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runesleo

Humanizer

by runesleo · GitHub ↗ · v1.0.0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install runesleo-humanizer
Description
Remove signs of AI-generated writing from text. Detects and fixes 24 common AI patterns including inflated symbolism, promotional language, superficial analy...
Usage Guidance
This skill is internally consistent and low-risk to install because it's instruction-only and asks for no credentials. Things to consider before using: 1) The skill encourages adding opinions, first-person voice, and specificity — that can cause the editor to insert new, potentially unverifiable facts or subjective claims. If you need to preserve factual accuracy, instruct the skill explicitly not to invent facts and to flag uncertain points instead. 2) Because it can read/write text (Read/Write/Edit), avoid running it on sensitive documents unless you trust the agent session; test it first on non-sensitive samples. 3) The skill source is unknown and has no homepage; although this alone isn't a security problem for an instruction-only skill, it reduces auditability—review outputs carefully. 4) If you want stricter behavior, add usage constraints in the prompt (e.g., "do not add facts or dates not present in the original text; mark any necessary additions as speculative").
Capability Analysis
Type: OpenClaw Skill Name: runesleo-humanizer Version: 1.0.0 The 'Humanizer' skill is a text-editing utility designed to help the agent rewrite AI-generated text to sound more natural. It follows a structured process based on Wikipedia's 'Signs of AI writing' guide and uses standard file manipulation tools (Read, Write, Edit, Grep) consistent with its stated purpose. There is no evidence of malicious intent, data exfiltration, or harmful prompt injection.
Capability Assessment
Purpose & Capability
Name, description, and runtime instructions all align: the skill is an editor that detects and rewrites AI-like phrasing. It declares no binaries, env vars, or installs, which is proportionate to an editing task.
Instruction Scope
Instructions stay within editing: scanning for patterns, rewriting, preserving meaning, and matching voice. However, the guide explicitly instructs the model to 'add soul', take positions, use first person, and be specific — behaviors that can introduce new content, opinions, or unverified details and therefore can change factual accuracy. The SKILL.md also prescribes an internal prompt loop for a final anti-AI pass; that is self-contained and not an external exfiltration vector.
Install Mechanism
No install spec and no code files (instruction-only). This is lowest-risk from an installation perspective since nothing is downloaded or written by the installer.
Credentials
The skill requests no environment variables, credentials, or config paths. Allowed-tools (Read, Write, Edit, Grep, Glob, AskUserQuestion) are reasonable for a text-editing skill but imply file read/write capability only when used; that is proportionate for editing tasks.
Persistence & Privilege
always is false and no special privileges are requested. Autonomous invocation is allowed (platform default) but the skill does not request permanent presence or elevated access to other skills/configuration.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install runesleo-humanizer
  3. After installation, invoke the skill by name or use /runesleo-humanizer
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of Humanizer skill. - Identifies and removes 24 common AI writing patterns, such as inflated symbolism, promotional language, superficial analyses, and vague attributions. - Adds human personality and natural voice to text, not just removing AI tells. - Guidance and patterns based directly on Wikipedia's "Signs of AI writing" (CC BY-SA 4.0). - Supports editing in all languages.
Metadata
Slug runesleo-humanizer
Version 1.0.0
License
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Humanizer?

Remove signs of AI-generated writing from text. Detects and fixes 24 common AI patterns including inflated symbolism, promotional language, superficial analy... It is an AI Agent Skill for Claude Code / OpenClaw, with 266 downloads so far.

How do I install Humanizer?

Run "/install runesleo-humanizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Humanizer free?

Yes, Humanizer is completely free (open-source). You can download, install and use it at no cost.

Which platforms does Humanizer support?

Humanizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Humanizer?

It is built and maintained by runesleo (@runesleo); the current version is v1.0.0.

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