Openclaw Skills' Humanizer Text Revision Helper rewrites stiff or AI-looking drafts into natural, audience-fit prose without changing facts, citations, or compliance meaning.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install work-productivity-humanizer-remove-workflow-helper-040526
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install work-productivity-humanizer-remove-workflow-helper-040526 using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Humanizer Text Revision Helper?
Humanizer Text Revision Helper is an Openclaw Skills workflow for turning generic, repetitive, or over-polished text into clear writing that sounds fit for the intended audience. It focuses on ethical editing: preserve truth, citations, and author intent first, then improve specificity, rhythm, and voice.
Use it when a draft needs practical revision for documentation, support replies, marketing copy, review notes, or other high-stakes communication. Instead of trying to evade detectors, Openclaw Skills helps you produce readable text that is authentic, compliant, and easier to act on.
Humanizer Text Revision Helper Use Cases
- A paragraph sounds robotic, vague, or unnaturally polished and needs a human-sounding rewrite.
- You must keep facts, citations, and commitments intact while improving clarity.
- You need brand- or channel-specific voice for support macros, docs, student writing, or marketing copy.
- You want a minimal edit plus a stronger rewrite option for comparison.
- You need a compliance-aware review that flags unsupported or risky claims.
How Humanizer Text Revision Helper Works
- Define the audience, channel, author voice, required facts, citations, forbidden wording, and tone.
- Inspect the draft for weak AI-style patterns: vague claims, repeated rhythms, empty intensifiers, generic transitions, and forced politeness.
- Lock in factual content and citation requirements before changing style.
- Rewrite with concrete nouns, direct verbs, varied sentence structure, and context-specific examples.
- Remove manipulative or detector-evasion framing and keep the edit grounded in authenticity.
- Validate the result for factual drift, missing caveats, tone mismatch, and unintended legal or compliance changes.
Humanizer Text Revision Helper Setup
Openclaw Skills does not require package installation; you only need the skill and a draft to revise.
- Add the skill to your agent workspace or skill directory.
- If you expect evidence-backed editing, ensure
references/requirement-plan.mdexists and is readable. - Provide the draft plus audience, channel, voice, required facts, citations, and forbidden wording.
- Optional: define compliance rules, legal caveats, or brand style notes before rewriting.
- Ask for a revision; the skill returns a revised draft, edit notes, optional voice guidelines, and a risk note.
test -f references/requirement-plan.md && echo 'reference plan found'
Humanizer Text Revision Helper Data Schema & Taxonomy
Humanizer Text Revision Helper does not store data in a database; it works on the supplied draft and optional reference files.
| Schema element | Purpose | Typical fields |
|---|---|---|
| Revision input | Captures the context needed to rewrite safely | audience, channel, author voice, required facts, citations, tone, forbidden wording |
| Source controls | Protects meaning and compliance | truthfulness constraints, legal or compliance caveats, unsupported claims, citation requirements |
| Reference artifact | Optional evidence and review criteria | references/requirement-plan.md |
| Output draft | Revised text ready to use | minimal edit, stronger rewrite |
| Editorial notes | Explains changes and flags risk | edit note, voice guidelines, risk note |
| Validation checks | Confirms quality and safety | factual drift, tone fit, readability, commitment changes |
Metadata taxonomy used by Openclaw Skills:
trigger: humanizer, AI writing, editing, rewrite, voice, clarity, tone, copy reviewpriority: preserve facts and citations firstrisk: compliance, legal meaning, unsupported claimstone: audience-appropriate, natural, specific
Humanizer Text Revision Helper Advanced Features
- Audience- and channel-aware rewrites that adapt voice without losing meaning.
- Fact-preserving editing that keeps citations, commitments, and compliance language intact.
- Dual-output workflow: minimal edit plus stronger rewrite for comparison.
- Risk detection for unsupported claims, missing caveats, and legal or policy-sensitive changes.
- Voice-guideline extraction for future drafts and brand-consistent writing.
- Evidence-aware review using
references/requirement-plan.mdwhen scoring or rationale is required. - Explicit removal of deceptive detector-evasion framing while improving readability.
SKILL.md
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