humanizer

humanizer is a skill for Claude Code, Codex from LazyAGI/LazyMind. It costs 138 tokens per session (523 once invoked), scanned A, original, Apache-2.0.

A text-editing skill that finds and removes writing patterns commonly associated with AI-generated Chinese or English text. It keeps the original meaning and tone while focusing only on those patterns.

In plain words
What is it for?
Reworking Chinese or English text when the goal is to reduce an AI-like tone or remove signs of machine-generated writing.
Why use it?
AI-written text can sound stiff, exaggerated, or formulaic. This helps make supplied text read more naturally without treating it as a general proofreading or rewriting task.

Skill for Claude CodeCodex

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.

agentmods
npx agentmods add skills/lazyagi/lazymind/humanizer
Any agent
npx skills add LazyAGI/LazyMind --skill humanizer
Clone the repo
git clone --depth 1 https://github.com/LazyAGI/LazyMind

Made for: Claude Code, Codex.

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/lazyagi/lazymind/humanizer.svg)](https://agentmods.dev/skills/lazyagi/lazymind/humanizer)
Your own site
<a href="https://agentmods.dev/skills/lazyagi/lazymind/humanizer"><img src="https://agentmods.dev/badge/skills/lazyagi/lazymind/humanizer.svg" alt="Measured on agentmods" height="20"></a>
Per session 138 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 523 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00138 $0.00523
Opus 5 $0.00069 $0.00262
Sonnet 5 $0.00028 $0.00105
Haiku 4.5 $0.00014 $0.00052

Measured 5d ago against content hash 33807cba2106, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, 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 5d 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/chat/humanizer/SKILL.md · 24 lines

What it actually says

Humanizer

本技能用于识别并改写文本中生硬、夸张、公式化的 AI 写作痕迹,同时尽量保留原文的含义和语气。本技能只处理 AI 写作痕迹,不负责翻译、扩写或一般性润色。

技能包含中文和英文两套规则。通常根据待处理文本的主语言选择其中一套执行。只有中英文内容都需要处理,或一次处理多篇文章、多个文件且主语言不同时,才读取两套规则,并分别应用于对应语言的内容。

分流规则

  1. 待处理文本以英文为主时,完整读取并执行 英文规则
  2. 待处理文本以中文为主时,完整读取并执行 中文规则
  3. 文本中只有少量其他语言的词语或句子时,仍按主语言使用一套规则。
  4. 同一份内容中有需要分别处理的中文和英文部分时,读取两套规则,分别应用于对应语言的部分。
  5. 一次处理多篇文章或多个文件,且各自的主语言不同时,读取两套规则,按每篇文章或每个文件的主语言分别应用。
  6. 不将两套规则混合应用于同一个语言片段。
  7. 用户明确指定使用中文或英文规则时,遵循用户要求。
  8. 无法判断主语言或用户没有提供待处理文本时,默认使用 中文规则
  9. 如果所选规则引用了其他文件,按其中的说明继续读取。
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. 5d ago First seen · 24 lines · 138 tokens per session scan A 33807cba2106

Subscribe to this mod's changes

humanizer is a skill published in the GitHub repository LazyAGI/LazyMind (75 stars, last pushed today), licensed Apache-2.0. It adds 138 tokens to every session and 523 once invoked, about $0.0007 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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