💻 programming

ZipPy

Tool to quickly detect AI-generated text using compression ratio

#natural language processing
#machine learning
#text analysis
#AI detection
#Compression ratio
ZipPy

Product Details

ZipPy is a fast research AI detection tool that uses compression ratio to indirectly measure text perplexity. ZipPy performs classification by comparing the similarity between the AI-generated corpus and the provided samples. The main advantages of this tool are that it is fast, scalable and can be embedded into other systems. Background information on ZipPy shows that it is intended to complement existing large language model detection systems, which often use large models to calculate the probability of each word, and ZipPy provides a faster approximation method.

Main Features

1
Use LZMA, Brotli or zlib compression ratio as an indirect measure of text perplexity.
2
Detect whether the text was generated by AI by comparing the compression ratio of the AI-generated corpus to the sample.
3
Supports reading files from command line arguments or reading text from standard input.
4
Can be imported and used in other scripts as a Python package.
5
A Chrome extension and Firefox extension are provided to flag potential AI-generated content in the browser.
6
The output is a statistical comparison showing how similar the sample is to a known LLM corpus.
7
Supports multiple languages ​​and multiple types of text detection.

How to Use

1
1. Install ZipPy, which can be installed through pip: `pip3 install thinkt-zippy`.
2
2. Or install from source code: run `python3 setup.py build && python3 setup.py sdist && pip3 install dist/*.tar.gz`.
3
3. Using ZipPy, you can run it directly as a script: `zippy samples/human-generated/about_me.txt`.
4
4. Pass the text file to ZipPy for detection through command line parameters.
5
5. You can also pass text via standard input: `zippy -s < yourfile.txt`.
6
6. Determine whether the text is generated by AI based on the output statistical comparison results.

Target Users

ZipPy's target audience is developers, researchers, and users who need to quickly detect AI-generated text. It is particularly suitable for scenarios where AI-generated content needs to be quickly identified in large amounts of text, such as content review, academic plagiarism detection, etc.

Examples

The content moderation team uses ZipPy to identify and filter AI-generated fake news.

Academic institutions use ZipPy to detect AI-generated content in academic papers to ensure academic integrity.

Businesses use ZipPy to monitor customer feedback to identify responses that may have been generated by chatbots.

Quick Access

Visit Website →

Categories

💻 programming
› Content detection
› research tools

Related Recommendations

Discover more similar quality AI tools

Llama-3-Patronus-Lynx-70B-Instruct

Llama-3-Patronus-Lynx-70B-Instruct

PatronusAI/Llama-3-Patronus-Lynx-70B-Instruct is a large language model based on the Llama-3 architecture, designed to detect hallucination problems in RAG settings. The model analyzes a given document, question, and answer and evaluates whether the answer is faithful to the document content. Its main advantages lie in its high-precision hallucination detection capabilities and strong language understanding capabilities. This model was developed by Patronus AI and is suitable for scenarios that require high-precision information verification, such as financial analysis, medical research, etc. The model is currently free to use, but specific commercial applications may require contacting the developer.

Open source text generation
💻 programming
Imitate Before Detect

Imitate Before Detect

Imitate Before Detect is an innovative text detection technology designed to improve the detection of machine-revised text. The technology more accurately identifies machine-revised text by mimicking the style preferences of large language models (LLMs). Its core advantage lies in its ability to effectively distinguish the nuances of machine-generated and human writing, thus having important application value in the field of text detection. Background information on this technology shows that it can significantly improve detection accuracy, and the AUC value increases by 13% when processing open source LLM revision text, and increases by 5% and 19% respectively when detecting GPT-3.5 and GPT-4o revision text. It is positioned to provide researchers and developers with an efficient text detection tool.

natural language processing machine learning
💻 programming
Undetectio

Undetectio

Undetectio is an AI-generated content invisibility tool that makes AI-generated content undetectable by AI content detectors. It can convert AI-created text into human-like content, bypassing AI content detection systems, and is the most advanced and accurate AI detection and elimination tool. Our tool is free to use up to 1,000 words per month, no credit card required. We continually improve our tools based on user feedback.

