RayCodes_Humanizer
Humanizer Skill 3.0: Make AI Writing Sound 100% Human Locally! - Local AI prose humanizer skill for Ollama, Claude Code, and Skills CLI
Install with your AI
Paste into Claude Code, Cursor, or any agent — it reads the repo and wires the tool into your project.
Install and set up RayCodes_Humanizer (claude-skill project) into my current project. Found on https://claudeers.com/raycodeshumanizer Repo: https://github.com/47thtechcorner/RayCodes_Humanizer Homepage/docs: https://youtu.be/A5Z7XJpZLWI Detected install method: claude-skill → # copy this skill into .claude/skills/raycodes-humanizer/ Category: skills. Platforms: cli, api. Read the repo's README for exact setup and env vars, then install it and wire it into my project. Claudeers Health Verdict: active; community-verified: false. Confirm the source before running anything.
# copy the skill dir into your project: # .claude/skills/raycodes-humanizer/ (or ~/.claude/skills/raycodes-humanizer/ for all projects)
git clone https://github.com/47thtechcorner/RayCodes_Humanizer
// compatibility
| Platforms | cli, api |
|---|---|
| Operating systems | — |
| AI compatibility | claude |
| License | — |
| Pricing | open-source |
| Language | Python |
⚡ Humanizer Content Transformer Engine
Humanizer transforms dense, AI-generated technical documentation into clean, conversational developer blog posts. It strips away robotic fluff and corporate jargon while keeping all your code blocks, command lines, and links completely intact.
| Step 1: Skill Install | Step 2: Model Registration | Step 3: Run Engine |
|---|---|---|
| Install Humanizer via CLI / PowerShell | Register noema2b or pull llama3.2:3b | Execute python main.py |
🛠️ Installation & Setup
1. Skill Installation Options
Option A: Skills CLI Installation (Recommended)
npx skills add blader/humanizer --global
Option B: PowerShell Direct Skill Download
Invoke-WebRequest -Uri "https://raw.githubusercontent.com/blader/humanizer/main/SKILL.md" -OutFile "SKILL.md"
Option C: Claude Code Plugin Installation
/plugin marketplace add blader/humanizer
/plugin install humanizer@humanizer
2. Model Download & Registration Options
Option A: Noema 2B GGUF Model (Recommended)
Run this single PowerShell command to install dependencies, create the Modelfile, and register noema2b in Ollama:
pip install urllib3 ; echo "FROM hf.co/NoemaAI-labs/Noema-2B-GGUF`nPARAMETER temperature 0.7`nPARAMETER presence_penalty 1.5" > Modelfile ; ollama create noema2b -f Modelfile
Option B: Llama 3.2 3B Model
Alternatively, pull and use llama3.2:3b via Ollama:
ollama pull llama3.2:3b
3. Run Command
Execute the main Python engine to convert your input document:
python main.py
The transformed, human-readable blog post or developer conversation will be created inside outputs/outputs.md along with exact recorded generation time.
💻 Tech Stack
- Core Logic: Python 3.12 (Native AST Markdown Parser)
- Primary AI Backend: Ollama (
noema2b:latest/llama3.2:3b) - Input Document: Markdown (
inputs/input_doc.md) - Output Result: Markdown (
outputs/outputs.md)
📁 Repository Structure
humanizer/
├── inputs/
│ └── input_doc.md
├── Modelfile
├── main.py
└── README.md
💡 5 Real-World Use Cases
- Open-Source Release Notes: Clean up AI-drafted CHANGELOGs so developers get direct updates without corporate filler.
- Technical Developer Blogs: Turn dry architecture specifications into engaging tutorials for engineering teams.
- Repository READMEs: Strip robotic phrasing from project landing pages to boost maintainer credibility.
- API Quickstarts: Rewrite formal endpoint guides into beginner-friendly walkthroughs.
- Community Documentation: Convert raw technical outlines into clear, readable contributor guides.
🔮 5 Future Features
- Automatic GitHub Action: Trigger prose cleanup automatically on every new documentation pull request.
- Multi-Model Swapping: Dynamically switch between Noema, Llama, and Qwen backends based on file complexity.
- Interactive CLI Diff Visualizer: Preview side-by-side prose edits directly in your PowerShell terminal before saving.
- Custom Vocabulary Blacklists: Define repository-specific lists of banned corporate jargon terms.
- Batch Folder Processing: Clean an entire
docs/directory of Markdown files in a single command.
🏷️ Keywords & Topics
Humanizer, Humanizer Skill, AI Writing, Remove AI Tells, Local AI, Ollama, Noema 2B, Llama 3.2, Claude Code Plugin, Skills CLI, Developer Documentation, Open Source AI
// faq
What is RayCodes_Humanizer?
Humanizer Skill 3.0: Make AI Writing Sound 100% Human Locally! - Local AI prose humanizer skill for Ollama, Claude Code, and Skills CLI. It is open-source on GitHub.
Is RayCodes_Humanizer free to use?
RayCodes_Humanizer is open-source, so it is free to use.
What category does RayCodes_Humanizer belong to?
RayCodes_Humanizer is listed under skills in the Claudeers registry of Claude-compatible tools.
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[](https://claudeers.com/raycodeshumanizer)
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[](https://claudeers.com/raycodeshumanizer)
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