Everyone and their mum has been using Generative AI to simplify their life tenfolds. So it would be pretty criminal if it didn’t do the same to the people in tech. If you’re an engineer, developer, or even a product manager, Generative AI has you covered. And we’ll be talking about tools that do it for you.
Specifically AI code generators!
These are 11 AI code generators that WILL simplify your day. They do this by decreasing time in the development process and creating functional code in seconds!
They also clean up your code and fix mistakes. The result? You get high-quality and bug-free code for the cost of no extra headaches. Intrigued? Let’s go:
Features to Look For in AI Code Generators
AI generators are software tools that use NLP (Natural language processing) and Machine learning to generate code. Here are some important qualities to look for in an AI Code Generator.
1. Supported Programming Languages and Frameworks
Verify that the AI code generator can generate code in a variety of programming languages and is compatible with a range of frameworks. This guarantees your projects’ adaptability and flexibility.
2. Code Quality
Evaluate the correctness, effectiveness, and efficiency of the code generated by the AI. To reduce errors and maximize performance, the generated code must adhere to industry standards and be of the highest quality.3. Self-Learning With User Contributions:
3. Self-Learning Through User Input
A valuable feature is the ability of the AI code generator to learn from user interactions. It should progressively improve its code generation capabilities by understanding and incorporating user feedback and inputs.
4. Intuitive User Interface
Engineers and developers are generally in a fast past digital environment, where a clunky UI can derail their workflow. This is an important feature considering the real-life implications can break the precious flow.
5. Seamless Integration Options
Integration with popular code editors and environments is a massive help bringing in developing seamless workflows for your needs.
6. Cost-Effective Freemium Model or Affordable Pricing
Most good ai generators have a freemium service that gives you decent mileage.
Ten Best AI Code Generators of 2023
Here are the best AI code generators:
1. Github copilot
This is a GitHub application that generates code using OpenAI Codex, a massive language model trained on trillions of lines of code.
It is capable of writing code in at least 12 different languages, including BASH1, JavaScript, Go, Perl, PHP, Ruby, Swift, and TypeScript. It’s considered the go-to AI code generator for developers. Github Copilot doesn’t have a free version. However, there is a free trial.
2. Amazon Codewhisperer
Amazon Code Whisperer is a promising solution though it’s in its early stages. After the latest updates, the accuracy of the responses has been pretty high.
Amazon Codewhisperer might not be as accurate as Github Copilot considering it’s still in its preview stage. But it is free for individuals and gives unlimited code suggestions for you to play around with.
3. Open AI Codex (now functioning as chatGPT 3.5 Turbo)
Open AI Codex is the mother of many AI-based code generators since most of them (including GitHub copilot) are based on the Open AI Codex. This is excellent for developers looking for a reliable code-generation platform, it delivers improved accuracy.
The capabilities and tools offered by OpenAI Codex include automated testing, code optimization, and natural language translation.
Codex can also provide bits of code that can be effortlessly incorporated into a project by translating natural language to code.
Since March 2023, Chat GPT codex has been Deprecated and now functions as chatGPT 3.5 Turbo
4. ChatGPT (GPT 4)
Easily the most popular AI tool to come during the AI boom recent time. It uses NLP to generate and solve coding problems with accuracy. It supports programming languages like HTML, PHP, CSS, C++, C, Python, MicroPython, etc.
Its Pre-trained models can be highly customized for different languages and domains. Regarding user-friendliness, ChatGPT is truly as easy as it gets. You almost need little to no coding language to operate it.
ChatGPT’s free version is chatGPT 3.5. And it can cover most of your use cases, however, if you want to step things up a notch, ChatGPT 4 is their most accurate upgrade yet at $20/month. It’s more update and opens loads of APIs for you to access.
5. Replit Ghostwriter
Replit Ghostwriter is an online platform for coding collaboratively. It allows you to host and write your code directly on its cloud platform. It has integrated support for version control and debugging as well as a wide range of languages and frameworks.
