply It
- Set up the Amazon Toolkit: To your preferred IDE, add the AWS Toolkit addon (available for VS Code, IntelliJ, PyCharm, and JetBrains).
- Register with CodeWhisperer: Use your AWS Builder ID or account to log in.
- Get Coding Started: CodeWhisperer will provide recommendations while you write code or comments.
Pricing
Individual: Free with limited features.
Professional: $19/user/month.
10. SourceLair
AI capabilities are included in SourceLair, a cloud-based integrated development environment (IDE), to improve the coding process. Programming languages supported by it include Python, JavaScript, Java, C++, PHP, and others. Its AI-powered context-aware code completion and code generation capabilities are its main advantages.
Key Features
- AI-Assisted Code Finishing
- The Creation of Code
- Refactoring Assisted by AI
- Chat AI
- Cooperation
- Version Management
Pricing
- Free Tier: 100 requests per day, limited features, for personal use only.
- Paid Tier: $9/month, with priority service, limitless functionality, and permission for commercial use.
Limitations
- Pay attention to Python: Although it can handle many languages, Python is the primary language for which its AI features are optimized.
- Limited Integrations: There are currently few extensions for other IDEs, and most integrations are with VS Code.
- Accuracy: Like other AI Tools, the suggested code may not be correct all the time.
Conclusion
Essentially, artificial intelligence (AI) is a game-changer for developers, providing them with tools and capabilities that improve creativity and problem-solving in addition to automating repetitive jobs. Developers should anticipate ever more advanced tools to help with every stage of the software development lifecycle as AI continues to progress. By utilizing AI technology, developers can maintain their innovative edge and create software that is more intelligent and effective. I hope the given list of free AI tools for developers will help you in some regard.
FAQ
Which is the best AI tool for code generation?
There are multiple AI Tools that can provide auto code generation. The best will depend on your requirements. If you are a developer and want to get help in code auto-generation then here are a few AI Tools that you may like:
1. CoPilot by GitHub
2. TabNine
3. AskCodi
And if you are looking for help in SQL Query then AI Helper Bot (SQLAI.ai) will be best for you.
Which is the best software for AI programming?
It depends heavily on your specific needs and goals. Here are a few suggestions:
For building and training AI models:
– TensorFlow
– PyTorch
– Keras
– Scikit-learn
For experimentation and research
– Jupyter Notebook
– Visual Studio Code with extensions
– Google Colab
For deploying and managing AI models
– AWS SageMaker
– Microsoft Azure Machine Learning
– Heroku
What is AI code auto-completion?
Programmers can increase coding efficiency and decrease errors by using AI code auto-completion, a feature that uses artificial intelligence to predict and offer code snippets or completions as they type.
Which AI Tools is best to get SQL Queries?
There are several AI tools that can assist in generating SQL queries. Out of which I suggest AI Helper Bot (SQLAI.ai). You can generate SQL Queries from Natural Language.
