Not in the top 1,000 by GitHub stars
Moonlit-Pages/AIGC-Detector-Rewriter-Skill
A conservative AIGC detector-informed thesis rewriting skill for English and Chinese academic writing. Supports Turnitin AI, CNKI AIGC, minimal-edit revision, protected academic elements, qualitative/quantitative routing, and chapter-by-chapter AI-writing risk reduction without detector-bypass claims.
History
Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.
View weekly changes
SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Network or broad shell → After Network or broad shell
84f93cd4ac15 → 84f93cd4ac15
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
First observation → 84f93cd4ac15
No earlier version was observed for comparison.
494GitHub stars
-4stars in 7 days
1skill in this repository
0commits in 30 days
Heat
0.2- Star growth, last 7 daysNot available
- Star growth, last 24 hoursNot available
- Rank movement, last 7 daysNot available
- Commits, last 30 daysNot available
- Accounts asking about it through MCP, last 7 daysNot available
- Hot votes this weekNot available
Heat never changes the order by stars, and sponsorship never touches it. How heat works
Stars over time
30-day change not yet available: not enough history.
Individual skills in this repository
How it works
When your agent uses it
What it loads into context
Frontmatter
2,915 tokensAlways available to the agent
SKILL.md
51,643 tokensWhen the skill is activated
Reference documents
59,055 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Description
- Core Operating Architecture (READ FIRST — overrides any conflicting rule below)
- Task Routing Rule
- Language Routing Rule
- Task Mode Definitions
- Score Terminology Glossary
- Intent Confirmation Rule
- Triggers
- Universal AI-Feature Reduction Rule
- Project-Level Working Structure
- Global D1–D17 Consistency Override Rule
- Score Regression Guard
- Target Status State Machine
- Universal External-Risk Calibration Rule
- Default-Excluded Units
- Non-Comparable Detector Handling
- External Test Scope Sheet
- DOCX Output Gate
- File Naming Convention
- External Highlight First Rule
- External Score Extraction Rule
- No External Detector Score Rule
- Task Size Routing Rule
- Definition of included body paragraphs:
- Practical Long-Document Execution Rule
- Batch Processing Rule
- External Risk Convergence Map Rule
- Rewrite Unit Decision Rule
- Paragraph Triage Rule
- Parallel Hypothesis Differentiation Rule
- Methodology and Empirical Reporting High-Risk Rule
- Variable Measurement Template Risk Rule
- Human Research Trace Relocation Rule
- Procedural Description De-Linearization Rule
- Front-Loaded Risk Allocation Rule
- Results-Section Interpretation Boundary Rule
- Author Style Baseline Rule
- Data Table Anchor Rule
- Mandatory Staged Execution Rule
- Public Evidence Rule
- No Aggregated Evidence Rule
- Continuation and Resume Rule
- Phase Completion Definition
- Workflow
- Additional Multi-Detector Trigger Floors
- Conclusion Integration Rule
- Function-Entry Diversification Rule
- Phase 4.5A and Phases 5–9: Rewrite Resource Allocation, Three-Pass Rewrite, and Quality Gates
- External Risk Regression Rule
- Key Principles
- Reference Files
- Usage Example
Files
CHANGELOG.mddoc3,203 bytesKNOWN_LIMITATIONS.mddoc2,026 bytesLICENSEasset11,357 bytesMANIFEST.mddoc2,018 bytesREADME.mddoc20,258 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesSKILL.mdcore245,421 bytesTEST_CASES.mddoc3,011 bytesimages/aigc-detector-rewriter-overview.pngasset1,505,953 bytesimages/aigc-rewrite-result.pngasset1,518,441 bytesimages/core-capabilities.pngasset1,572,895 bytesimages/how-the-skill-works.pngasset1,523,780 bytesreferences/chinese_text_ai_risk.mddoc14,130 bytesreferences/detection_principles.mddoc58,802 bytesreferences/qualitative_authorship_restoration.mddoc11,473 bytesreferences/rewrite_methods.mddoc166,720 bytes
Read SKILL.md
---
name: aigc-detector-rewriter
title: AIGC Detector & Rewriter
description: >
Detect AI-generated writing-risk patterns in English and Chinese thesis text, score
