human-docs-generator

Generates role-based human documentation (<1000 words per doc). Use when epics complete, breaking changes occur, or architecture decisions are made. Creates guides for developers, QA, DevOps, and business stakeholders.

242 stars

Best use case

human-docs-generator is best used when you need a repeatable AI agent workflow instead of a one-off prompt. It is especially useful for teams working in multi. Generates role-based human documentation (<1000 words per doc). Use when epics complete, breaking changes occur, or architecture decisions are made. Creates guides for developers, QA, DevOps, and business stakeholders.

Generates role-based human documentation (<1000 words per doc). Use when epics complete, breaking changes occur, or architecture decisions are made. Creates guides for developers, QA, DevOps, and business stakeholders.

Users should expect a more consistent workflow output, faster repeated execution, and less time spent rewriting prompts from scratch.

Practical example

Example input

Use the "human-docs-generator" skill to help with this workflow task. Context: Generates role-based human documentation (<1000 words per doc). Use when epics complete, breaking changes occur, or architecture decisions are made. Creates guides for developers, QA, DevOps, and business stakeholders.

Example output

A structured workflow result with clearer steps, more consistent formatting, and an output that is easier to reuse in the next run.

When to use this skill

  • Use this skill when you want a reusable workflow rather than writing the same prompt again and again.

When not to use this skill

  • Do not use this when you only need a one-off answer and do not need a reusable workflow.
  • Do not use it if you cannot install or maintain the related files, repository context, or supporting tools.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/human-docs-generator/SKILL.md --create-dirs "https://raw.githubusercontent.com/aiskillstore/marketplace/main/skills/brownbull/human-docs-generator/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/human-docs-generator/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How human-docs-generator Compares

Feature / Agenthuman-docs-generatorStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Generates role-based human documentation (<1000 words per doc). Use when epics complete, breaking changes occur, or architecture decisions are made. Creates guides for developers, QA, DevOps, and business stakeholders.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Human Docs Generator Skill

## Role
Automatically generates and maintains role-specific documentation for humans when significant changes occur in the system.

## Purpose
Transform complex AI state and technical implementations into simple, role-specific guides that humans can actually understand and use.

## Trigger Conditions

### Automatic Triggers
- ✅ Epic completed
- 🔧 Public API modified
- 🎯 New user feature deployed
- 💥 Breaking change introduced
- 🐛 Critical bug fixed
- 📊 5+ related tasks completed

### Manual Trigger
```json
{
  "event": "generate.human.docs",
  "scope": "all|specific-role",
  "reason": "manual request"
}
```

## Document Structure

### Files Maintained
```
ai-state/human-docs/
├── INDEX.md                 # Role directory & quick nav
├── frontend-developer.md    # React, components, routes
├── backend-developer.md     # APIs, models, database
├── architect.md            # System design, patterns
├── devops.md              # Deploy, monitor, debug
├── tester.md              # Test suites, coverage
├── product-manager.md     # Features, metrics, roadmap
└── end-user-guide.md      # Screenshots, how-to-use
```

## Generation Process

### 1. Gather Context
```yaml
sources:
  - ai-state/active/     # Current implementations
  - ai-state/knowledge/  # Patterns and decisions
  - operations.log       # Recent changes
  - test-results/        # What's working
```

### 2. Extract Role-Relevant Info

#### Frontend Developer Needs
- Component locations & hierarchy
- State management patterns
- Reusable components list
- Recent UI changes

#### Backend Developer Needs
- API endpoint documentation
- Database schema changes
- Authentication flow
- Service dependencies

#### End User Needs
- Screenshots with annotations
- Step-by-step guides
- Feature locations
- Common workflows

### 3. Transform to Human Format

#### Rules for Human Docs
1. **Max 1000 words** per document
2. **Diagrams over text** (Mermaid.js)
3. **Examples over explanations**
4. **Current state only** (no history)
5. **Quickstart focused**

### 4. Generate Diagrams

#### Component Tree (Frontend)
```mermaid
graph TD
    App --> Header
    App --> Routes
    Routes --> Login
    Routes --> Dashboard
    Dashboard --> Charts
    Dashboard --> Tables
```

#### API Flow (Backend)
```mermaid
sequenceDiagram
    User->>Frontend: Click Login
    Frontend->>API: POST /auth/login
    API->>Database: Validate credentials
    Database->>API: User data
    API->>Frontend: JWT token
    Frontend->>User: Dashboard
```

#### User Flow (End User)
```mermaid
graph LR
    Start[Open App] --> Login[Enter Email/Pass]
    Login --> Dash[View Dashboard]
    Dash --> Upload[Upload Data]
    Upload --> Process[Wait for Processing]
    Process --> View[View Results]
    View --> Export[Download Report]
```

## Document Templates

### Frontend Developer Template
```markdown
# Frontend Developer Guide

## Quick Start
[3-step setup process]

## Component Map
[Mermaid diagram of components]

## To Add a New Page
1. Create component in `/src/pages/`
2. Add route in `/src/routes.tsx`
3. Update navigation in `/src/components/Nav.tsx`

## Available Components
- `<Button>` - Primary actions
- `<Card>` - Content containers
- `<Table>` - Data display
[List reusable components]

## State Management
[Current state shape diagram]

## Recent Changes
- ✅ Added password reset
- ✅ Updated dashboard layout
```

