aigc-detect

Detect AI-generated content in documents and refine text to reduce detection scores.

3|1|Updated May 7, 2026
One-click install
npx skills add https://github.com/clolckliang/aigc-detector-toolkit --skill aigc-detect
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: aigc-detect
Source: https://github.com/clolckliang/aigc-detector-toolkit/tree/main/skills/aigc-detect
Command: npx skills add https://github.com/clolckliang/aigc-detector-toolkit --skill aigc-detect

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires uv, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill provides advanced detection and refinement of AI-generated content within documents, ensuring high-quality, original writing.

Core Features & Use Cases

  • AI Content Detection: Detect AI-generated content across various engines, with options for refining text to reduce detection scores.
  • Refinement Workflows: Apply targeted text refinements to reduce the probability of detection, improving document quality.
  • Use Case: Ideal for authors and researchers seeking to verify the authenticity of text or to ensure that academic writing adheres to strict ethical guidelines.

Quick Start

Detect AI-generated content in 'thesis.docx' and refine sections exceeding the threshold of 0.4.

Frequently Asked Questions about aigc-detect

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect AI-generated content in a Word document?

To detect AI-generated content in a Word document, this Skill applies multi-engine fusion detection to scan your text and output authenticity scores. You can specify a detection threshold, such as 0.4, to flag AI-generated sections for review.

Can I refine academic writing to reduce AI content detection scores?

Yes, you can refine academic writing to reduce AI content detection scores using AI-driven text refinement strategies. After identifying flagged sections, the Skill rewrites the text to lower detection probability while improving original document quality.

Do I need an OPENAI_API_KEY to verify document authenticity?

Yes, you need an OPENAI_API_KEY to verify document authenticity because the text refinement process relies on a large language model. The detection engines run first, followed by LLM-based refinement for any flagged text sections.

What is multi-engine fusion detection for AI text verification?

Multi-engine fusion detection for AI text verification is a mechanism that aggregates results from multiple detection algorithms to assess document authenticity. It provides a comprehensive score to identify AI-generated content accurately across various text sections.

Does the Skill work with uv for environment setup?

Yes, the Skill works with uv for environment setup, requiring it as a dependency to manage the Python environment. This ensures the necessary detection engines and LLM-based refinement scripts run consistently within an isolated, configured workspace.