fix-content

name	fix-content
parent	best-aeo-skill
description	Rewrite content for AI citability. Adds expert quotes (+41% citations), inserts statistics (+40% visibility), embeds source attributions (+115% citation likelihood). Idempotent. Use when the user asks to "rewrite", "fix content", "add quotes", "improve citability", or "make my article more citable".

fix-content — sub-skill

Rewrite a page's content to maximize AI citation rates. Based on Princeton KDD 2024 findings.

When to invoke

• "Rewrite this article for better AI citation"
• "Add quotes and statistics to https://example.com/post"
• "Fix the citability of this page"

What it does

Action	Princeton finding
Adds expert quotes (2-4 per 1000 words)	+41% citation likelihood
Inserts statistics (target 1 per 200 words)	+40% visibility
Embeds source attributions (every numeric claim)	+115% citation likelihood
Adds ISO-8601 dateModified	3.2× more citations for content <30 days

Constraints

• Preserves voice (analyzes tone before rewriting)
• Preserves all factual claims (never invents)
• Idempotent (running twice yields same result)
• Skips paragraphs already meeting density targets

Inputs

• --url <URL> or --file <path>
• --apply — write changes (without flag = preview only)
• --max-quotes-per-1000-words 4 (default)
• --statistic-density 0.5 (per 100 words; default)

Run

python3 scripts/fix_content.py --url https://example.com --apply