AI tool
💻 programming
Cognitora

Cognitora

Cognitora is the next generation cloud platform designed for AI agents. Different from traditional container platforms, it utilizes high-performance micro-virtual machines such as Cloud Hypervisor and Firecracker to provide a secure, lightweight and fast AI-native computing environment. It can execute AI-generated code, automate intelligent workloads at scale, and bridge the gap between AI inference and real-world execution. Its importance lies in providing powerful computing and operation support for AI agents, allowing AI agents to run more efficiently and safely. Key benefits include high performance, secure isolation, lightning-fast boot times, multi-language support, advanced SDKs and tools, and more. This platform is aimed at AI developers and enterprises and is committed to providing comprehensive computing resources and tools for AI agents. In terms of price, users who register can get 5,000 free points for testing.

high performance computing AI platform
💻 programming
Macroscope

Macroscope

Macroscope is a programming efficiency tool that serves R&D teams. It has received US$30 million in Series A financing and has been publicly launched. The core functions focus on code management and R&D process optimization. By analyzing the code base to build a knowledge graph and integrating a multi-tool ecosystem, it solves the pain points of engineers being burdened with non-development work and managers having difficulty keeping track of R&D progress. Its technical advantage lies in multi-model collaboration (such as the combination of OpenAI o4-mini-high and Anthropic Opus 4) to ensure the accuracy of code review, and customer data is isolated and encrypted, compliant with SOC 2 Type II compliance, and promises not to use customer code to train models. Pricing is divided into Teams ($30/developer/month, at least 5 seats) and Enterprise (customized price) packages, targeting small and medium-sized R&D teams and large enterprises with customization needs, helping teams focus on core development and improving overall R&D efficiency.

Teamwork data visualization
💻 programming
100 Vibe Coding

100 Vibe Coding

100 Vibe Coding is an educational programming website focused on quickly building small web projects through AI technology. It skips complicated theories and focuses on practical results, making it suitable for beginners who want to quickly create real projects.

AI educate
💻 programming
iFlow CLI

iFlow CLI

iFlow CLI is an interactive terminal command line tool designed to simplify the interaction between developers and terminals and improve work efficiency. It supports a variety of commands and functions, allowing users to quickly perform commands and management tasks. The key benefits of iFlow CLI include ease of use, flexibility, and customizability, making it suitable for a variety of development environments and project needs.

development tools Productivity tools
💻 programming
Never lose your work again

Never lose your work again

Claude Code Checkpoint is an essential companion app for Claude AI developers. Keep your code safe and never lost by tracking all code changes seamlessly.

Developer Tools Code backup
💻 programming
Streamdown

Streamdown

Streamdown is a plug-and-play replacement for React Markdown designed for AI-driven streaming. It solves new challenges that arise when marking and streaming, ensuring safe and perfectly formatted Markdown content. Key advantages include AI-driven streaming, built-in security, support for GitHub Flavored Markdown, and more.

AI Safety
💻 programming
Qoder

Qoder

Qoder is an agent coding platform that seamlessly integrates with enhanced context engines and intelligent agents to gain a comprehensive understanding of your code base and systematically handle software development tasks. Supports the latest and most advanced AI models in the world: Claude, GPT, Gemini, etc. Available for Windows and macOS.

code completion AI coding
💻 programming
Compozy

Compozy

Compozy is an enterprise-grade platform that uses declarative YAML to provide scalable, reliable and cost-effective distributed workflows, simplifying complex fan-out, debugging and monitoring for production-ready automation.

Enterprise level event driven
💻 programming
Dereference

Dereference

Claude Code is a futuristic IDE that seamlessly integrates with CLI AI tools such as Claude Code and Gemini CLI. Its main advantages are that it provides multi-session orchestration, atomic branching capabilities, and greatly improves developer productivity. The product is positioned to be designed for developers who want fast delivery.

Artificial Intelligence Developer Tools
💻 programming
AgentSphere

AgentSphere

AgentSphere is a cloud infrastructure designed specifically for AI agents, providing secure code execution and file processing to support various AI workflows. Its built-in functions include AI data analysis, generated data visualization, secure virtual desktop agent, etc., designed to support complex workflows, DevOps integration, and LLM assessment and fine-tuning.

AI data visualization
💻 programming
DailiCode

DailiCode

Daili Code is an open source command-line AI tool that is compatible with multiple large language models and can connect to your tools, understand code, and accelerate workflows. It supports multiple LLM providers, provides powerful automation and multi-modal capabilities, and is suitable for developers and technicians.

automation Open source
💻 programming
Gpt 5 Ai

Gpt 5 Ai

GPT 5 is the next milestone in the development of AI, with unparalleled capabilities. Benefits include enhanced reasoning, advanced problem-solving, and unprecedented understanding. Please refer to the official website for price information.

Artificial Intelligence data analysis
💻 programming