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Agent skill

Humanize

by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills

Humanization Pipeline Orchestrator v3.1 - Multi-pass 4-layer transformation pipeline Orchestrates G5 (Auditor), G6 (Humanizer), F5 (Verifier) in sequential passes Enforces checkpoints between every…

Custom licenceAuto-check passedWriting & Content

Install Humanize

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill humanize -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills humanize --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/25-HosungYou-Diverga/skills/humanize .claude/skills/humanize && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
humanize
GitHub stars
4.5k
Token cost
~6.6k tokens
SKILL.md length
802 words
Files
1
Skills in repo
364
Repo updated
First seen
Licence
Custom licence

At a glance

Humanization Pipeline Orchestrator v3.1 - Multi-pass 4-layer transformation pipeline Orchestrates G5 (Auditor), G6 (Humanizer), F5 (Verifier) in sequential passes Enforces checkpoints between every…

  • Works in 7 steps: Setup → G5 Full Audit → Pass 1 — Vocabulary (Layer 1-2) → …
  • Tasks that involve Humanizing AI text
  • SKILL.md covers CRITICAL: Execution Rules, Pipeline Overview, Execution Protocol and Mode Routing Summary, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Humanize is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Humanization Pipeline Orchestrator v3.1 - Multi-pass 4-layer transformation pipeline Orchestrates G5 (Auditor), G6 (Humanizer), F5 (Verifier) in sequential passes Enforces checkpoints between every pass with mandatory AskUserQuestion Supports conservative (L1-2), balanced (L1-3), balanced-fast (L1-3 merged), aggressive (L1-4) modes Rich Checkpoint v2.0: section-level scores, selective humanization, target auto-stop G5+F5 parallel execution, section-selective humanization Triggers: humanize, humanize my draft…

Its SKILL.md is about 6.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Writing & Content, covering Humanizing AI text. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…

When your agent uses it

  • Tasks that involve Humanizing AI text

Example prompts

  • “/humanize”

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Setup
  2. G5 Full Audit
  3. Pass 1 — Vocabulary (Layer 1-2)
  4. Pass 2 — Structure (Layer 3)
  5. Pass 3 — Discourse (Layer 4, DT1-DT4)
  6. (Optional): Pass 4 — Polish
  7. Export

What it can do on your machine

Read from SKILL.md and the folder at commit 9fa87d8. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are yaml).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Humanize loads about 6.6k tokens when it runs. Until then it costs about 154 tokens; SKILL.md has 802 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~154
When it runs · the whole SKILL.md, loaded when a task matches
~6.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 802 words (~6,646 tokens).

“Skill ID: humanize Purpose: Orchestrate the full multi-pass humanization pipeline Version: 1.1.0”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
humanize
version
12.0.1

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/25-HosungYou-Diverga/skills/humanize of brycewang-stanford/Auto-Empirical-Research-Skills.

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Humanize next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Humanize compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Humanize this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~6.6kAutomated safety check: PassCustom licence
HumanizerAzure-Samples/interview-coach-agent-framework17237 repos~5.8kAutomated safety check: PassMIT
Avoid AI Writingconorbronsdon/avoid-ai-writing4.9k3 repos~8.1kAutomated safety check: PassMIT
User-Facing Text Cleanupguillaumemeyer/watermarks-remover24k—~3.5kAutomated safety check: PassMIT
Install Anti Sloptrycompai/crm11k1 repos~881Automated safety check: PassMIT
Stop SlopXe/site7328 repos~423Automated safety check: PassMIT

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Categories

Questions about Humanize

What does Humanize do?

Humanization Pipeline Orchestrator v3.1 - Multi-pass 4-layer transformation pipeline Orchestrates G5 (Auditor), G6 (Humanizer), F5 (Verifier) in sequential passes Enforces checkpoints between every…. Humanize is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

When should I use Humanize?

Humanize fits situations like: tasks that involve Humanizing AI text.

How do I install Humanize in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill humanize -a claude-code`. Or copy the skill folder (skills/25-HosungYou-Diverga/skills/humanize in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/humanize in your project. Claude Code loads it when a task matches its description.

How do I install Humanize in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill humanize -a codex`. Or copy the skill folder (skills/25-HosungYou-Diverga/skills/humanize in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/humanize in your project. Codex loads it when a task matches its description.

Can I use Humanize in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill humanize -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/humanize, .gemini/skills/humanize, .github/skills/humanize and .opencode/skills/humanize in your project.

What does Humanize need to run?

SKILL.md names no scripts, command-line tools or credentials: Humanize is instructions for the agent only.

Does Humanize access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Humanize safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Humanize use?

Humanize has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Humanize use?

About 6.6k tokens (SKILL.md is roughly 27k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Humanize?

Skills that share tags, products or a category with Humanize: Humanizer (Azure-Samples/interview-coach-agent-framework, 172 stars), Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars), User-Facing Text Cleanup (guillaumemeyer/watermarks-remover, 24k stars) and Install Anti Slop (trycompai/crm, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Humanize?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,529 GitHub stars. The repository holds 364 skills in this directory. The repository was last updated on October 5, 2026.

Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.