humanizer

humanizer is a skill for Claude Code from majiayu000/spellbook. It costs 92 tokens per session (350 once invoked), scanned A, original, MIT.

A writing-editing skill that finds common signs of AI-generated text and rewrites them in a more natural style while keeping the original meaning.

In plain words
What is it for?
Use it when editing or reviewing text that should sound more like a person wrote it. It can preserve the author’s intended voice and factual content.
Why use it?
AI-written text can sound repetitive, vague, or overly promotional. This helps remove those patterns without adding new claims.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: names the AskUserQuestion tool.

Good fit Use it when editing or reviewing text that should sound more like a person wrote it. It can preserve the author’s intended voice and factual content.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/majiayu000/spellbook/humanizer
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add majiayu000/spellbook --skill humanizer
Clone the repo
git clone --depth 1 https://github.com/majiayu000/spellbook

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for humanizer

README.md
[![agentmods](https://agentmods.dev/badge/skills/majiayu000/spellbook/humanizer.svg)](https://agentmods.dev/skills/majiayu000/spellbook/humanizer)
Your own site
<a href="https://agentmods.dev/skills/majiayu000/spellbook/humanizer"><img src="https://agentmods.dev/badge/skills/majiayu000/spellbook/humanizer.svg" alt="Measured on agentmods" height="20"></a>
Per session 92 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 350 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00092 $0.00350
Opus 5 $0.00046 $0.00175
Sonnet 5 $0.00018 $0.00070
Haiku 4.5 $0.00009 $0.00035

Measured 8d ago against content hash 08eadbf6f02c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

humanizer scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/humanizer/SKILL.md · 49 lines

What it actually says

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

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

References

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

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 49 lines · 92 tokens per session scan A 08eadbf6f02c

Subscribe to this mod's changes

humanizer is a skill published in the GitHub repository majiayu000/spellbook (276 stars, last pushed 2d ago), licensed MIT. It adds 92 tokens to every session and 350 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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