A precision-engineered skill that removes AI-generated artifacts and corporate jargon to produce authentic, human-sounding content.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install human-writing
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 human-writing 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 Human Writing?
The Human Writing skill is a technical framework designed to strip away the formulaic patterns typically associated with large language models. By enforcing strict adherence to specificity, simple verb usage, and natural repetition, it enables AI agents to generate content that reads as though it were written by an experienced human author. This skill is a vital component for developers using Openclaw Skills who need to maintain a high-quality, relatable brand voice in public-facing communications.
It focuses on eliminating the 'AI look' by forbidding significance inflation, synonym cycling, and overly formal sentence structures. Whether drafting blog posts or refining client-facing newsletters, this skill ensures the output is grounded, direct, and free of the common linguistic 'tells' that distract readers.
Human Writing Use Cases
- Drafting high-authority blog posts and articles that require a personal touch.
- Refining social media threads and marketing copy to increase engagement through relatability.
- Auditing newsletters and client emails to remove 'corporate fluff' and 'cheerleading' phrases.
- Editing website copy to ensure headings use a natural lowercase style and clear attributions.
How Human Writing Works
- The AI agent initiates the writing or editing process by loading the Human Writing principles.
- The content is drafted using simple verbs and short, punchy sentences while avoiding significance inflation.
- The agent triggers a scan against the
anti-ai-patterns.mdreference to identify red-flag vocabulary. - Formulaic structures like 'Rule-of-three' lists or '-ing' phrases at sentence ends are refactored.
- Text is adjusted to include natural contractions and specific, named attributions rather than vague generalities.
- A final flow check is performed to ensure lowercase heading styles and sparing use of bold text for emphasis.
Human Writing Setup
To utilize this skill, ensure your agent has access to the core rules and the accompanying anti-AI patterns reference file.
# Verify your reference directory includes the patterns list
cat references/anti-ai-patterns.md
# Enable the skill in your Openclaw Skills workflow configuration
openclaw-agent load-skill human-writing
Human Writing Data Schema & Taxonomy
The Human Writing skill operates by comparing drafts against a defined set of linguistic constraints and a reference library of prohibited patterns.
| Component | Description |
|---|---|
| Core Principles | 10 foundational rules for human-centric phrasing and formatting. |
| Anti-AI Reference | A markdown file (anti-ai-patterns.md) listing vocabulary clusters and formulaic structures to avoid. |
| Input Context | External-facing content types such as blog posts, newsletters, and marketing copy. |
| Formatting Rules | Specific instructions for lowercase headings and minimal bolding. |
Human Writing Advanced Features
- Pattern-based vocabulary scanning to detect and remove clusters of words like 'tapestry' or 'pivotal'.
- Strategic word repetition logic to mimic natural human speech patterns rather than artificial synonym cycling.
- Attribution enforcement to transform vague statements into verified, specific references.
- Compatibility with multi-agent workflows within Openclaw Skills for collaborative drafting and human-like editing.
SKILL.md
Loading
Related Openclaw Skills
Client Reporting Automation
A powerful automation skill for agencies to pull multi-source analytics and deliver branded reports automatically.
Samsung Smart TV (SmartThings)
A professional integration for managing Samsung Smart TVs via the SmartThings API, enabling automated device control and application launching.
Jackal Memory
Jackal Memory provides sovereign, AES-256-GCM encrypted persistence for AI agents using decentralized storage to ensure data survives across machines.
Jackal Memory
Jackal Memory provides sovereign, recoverable, and decentralized storage for AI agents to persist context across different sessions and machines.
Lead Gen + CRM Pipeline
An end-to-end automated sales pipeline for lead discovery, enrichment, scoring, and CRM integration.
SEO Audit Suite
A production-grade toolkit for OpenClaw agents to perform comprehensive SEO audits, keyword tracking, and Generative Engine Optimization (GEO) scoring.
Featured*
