humanize

Audit academic prose for AI-voice tells and generate a structured detection report.

4|Updated Aug 22, 2025
One-click install
npx skills add https://github.com/stevejbickley/arcbita-geek-seminars --skill humanize-stevejbickley
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: humanize
Source: https://github.com/stevejbickley/arcbita-geek-seminars/tree/main/sessions/2026-07-29-ClaudeCodeforAppliedSocialScience/starter/.claude/skills/humanize
Command: npx skills add https://github.com/stevejbickley/arcbita-geek-seminars --skill humanize-stevejbickley

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Academic writers who use AI assistance risk submitting prose that reads as AI-drafted, triggering reviewer suspicion and journal policy issues. This Skill detects the statistically conspicuous patterns of LLM-generated text so authors can strip them before submission. ## Core Features & Use Cases - Ten detection categories: Flags boilerplate transitions, AI-cliché lexicon, em-dash overuse, symmetric paragraph shapes, tricolon abuse, hedging stacking, "not only X but also Y" frames, formulaic openers, hyphenation excess, and sycophantic framing. - Severity-ranked reporting: Each finding is rated HIGH, MED, or LOW with line numbers, current text, and suggested fixes, written to a report file in quality_reports/. - Detect-and-flag only: The Skill never rewrites your prose, preserving authorial voice while making the tells visible. - Use Case: Before submitting a journal article drafted with AI assistance, run the audit on your .tex or .qmd manuscript to find every "Moreover", "delve into", and hedging stack, then edit them out manually. ## Quick Start Ask the assistant to run the humanize audit on your manuscript file, for example by saying "humanize my paper.tex and report only high-severity AI tells".

Frequently Asked Questions about humanize

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I check if my academic writing sounds AI-generated?▼

Run the humanize audit on your .tex, .qmd, or .md file. It scans for ten categories of AI tells including boilerplate transitions, cliché phrases like "delve into", and hedging stacks, then writes a severity-ranked report to quality_reports/.

How to remove AI voice from a research paper before submission?▼

First run the audit to get a line-by-line report of flagged patterns with severity ratings. Then edit the flagged passages manually, since the skill deliberately does not auto-rewrite because automated rewriting introduces new AI tells.

What file types does the AI-voice audit support?▼

The audit supports .tex, .qmd, and .md prose files. It skips .bib, .R, .py, and other code files because the detectors are tuned specifically for academic prose, not code comments or bibliographies.

Can the humanize skill rewrite my text automatically?▼

No, there is deliberately no rewrite mode. Cross-vendor research found that auto-rewriting AI tells degrades prose quality by introducing the rewriter's own tells, so the skill only detects and flags while the author edits.

When should I not run an AI-tell detection audit?▼

Skip it on non-prose files like bibliographies and code, on code comments, and on UI/UX copy where voice norms differ. For grammar use a proofreading pass, and for citation accuracy use a fact-checking pass instead.