academic-deweight-suite — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited academic-deweight-suite (Plugin) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
This is a portfolio-facing academic writing Agent/Plugin project for source-preserving de-AI diagnosis and human-anchor-bound rewriting. It is kept public as a reusable Claude Code/Codex writing workflow asset.
Academic Deweight Suite is an agent plugin for source-preserving academic de-AI and deweighting workflows.
It is designed for papers, theses, grants, and technical reports where rewriting must not drift citations, numbers, formulas, terms, or claim strength.
The suite routes academic rewrite work through six gates:
| Gate | Skill |
|---|---|
| Orchestration | academic-deweight-suite:orchestrator |
| Source anchoring | academic-deweight-suite:deweight-intake-anchor |
| Full coverage scan | academic-deweight-suite:deweight-coverage-scan |
| Human anchor binding | academic-deweight-suite:deweight-human-anchor-bind |
| Anchor-bound rewrite | academic-deweight-suite:deweight-anchor-rewrite |
| Residual verification | academic-deweight-suite:deweight-verify-gate |
The core workflow is:
Integrity Snapshot
-> Semantic Anchor
-> Pattern Coverage Matrix
-> Human quote evidence
-> Rewrite Prescription
-> Anchor-bound rewrite
-> Residual verificationThis package includes a complete SQLite anchor database:
plugins/academic-deweight-suite/_shared/assets/academic_deweight_anchors.sqliteThe included DB lets agents quickly retrieve A-code / writing-function anchors, human-writing practice cards, curated excerpts, corpus segments, negative style-only candidates, and review-decision state.
The corpus redistribution rights are handled by the maintainer. Local absolute source paths inside the database are replaced with portable placeholders so the asset can move across machines.
To rebuild a DB with your own full-text sources, use:
python3 plugins/academic-deweight-suite/_shared/scripts/build_anchor_db.py --out plugins/academic-deweight-suite/_shared/assets/academic_deweight_anchors.sqlite --hu-full <LOCAL_FULL_MD> --hu-anchor <LOCAL_ANCHOR_MD>See:
Chinese docs:
This plugin does not verify AIGC detector results unless the user provides a real verifier artifact. It does not label real papers as AI-generated from style overlap alone.
See Security.
Kunkun
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.