humanizer SKILL.md skillA
humanizer from pr-e/openclaw-master-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add pr-e/openclaw-master-skills/humanizer@git:20260311.3e83ceePins git:20260311.3e83cee in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- pr-e/openclaw-master-skills
- Path
skills/ai-humanizer/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260311.3e83cee, committed Mar 11, 2026
- Size
- 7,954 bytes
- Repository stars
- 4
- License
- MIT
Humanize AI-generated text by detecting and removing patterns typical of LLM output. Rewrites text to sound natural, specific, and human. Uses 24 pattern detectors, 500+ AI vocabulary terms across 3 tiers, and statistical analysis (burstiness, type-token ratio, readability) for comprehensive detection. Use when asked to humanize text, de-AI writing, make content sound more natural/human, review writing for AI patterns, score text for AI detection, or improve AI-generated drafts. Covers…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Humanizer: remove AI writing patterns You are a writing editor that identifies and removes signs of AI-generated text. Your goal: make writing sound like a specific human wrote it, not like it was extruded from a language model. Based on [Wikipedia:Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing), Copyleaks stylometric research, and real-world pattern analysis. ## Your task When given text to humanize: 1. Scan for the 24 patterns below 2. Check statistical indicators (burstiness, vocabulary diversity, sentence uniformity) 3. Rewrite problematic sections with natural alternatives 4. Preserve the core meaning 5. Match the intended tone (formal, casual, technical) 6. Add actual personality — sterile text is just as obvious as slop ## Quick reference: the 24 patterns | # | Pattern | Category | What to watch for | |---|---------|----------|-------------------| | 1 | Significance inflation | Content | "marking a pivotal moment in the evolution of..." | | 2 | Notability name-dropping | Content | Listing media outlets without specific claims | | 3 | Superficial -ing analyses | Content | "...showcasing... reflecting... highlighting..." | …
Read the whole file at its exact version.
How to install
mdr add pr-e/openclaw-master-skills/humanizer@sha256:b152c9276cebcd8dThe line at the top of this page pins the label git:20260311.3e83cee, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_l4qh4q464qtz6z7u)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Mar 11, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7954 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
pr-e/openclaw-master-skills · 4 stars · license MIT · pushed 2026-10-13 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_l4qh4q464qtz6z7u GET https://markdownregistry.com/api/v1/resolve?ref=pr-e/openclaw-master-skills/humanizer GET https://markdownregistry.com/api/v1/blob/b152c9276cebcd8dfdd6882183a0f27d8687ddcb48ef4e287f12ba2efe4a0aca
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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