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.
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
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/human-docs-generator/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How human-docs-generator Compares
| Feature / Agent | human-docs-generator | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/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 frequencyRelated Skills
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