academic-humanizer: Strip AI-writing tells from papers and grant proposals, while keeping scholarly voice and tying claims

by AIScientists-Dev · Claude Skill · ★ 2.5k

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install academic-humanizer

git clone https://github.com/AIScientists-Dev/academic-humanizer ~/.claude/skills/academic-humanizer

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 67/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

🧪 Tested by Agent Skills Hub

One of 23 tools we ran end to end on the same task for our Humanizer & Anti-Slop Skills page (2026-10-07).

Result: Reads human 3.5/5 · Changed wording, not structure · kept every fact · 0.8 min

See before and after → · See the whole test →

academic-writinggrant-writingllmnihnsfresearchscientific-writingwriting-assistant

Quick Facts

Stars2,516
Forks190
CategoryClaude Skill
Quality Score67/100
Open Issues3
Last Updated2026-07-03
Created2026-06-20
Platformsclaude-code, codex
Est. Tokens~17k

About academic-humanizer

      Why we built this Some of us write a lot of papers and grant proposals, and our team started using AI to help with drafts. The problem is that AI-assisted drafts come out generic and verbose, with "In recent years..." openers, inflated phrasing, and over-long sentences. They also drift from the author's own voice and lose the precision scholarship depends on.

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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