anti-ai-detection SKILL.md skillA
anti-ai-detection from fourteen1416/academic-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fourteen1416/academic-agent-toolkit/anti-ai-detection@git:20260923.f7822e6Pins git:20260923.f7822e6 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fourteen1416/academic-agent-toolkit
- Path
academic-toolkit/skills/anti-ai-detection/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260923.f7822e6, committed Sep 23, 2026
- First version recorded
- Sep 23, 2026
- Size
- 8,024 bytes
- Repository stars
- 12
- License
- a license file GitHub does not identify
中文学术文本 AI 特征检测：八维度加八项统计特征分析、AI 味改写建议、改写质量检查，并生成国赛 AI 使用声明。触发词：反AI检测、AI味、去AI化、AI 生成特征、AI 使用声明。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 反AI特征检测 (Anti-AI Detection) v2.2 > **用途**：检测中文学术文本的AI生成特征，提供8维度+8统计特征分析、AI味改写建议、改写质量门禁、2026国赛AI使用声明生成。 > **触发条件**：用户说"反AI检测"、"AI痕迹检查"、"去AI味"、"anti-ai"、"检测AI生成"、"AI使用声明"。 ## 〇、先检索（本技能的调研基线） 本技能建立前先检索了现有成熟方案（避免造轮子）： - **SkillHub 社区**（skillhub.cn，2.2万+ skills）：humanize-chinese（20+检测类别、学术AIGC降重）、moways00001（8大类58种痕迹模式）、wb-deai-writing-pro（12维评分）、文章去AI味工具（14.3万下载） - **学术文献**：知识管理论坛2025（8维度框架）、GPTZero/DetectGPT/Binoculars（perplexity/burstiness）、AI Ethics 2026（7语言特征）、C-ReD ACL 2026（中文基准） - **官方规则**：全国大学生数学建模竞赛人工智能工具使用规定（2026年试行） ### 选择性吸收原则（不照抄照搬） 实证发现 humanize-chinese 的**机械改写会杜撰新痕迹**（"显著进展"→"可观进展"语义漂移、"值得注意的是"→"要提醒的是"学术语境破坏、"进展…进展"新重复、句号变逗号）。因此： - **吸收**：检测规则（20+类别、58种模式、12维评分）→ 已并入本工具词表 - **吸收**：moways00001 的"改写是让文字重新拥有观点、温度和节奏"理念 + 反AI审查回环 - **拒绝**：humanize-chinese 的自动机械替换改写 → 其输出必须过质量门禁，默认推荐人工改写 - **自建护栏**：`rewrite_quality_gate.py` 4维护栏（语义保持/句法完整/新痕迹检测/文体保护），任何改写输出不过门禁不得交付 ## 一、工具链总览 | 工具 | 用途 | 调用 | |------|------|------| | `tools/anti_ai_detector.py` | 反AI特征检测（v2，基线校准+12维特征） | `python tools/anti_ai_detector.py <文件> --json` | | `tools/reference_paper_baseline.py` | 解析参考论文→人类写作基线 | `python tools/reference_paper_baseline.py` | …
Read the whole file at its exact version.
How to install
mdr add fourteen1416/academic-agent-toolkit/anti-ai-detection@sha256:ef623a0e53e23689The line at the top of this page pins the label git:20260923.f7822e6, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_c5vx7m2nooxdxg5g)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, all committed on Sep 23, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260923.f7822e6 latest | 2026-09-23 | f7822e6 | 8,024 B | A | view · diff |
| git:20260923.4a6b4ef | 2026-09-23 | 4a6b4ef | 7,687 B | A | view · diff |
| git:20260923.2013b81 | 2026-09-23 | 2013b81 | 7,669 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8024 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
fourteen1416/academic-agent-toolkit · 12 stars · license a license file GitHub does not identify · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_c5vx7m2nooxdxg5g GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/anti-ai-detection GET https://markdownregistry.com/api/v1/blob/ef623a0e53e236898a55f34451ca5292d77197cd877aee56accc5526b45e953d
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.