ai-writing-auditor

Detects machine-generated writing patterns in prose and rewrites flagged passages while preserving meaning.

Updated Jul 12, 2026
One-click install
npx skills add https://github.com/sumitake/agent-collab --skill ai-writing-auditor-sumitake
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-writing-auditor
Source: https://github.com/sumitake/agent-collab/tree/main/plugins/agent-collab/skills/ai-writing-auditor
Command: npx skills add https://github.com/sumitake/agent-collab --skill ai-writing-auditor-sumitake

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Unedited AI-generated prose carries recognizable tells—stock phrasing, mechanical structure, decorative formatting, and hollow conclusions—that undermine reader trust. This Skill audits text for those concrete patterns and rewrites it to read as careful human writing without altering the author's meaning, voice, or information density. ## Core Features & Use Cases - Evidence-Based Auditing: Every flagged issue cites the exact original phrase, ranked by severity, rather than a vague impression that something feels off. - Format-Calibrated Strictness: Applies different scrutiny levels for technical docs, casual notes, blog posts, and persuasive copy, since the same phrase can be fine in one and a problem in another. - Meaning-Preserving Rewrites: Fixes remove the tell while keeping every factual claim, intentional stylistic choice, and technical term intact. - Use Case: Before publishing a customer-facing blog post drafted with AI assistance, run an audit to get a findings table, a fully rewritten version with high- and medium-severity issues resolved, and a change summary grouped by category. ## Quick Start Audit this draft for AI writing patterns and rewrite it so it reads like a careful human wrote it, without changing the content.

Frequently Asked Questions about ai-writing-auditor

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

FAQPage Schema
How do I remove AI writing patterns from a draft?▼

Submit the draft for an audit that scans for concrete tells like stock phrasing, the "it's not X, it's Y" reversal, stacked hedges, and decorative formatting. Each flagged passage is rewritten to remove the tell while preserving the original claim, register, and voice.

What are common signs of AI-generated text?▼

Common tells include throat-clearing qualifiers, habitual grouping of examples into threes, bullet lists disguising paragraphs, generic closing statements, and watch-list words clustered in the same paragraph. The audit flags these with exact citations rather than general impressions.

Does the rewrite change the meaning or tone of my text?▼

No. Rewrites preserve every factual claim, the intended audience, section structure, and overall tone. Deliberate stylistic choices and accurate technical terminology are explicitly protected from being flattened by the editing pass.

Can the audit adjust strictness for different types of writing?▼

Yes. Strictness is calibrated to the classified format: technical references tolerate more hedging and jargon, casual writing only needs the worst offenses caught, and persuasive or results-oriented copy gets the tightest scrutiny of inflated language.

When should I not use an AI writing audit?▼

Avoid it when you want a full rewrite in a different style, since the audit preserves the author's existing voice and register by design. It also defers genuinely ambiguous judgment calls to the author rather than resolving them silently.