paragraphs by external-detector-informed risk, and revise selected high-risk
passages while preserving meaning, citations, variables, hypotheses, data,
statistical conclusions, and document structure. Uses iterative,
externally re-tested, chapter-by-chapter, minimal-edit revision rounds that
never regenerate whole paragraphs, never accept a rewritten candidate as a new baseline when a comparable external re-test shows regression (before re-test it is only a candidate), never
shrink the paper, never merge paragraphs or displace section headings, and keep
every sentence grammatically complete, correctly punctuated, a sensible length,
and free of jarring meta-commentary. The objective is to bring each target
chapter and, where measurable, the whole document below the user-defined target
(default 30 percent); it does not guarantee a detector outcome and must stop orSkills included
Repository facts
- License
- Apache-2.0
- Created
- Jun 10, 2026
- Last pushed
- Jun 19, 2026
- Forks
- 9
- Open issues
- 0
- Project activity
- Slowing
Before you install
Network or broad shellAutomated signals, not a guarantee
Checked Nov 6, 2026
Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.
Show 40 notes
SKILL.md:1Analysis incomplete: Frontmatter missing closing delimiter or exceeds byte/line limitSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedSKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzed
- 1 broad permissionin 1 file: SKILL.md:1
- No dangerous shell commands
- 11 network referencesin 2 files: README.md:3 LICENSE:1
- No hidden or obfuscated text
- No instruction overrides
- No executable scripts
- No access to secrets
- No requests to vote in Hot
Show all 12 signals by file
LICENSE
README.md
- Network accessline 3
[](https://github.com/Moonlit-Pages/AIGC-Detector-Rewriter-Skill/stargazers) - Network accessline 539
* MIT License for open use * Apache-2.0 for open use with patent language * CC BY-NC 4.0 if you want non-commercial reuse only - Network accessline 541
* CC BY-NC 4.0 if you want non-commercial reuse only - Network accessline 555
<a href="https://www.star-history.com/?repos=Moonlit-Pages%2FAIGC-Detector-Rewriter-Skill&type=date&legend=top-left"> - Network accessline 556
<picture> <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/chart?repos=Moonlit-Pages/AIGC-Detector-Rewriter-Skill&type=date&theme=dark&legend=top-left" /> <source media="(prefers-color-scheme: light)" - Network accessline 557
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/chart?repos=Moonlit-Pages/AIGC-Detector-Rewriter-Skill&type=date&theme=dark&legend=top-left" /> - Network accessline 558
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/chart?repos=Moonlit-Pages/AIGC-Detector-Rewriter-Skill&type=date&legend=top-left" /> - Network accessline 559
<img alt="Star History Chart" src="https://api.star-history.com/chart?repos=Moonlit-Pages/AIGC-Detector-Rewriter-Skill&type=date&legend=top-left" />
SKILL.md
- Broad permissionsline 1
Unsupported or unresolved allowed-tools declaration
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Some files could not be read; the facts below still hold.
Signal confidence: 9 facts
- Network access in prose of documentationREADME.md:3Low confidence
- Network access in prose of documentationREADME.md:539Low confidence
- Network access in prose of documentationREADME.md:541Low confidence
- Network access in prose of documentationREADME.md:555Low confidence
- Network access in prose of documentationREADME.md:556Low confidence
- Network access in prose of documentationREADME.md:557Low confidence
- Network access in prose of documentationREADME.md:558Low confidence
- Network access in prose of documentationREADME.md:559Low confidence
- Broad permissions in prose of the SKILL.mdSKILL.md:1Low confidence
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Unknown | No evidence | |
| Codex | Unknown | No evidence | |
| Cursor | Unknown | No evidence | |
| Gemini CLI | Unknown | No evidence | |
| GitHub Copilot | Unknown | No evidence | |
| OpenCode | Unknown | No evidence |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.
