mcpbeat

Humanizer

majiayu000/humanizer

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia''s inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases. '

9k tokens
context cost
the whole folder, loaded on every use
4
files
instructions only
0
copies elsewhere
how many repositories repackaged it
242
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository 
npx skills add https://github.com/majiayu000/spellbook --skill humanizer

The instruction itself

4 sections, as written by the author

Humanizer

Use this skill to remove AI-writing artifacts while preserving the author's meaning, factual claims, and intended voice.

Routing

  • Start here to confirm scope, safety boundaries, and the minimum workflow.
  • Load references/full-guide.md before executing detailed commands, applying templates, or relying on examples from this skill.
  • Keep the work limited to the user-requested target; do not add adjacent improvements unless the user asks.

Quick Workflow

  • Confirm the target, available context, constraints, and done-when signal.
  • Read the relevant section of references/full-guide.md for task-specific details.
  • Execute the smallest reversible action that satisfies the request.
  • Verify that meaning is preserved, claims are not added, and the revised text no longer uses the targeted AI-writing patterns.
  • Report changed files, commands run, evidence collected, and any remaining risk.

References

  • references/full-guide.md - complete command patterns, examples, checklists, and edge cases.

How to use it

Copy the folder

Take majiayu000/humanizer from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.