ai-text-humaniser
NewRemoves AI-sounding patterns from generated text
Overview
A collection of specialized AI skills and workflows for Claude Code. Features a comprehensive development pipeline for solo founders plus writing and documentation tools.
Installation
Add this marketplace to Claude Code:
/plugin marketplace add adnanmueller/am-dev-pluginsThen install any plugin:
/plugin install development-pipeline@am-dev-plugins
/plugin install ai-text-humaniser@am-dev-plugins
/plugin install website-copy-standards@am-dev-plugins
/plugin install feature-documenter@am-dev-pluginsAvailable Plugins
| Plugin | Category | Description |
|---|---|---|
| development-pipeline | workflow | Full development workflow with 11 specialized agents |
| ai-text-humaniser | writing | Removes AI-sounding patterns from generated text |
| website-copy-standards | writing | SEO/GEO optimized website copywriting |
| feature-documenter | documentation | Generates feature documentation from code analysis |
Development Pipeline
The flagship plugin — a comprehensive, stack-agnostic development workflow designed for solo founders.
Pipeline Overview
Phase 0 │ BOOTSTRAP │ Project setup, stack selection
│ │
Phase 1 │ PRODUCT MANAGER │ Requirements, user stories, priorities
│ │
Phase 2a │ UX/UI DESIGNER │ Design brief (lite) or design system (full)
Phase 2b │ ARCHITECT │ Technical architecture, API contracts, ADRs
│ │ [Parallel execution]
│ │
│ ══ APPROVAL GATE #1 ══
│ │
Phase 3a │ BACKEND │ API implementation, business logic
Phase 3b │ FRONTEND │ UI components, state management
Phase 3c │ QA SPECS │ Test specifications [Auto-triggered]
│ │ [Parallel execution]
│ │
Phase 4 │ QA VALIDATION │ Execute tests, validate quality
│ │
Phase 5 │ DEVOPS │ Local setup → Infrastructure → CI/CD
│ │
Phase 6 │ SECURITY AUDIT │ Comprehensive security review
│ │
│ ══ APPROVAL GATE #2 ══Specialized Agents
| Agent | Phase | Description |
|---|---|---|
| Pipeline Coordinator | — | Main entry point, orchestrates workflow |
| Bootstrap | 0 | Project initialization and setup |
| Product Manager | 1 | Requirements and user stories |
| UX/UI Designer (Lite) | 2a | Quick design brief for MVPs |
| UX/UI Designer (Full) | 2a | Complete design system |
| System Architect | 2b | Technical architecture and APIs |
| Backend Engineer | 3a | Server-side implementation |
| Frontend Engineer | 3b | Client-side implementation |
| QA Specs | 3c | Test specifications |
| QA Validation | 4 | Test execution and validation |
| DevOps | 5 | Deployment and infrastructure |
| Security Audit | 6 | Security assessment |
Key Features
- •Parallel Execution: Phases 2a/2b and 3a/3b/3c run in parallel
- •Human Approval Gates: Critical checkpoints before implementation and deployment
- •Universal Handoff Schema: YAML frontmatter for dependency tracking and versioning
- •Security Embedded: Security considerations tracked through every phase
- •Stack Agnostic: Works with any technology stack
Default Technology Stack
- •Frontend: Next.js 14 + Tailwind CSS + Zustand
- •Backend: Python 3.11 + FastAPI
- •Database: PostgreSQL + Prisma ORM
- •Deployment: Vercel (frontend) + Railway (backend)
- •CI/CD: GitHub Actions
Project Scope Types
| Scope | Documentation | Quality | Speed |
|---|---|---|---|
| MVP | Lite | Balanced | Fast |
| Production | Full | Comprehensive | Thorough |
| Prototype | Minimal | Functional | Fastest |
Quick Start
- Install the plugin:
/plugin install development-pipeline@am-dev-plugins - Say: "I want to build [your idea]"
- Claude runs the Bootstrap agent to set up your project
- Progress through phases with
nextorphase [N] - Use
statusto see pipeline progress
Commands
| Command | Description |
|---|---|
status | Show current pipeline status |
next | Proceed to next phase |
phase [N] | Jump to specific phase |
approve [doc] | Approve a document |
history | Show recent activity |
AI Text Humaniser
Transforms AI-generated text into natural, human-sounding prose by removing common AI patterns:
- •Filler phrases ("It's worth noting that...", "Let's dive in...")
- •Corporate buzzwords (leverage, utilize, synergy)
- •Overwrought metaphors and weak intensifiers
- •Hedging patterns and mechanical transitions
Website Copy Standards
Professional website copywriting with:
- •SEO Optimization: Keyword integration, meta descriptions
- •GEO (Generative Engine Optimization): AI-friendly structured content
- •Accessibility: WCAG compliance, screen reader optimization
- •Structured Data: JSON-LD schema templates (FAQ, Article, Product, Organization)
Includes reference guides for B2B/B2C methodology, landing pages, brand storytelling, and cognitive copywriting.
Feature Documenter
Generates comprehensive feature documentation from code analysis:
- •Template-based documentation generation
- •Simple and comprehensive output formats
- •Code-to-documentation mapping
Contributing
- Fork the repository
- Create a feature branch (
git checkout -b feature/new-plugin) - Add your plugin to
plugins/with a.claude-plugin/plugin.json - Update the marketplace.json to include your plugin
- Open a Pull Request
Plugin Structure
plugins/your-plugin/
├── .claude-plugin/
│ └── plugin.json
├── SKILL.md
└── [additional files]License
MIT License — Use freely in your projects.
Built for solo founders who want structure without bureaucracy.
Install & Usage
mkdir -p .claude/skillsmkdir -p .claude/skills && curl -o .claude/skills/ai-text-humaniser.md https://raw.githubusercontent.com/adnanmueller/am-dev-plugins/main/SKILL.md/ai-text-humaniserFrequently Asked Questions
What is ai-text-humaniser?
Removes AI-sounding patterns from generated text
How to install ai-text-humaniser?
To install ai-text-humaniser, create the .claude/skills directory in your project, then run the curl command to download the skill file. Once installed, invoke it in Claude Code with /ai-text-humaniser.
What is ai-text-humaniser best for?
ai-text-humaniser is a community categorized under General. It is designed for: writing, text, humanize. Created by Adnan Mueller.