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kaiyuelv

AI Density

by Lv Lancer · GitHub ↗ · v1.0.1 · MIT-0
cross-platform ✓ Security Clean
231
Downloads
1
Stars
2
Active Installs
2
Versions
Install in OpenClaw
/install ai-density
Description
AI含量检测工具 - 检测文本AI生成占比,输出0-10级客观分级 | AI Content Detector - Detect AI-generated text with 0-10 objective grading
README (SKILL.md)

AI Density / AI含量检测

一款双语AI含量检测工具,分析文本并输出AI生成内容占比的0-10级客观分级。

A bilingual AI content detection tool that analyzes text and outputs an objective 0-10 grading scale for AI-generated content proportion.

功能特点 / Features

  • AI含量检测: 0-10级客观分级 / 0-10 objective grading
  • 多维度分析: 5个检测维度带权重 / 5 dimensions with weights
  • 易于使用: 一行代码调用 / One-line API

安装 / Installation

pip install -r requirements.txt

使用示例 / Usage

from scripts.detector import AIDensityDetector

detector = AIDensityDetector()
result = detector.detect("Your text here / 你的文本")
print(f"AI含量等级: {result['level']}/10")
print(f"置信度: {result['confidence']}")

完整文档请查看 README.md / See README.md for full documentation.

Usage Guidance
This package appears to be an offline, heuristic AI-content detector implemented with regular expressions and simple metrics. Before installing: (1) Verify the source (registry owner ID is present but homepage was listed as unknown; README references a GitHub URL—consider checking that repo for provenance). (2) Review the code yourself (it uses only the Python standard library and contains unit tests), especially if you will process sensitive text. (3) Understand limitations: heuristic detectors can produce false positives/negatives; results are 'for reference only'. (4) If you plan to run it in production or on sensitive data, run the included tests and consider executing it in an isolated environment (virtualenv/container).
Capability Analysis
Type: OpenClaw Skill Name: ai-density Version: 1.0.1 The ai-density skill bundle is a legitimate tool for detecting AI-generated text using heuristic analysis. The code (scripts/detector.py) implements multi-dimensional scoring based on regex patterns for known LLM fingerprints, sentence length variance (perplexity proxy), and structural analysis without any external network calls, file system modifications, or obfuscated logic. All files, including the SKILL.md instructions and unit tests, align perfectly with the stated purpose of providing a bilingual AI content grading system.
Capability Assessment
Purpose & Capability
Name/description (AI content detector) match the provided code and README: the package implements heuristic, multi-dimensional text analysis (fingerprint, perplexity, semantic, style, human-modification). No unrelated credentials, binaries, or cloud services are requested.
Instruction Scope
SKILL.md only directs installation via pip -r requirements.txt and shows simple usage examples. Runtime instructions and examples call local APIs (AIDensityDetector.detect / detect_ai_content). There are no instructions to read unrelated files, access system credentials, or transmit data externally.
Install Mechanism
No install spec in registry (instruction-only skill). README offers git clone as an option; requirements.txt contains only commented optional dependencies. The code relies on Python standard library. No downloads from arbitrary URLs or archive extraction are specified.
Credentials
The skill declares no required environment variables, no primary credential, and no config paths. The code does not reference environment variables or external API keys, so requested environment access is minimal and proportional.
Persistence & Privilege
Skill flags show default invocation behavior (not always:true). The package does not request permanent presence or modify other skills/system-wide settings. It is a normal, non-privileged skill.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install ai-density
  3. After installation, invoke the skill by name or use /ai-density
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.1
简化 SKILL.md 结构
v1.0.0
Initial release
Metadata
Slug ai-density
Version 1.0.1
License MIT-0
All-time Installs 2
Active Installs 2
Total Versions 2
Frequently Asked Questions

What is AI Density?

AI含量检测工具 - 检测文本AI生成占比,输出0-10级客观分级 | AI Content Detector - Detect AI-generated text with 0-10 objective grading. It is an AI Agent Skill for Claude Code / OpenClaw, with 231 downloads so far.

How do I install AI Density?

Run "/install ai-density" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is AI Density free?

Yes, AI Density is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does AI Density support?

AI Density is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created AI Density?

It is built and maintained by Lv Lancer (@kaiyuelv); the current version is v1.0.1.

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