Question: Is there a service that can help me identify and improve the runtime complexity of my code snippets, even if they're incomplete?

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TimeComplexity.ai

If you want to figure out the runtime complexity of a snippet of code and then try to optimize it, TimeComplexity.ai is a good option to check out. This AI service uses GPT-3.5 Turbo to assess the complexity of your code in a variety of programming languages, including Python, C++, Java and others. It can handle incomplete code, too, and has a pay-as-you-go pricing system with an anonymous plan that gets you 20 free queries per day and an authenticated plan that gets you 50 per day.

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Figstack

Another good option is Figstack, which offers a variety of AI-powered tools to help you analyze your code. Its Time Complexity tool estimates how your code will perform, using Big O notation, so you can try to optimize it for better performance. Figstack also offers tools like Explain Code for natural language descriptions, Language Translator for converting code from one language to another, and Docstring Writer for generating documentation automatically. You can try the service with a free trial before subscribing to a plan.

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AI Code Mentor

If you prefer something more interactive, AI Code Mentor offers a variety of tools to optimize, refactor and guide you through code reviews. It supports several programming languages, including JavaScript, HTML/CSS and Python, and offers explanations to help developers better understand their code. The service has a variety of pricing tiers, so it should be available regardless of how much you use it.

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Sourcegraph

Last, Sourcegraph is a full-featured code intelligence platform that includes an AI-powered coding assistant called Cody. It also offers tools for navigating code across multiple repositories, searching code rapidly and accurately, and Code Insights for visualizing trends in your codebase. Sourcegraph supports multiple programming languages and integrates with many IDEs, so it's a good option if you want to improve your coding productivity and understand what's going on in a large codebase.

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