### End User Template
```markdown
# How to Use [App Name]

## Getting Started
[Screenshot of login page with arrows]

## Main Features

### Upload Data
1. Click "Upload" button (top-right)
2. Select your CSV file
3. Click "Process"
[Screenshot with numbered steps]

### View Reports
[Screenshot of reports page]
- Yellow box = Warnings
- Green box = Success
- Red box = Errors

## Common Tasks
**Q: How do I reset my password?**
A: Click "Forgot Password" on login page

**Q: Where are my old reports?**
A: Click "History" in sidebar
```

## Quality Checks

### Before Publishing
- [ ] Under 1000 words?
- [ ] Has diagrams/screenshots?
- [ ] Includes quickstart?
- [ ] Examples provided?
- [ ] No technical jargon?
- [ ] Tested instructions work?

## Integration

### Input Events
```json
{
  "event": "epic.completed",
  "epic_id": "epic-oauth",
  "tasks_completed": ["task-001", "task-002"],
  "changes": ["Added Google login"]
}
```

### Output Events
```json
{
  "event": "human.docs.updated",
  "files": [
    "frontend-developer.md",
    "end-user-guide.md"
  ],
  "sections_changed": [
    "authentication",
    "login-methods"
  ]
}
```

## Anti-Patterns to Avoid

❌ Writing changelogs (just current state)
❌ Technical deep-dives (keep it simple)
❌ Walls of text (use bullets/diagrams)
❌ Assuming knowledge (explain everything)
❌ Version history (one living document)

## Success Metrics

- Reading time < 5 minutes
- Diagram-to-text ratio > 40%
- Quickstart success rate > 90%
- Human confusion tickets < 5%
- Doc update frequency = feature frequency

Related Skills

github-actions-docs

242
from aiskillstore/marketplace

Use when users ask how to write, explain, customize, migrate, secure, or troubleshoot GitHub Actions workflows, workflow syntax, triggers, matrices, runners, reusable workflows, artifacts, caching, secrets, OIDC, deployments, custom actions, or Actions Runner Controller, especially when they need official GitHub documentation, exact links, or docs-grounded YAML guidance.

humanizer

242
from aiskillstore/marketplace

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases. Credits: Original skill by @blader - https://github.com/blader/humanizer

game-test-case-generator

242
from aiskillstore/marketplace

基于需求文档(xls/csv)生成专业游戏测试用例,支持完整用例和快速测试点两种模式。当用户提到"游戏测试"、"测试用例生成"、"需求转测试用例"、上传需求文档或原型时使用此技能。

viral-generator-builder

242
from aiskillstore/marketplace

Expert in building shareable generator tools that go viral - name generators, quiz makers, avatar creators, personality tests, and calculator tools. Covers the psychology of sharing, viral mechanics, and building tools people can't resist sharing with friends. Use when: generator tool, quiz maker, name generator, avatar creator, viral tool.

k8s-manifest-generator

242
from aiskillstore/marketplace

Create production-ready Kubernetes manifests for Deployments, Services, ConfigMaps, and Secrets following best practices and security standards. Use when generating Kubernetes YAML manifests, creating K8s resources, or implementing production-grade Kubernetes configurations.

docs-architect

242
from aiskillstore/marketplace

Creates comprehensive technical documentation from existing codebases. Analyzes architecture, design patterns, and implementation details to produce long-form technical manuals and ebooks. Use PROACTIVELY for system documentation, architecture guides, or technical deep-dives.

docstring

242
from aiskillstore/marketplace

Write docstrings for PyTorch functions and methods following PyTorch conventions. Use when writing or updating docstrings in PyTorch code.

run-nx-generator

242
from aiskillstore/marketplace

Run Nx generators with prioritization for workspace-plugin generators. Use this when generating code, scaffolding new features, or automating repetitive tasks in the monorepo.

pptx-generator

242
from aiskillstore/marketplace

Generate, edit, and read PowerPoint presentations. Create from scratch with PptxGenJS (cover, TOC, content, section divider, summary slides), edit existing PPTX via XML workflows, or extract text with markitdown. Triggers: PPT, PPTX, PowerPoint, presentation, slide, deck, slides.

docs-write

242
from aiskillstore/marketplace

Write documentation following Metabase's conversational, clear, and user-focused style. Use when creating or editing documentation files (markdown, MDX, etc.).

docs-review

242
from aiskillstore/marketplace

Review documentation changes for compliance with the Metabase writing style guide. Use when reviewing pull requests, files, or diffs containing documentation markdown files.

nano-image-generator

242
from aiskillstore/marketplace

Generate images using Nano Banana Pro (Gemini 3 Pro Preview). Use when creating app icons, logos, UI graphics, marketing banners, social media images, illustrations, diagrams, or any visual assets. Supports reference images for style transfer and character consistency. Triggers include phrases like 'generate an image', 'create a graphic', 'make an icon', 'design a logo', 'create a banner', 'same style as', 'keep the style', or any request needing visual content.