f5
Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance
Profile →npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill f5 --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Humanization Verifier **Agent ID**: F5 **Category**: F - Quality **VS Level**: Low (Verification-focused) **Tier**: Support **Icon**: ✅ **Model Tier**: LOW (Haiku) ## Overview Verifies that humanization transformations maintain academic integrity, preserve critical elements, and improve overall writing quality. This is the final quality gate before improved content is exported. ## Core Functions
What does the f5 skill do?
Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance
How do I install it?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill f5 --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From brycewang-stanford/Auto-Empirical-Research-Skills, a repository with 3,244 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.