Humanizer

Clean AI-generated text by normalizing characters, flagging overused phrases, and following context-appropriate writing guidelines.

Workflow

1. Identify context — determine what you're writing: README, email, Slack message, commit message, or general documentation
2. Load the guide — read the appropriate reference file (see table below)
3. Write following the guide — apply tone, structure, and length guidelines as you draft
4. Run the script — pipe final text through humanize for mechanical cleanup and phrase flagging
5. Review flags — rewrite any flagged phrases naturally; don't just delete them, replace with plain language

Context Guides