BeClaude

ai-text-humaniser

New
Community RegistryGeneralby Adnan Mueller

Removes AI-sounding patterns from generated text

Community PluginView Source

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:

code
/plugin marketplace add adnanmueller/am-dev-plugins

Then install any plugin:

code
/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-plugins

Available Plugins

PluginCategoryDescription
development-pipelineworkflowFull development workflow with 11 specialized agents
ai-text-humaniserwritingRemoves AI-sounding patterns from generated text
website-copy-standardswritingSEO/GEO optimized website copywriting
feature-documenterdocumentationGenerates feature documentation from code analysis

Development Pipeline

The flagship plugin — a comprehensive, stack-agnostic development workflow designed for solo founders.

Pipeline Overview

code
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

AgentPhaseDescription
Pipeline CoordinatorMain entry point, orchestrates workflow
Bootstrap0Project initialization and setup
Product Manager1Requirements and user stories
UX/UI Designer (Lite)2aQuick design brief for MVPs
UX/UI Designer (Full)2aComplete design system
System Architect2bTechnical architecture and APIs
Backend Engineer3aServer-side implementation
Frontend Engineer3bClient-side implementation
QA Specs3cTest specifications
QA Validation4Test execution and validation
DevOps5Deployment and infrastructure
Security Audit6Security 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

ScopeDocumentationQualitySpeed
MVPLiteBalancedFast
ProductionFullComprehensiveThorough
PrototypeMinimalFunctionalFastest

Quick Start

  1. Install the plugin: /plugin install development-pipeline@am-dev-plugins
  2. Say: "I want to build [your idea]"
  3. Claude runs the Bootstrap agent to set up your project
  4. Progress through phases with next or phase [N]
  5. Use status to see pipeline progress

Commands

CommandDescription
statusShow current pipeline status
nextProceed to next phase
phase [N]Jump to specific phase
approve [doc]Approve a document
historyShow 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

  1. Fork the repository
  2. Create a feature branch (git checkout -b feature/new-plugin)
  3. Add your plugin to plugins/ with a .claude-plugin/plugin.json
  4. Update the marketplace.json to include your plugin
  5. Open a Pull Request

Plugin Structure

code
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

1
Create the skills directory
mkdir -p .claude/skills
2
Download the skill file
mkdir -p .claude/skills && curl -o .claude/skills/ai-text-humaniser.md https://raw.githubusercontent.com/adnanmueller/am-dev-plugins/main/SKILL.md
3
Invoke in Claude Code
/ai-text-humaniser
View source on GitHub
writingtexthumanize

Frequently 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.