Ghostwriter’s code completion suggestions speed up the process of finding and fixing problems. And it also allows you to deploy your code without stepping outside the platform. Having an extensive library of templates and snippets, Ghostwriter acts as your aid to help you early on.
6. Synk code
Snyk Code is an expert-curated, AI-powered Python code detector. It scans your code for bugs and provides helpful recommendations straight from your IDE. It employs a semantic analysis AI engine to find and fix security flaws in 5 minutes.
The AI engine is coupled with the Snyk Security Intelligence database and learns from millions of open-source changes. As a result, its knowledge base is constantly growing. Further reducing false positives to almost ZERO and producing important results that can be put into practice.
Sync code has a free plan for the developers, which they can use and test out its accuracy.
7. Visual Studio Intellicode
Intellicode is developed by Microsoft, it is a built-in AI-powered code completion tool for Visual Studio. As you type, it can offer code completions, variable names, and other code snippets.
Intellicode is trained on a vast code dataset and can learn to adapt to your coding style over time.
Intellicode’s motto is “type less, code more,” and it fuses ML algorithms into your workflow and learns the patterns in code to provide personalized suggestions.
8. Polycode
PolyCode is publicly available on GitHub. It is a powerful AI code generator that includes pre-trained models. It supports languages like C, C++, JavaScript, Python, PHP, Ruby, TypeScript, and others. The open-source concept may be integrated into a wide range of projects.
According to the developers, its code correctness is sometimes better than Codex(allegedly).
The datasets available on GitHub now reach 200GB, and the models are regularly updated utilizing powerful hardware.
9. Hugging Face
Hugging Face’s Transformer models can be used to generate code. It offers a unique approach to AI code generation. Huggingface is powered by their community-based pre-trained models. The cool thing about these models is that they can be further fine-tuned to generate better, personalized code.
You also get access to Code T5 which allows you to probably create the best AI-generated code based on a pre-trained model.
Hugging Face boasts having a 5,000+ organization base. And is proudly loved by developers across the board.
10. AI2sql
AI2sql is an AI-powered code generator for generating SQL queries. It uses NLP to take in requests and turns them into Error free SQL queries that can be instantly deployed.
It was built to make SQL more accessible considering writing complex SQL queries is challenging for even some developers.
The user-friendly UI solves the biggest challenge in SQL which is its non-intuitive user interface.
Here’s a Table outlining the Supported language with their respective AI code generator:
| AI Code Generator | Programming Languages |
| Github Copilot | Python, JavaScript, Go, Perl, PHP, Ruby, Swift, TypeScript |
| Amazon Codewhisperer | Python, Java, JavaScript, TypeScript, C# |
| Open AI Codex | Python, C++, Java, JavaScript, Go, PHP, Ruby, Swift, TypeScript |
| ChatGPT (GPT 3.5 and 4) | HTML, PHP, CSS, C++, C, Python, MicroPython, etc. |
| Replit Ghostwriter | Python, JavaScript, Java, C++, C, PHP, Ruby, Swift, TypeScript |
| Synk.io | Python |
| Visual Studio Intellicode | C#, Visual Basic, JavaScript, TypeScript, Python |
| Polycode | C, C++, Java, JavaScript, Python, PHP, Ruby, Swift, TypeScript |
| Hugging face | Python |
| AI2sql | SQL |
Summarising – 12 Best AI Code Generators in 2023
- GitHub Copilot
- Amazon Codewhisperer
- Open AI Codex
- ChatGPT (GPT 3.5 and 4)
- Replit Ghostwriter
- Synk Code
- Visual Studio Intellicode
- Polycode
- Hugging Face
- AI2sql
In addition to these, here are two more AI code generators you can use:
Final Thoughts
AI code generators are effective tools. They increase the precision, quality, and adaptability of developers’ code— while helping them save time and money.
Almost all of these code generators are taught using open-source code. Open source code is readily available in GitHub repositories or elsewhere and can produce code that is on par with that of a typical programmer.
Get an AI code generator, Also, it’s crucial to consider your development demands and goals given the variety of AI-based solutions now on the market.
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