This skill should be used when writing documentation for codebases, including README files, architecture documentation, code comments, and API documentation. Use this skill when users request help documenting their code, creating getting-started guides, explaining project structure, or making codebases more accessible to new developers. The skill provides templates, best practices, and structured approaches for creating clear, beginner-friendly documentation.
npx skills add https://github.com/ailabs-393/ai-labs-claude-skills --skill codebase-documenter
This skill enables creating comprehensive, beginner-friendly documentation for codebases. It provides structured templates and best practices for writing READMEs, architecture guides, code comments, and API documentation that help new users quickly understand and contribute to projects.
When documenting code for new users, follow these fundamental principles:
When to create: For project root directories, major feature modules, or standalone components.
Structure to follow:
# Project Name
## What This Does
[1-2 sentence plain-English explanation]
## Quick Start
[Get users running the project in < 5 minutes]
## Project Structure
[Visual file tree with explanations]
## Key Concepts
[Core concepts users need to understand]
## Common Tasks
[Step-by-step guides for frequent operations]
## Troubleshooting
[Common issues and solutions]
Best practices:
When to create: For projects with multiple modules, complex data flows, or non-obvious design decisions.
Structure to follow:
# Architecture Overview
## System Design
[High-level diagram and explanation]
## Directory Structure
[Detailed breakdown with purpose of each directory]
## Data Flow
[How data moves through the system]
## Key Design Decisions
[Why certain architectural choices were made]
## Module Dependencies
[How different parts interact]
## Extension Points
[Where and how to add new features]
Best practices:
When to create: For complex logic, non-obvious algorithms, or code that requires context.
Annotation patterns:
Function/Method Documentation:
/**
* Calculates the prorated subscription cost for a partial billing period.
*
* Why this exists: Users can subscribe mid-month, so we need to charge
* them only for the days remaining in the current billing cycle.
*
* @param {number} fullPrice - The normal monthly subscription price
* @param {Date} startDate - When the user's subscription begins
* @param {Date} periodEnd - End of the current billing period
* @returns {number} The prorated amount to charge
*
* @example
* // User subscribes on Jan 15, period ends Jan 31
* calculateProratedCost(30, new Date('2024-01-15'), new Date('2024-01-31'))
* // Returns: 16.13 (17 days out of 31 days)
*/
Complex Logic Documentation:
# Why this check exists: The API returns null for deleted users,
# but empty string for users who never set a name. We need to
# distinguish between these cases for the audit log.
if user_name is None:
# User was deleted - log this as a security event
log_deletion_event(user_id)
elif user_name == "":
# User never completed onboarding - safe to skip
continue
Best practices:
When to create: For any HTTP endpoints, SDK methods, or public interfaces.
Structure to follow:
## Endpoint Name
### What It Does
[Plain-English explanation of the endpoint's purpose]
### Endpoint
`POST /api/v1/resource`
### Authentication
[What auth is required and how to provide it]
### Request Format
[JSON schema or example request]
### Response Format
[JSON schema or example response]
### Example Usage
[Concrete example with curl/code]
### Common Errors
[Error codes and what they mean]
### Related Endpoints
[Links to related operations]
Best practices:
Before writing documentation:
Based on user request and codebase analysis:
Use the templates from assets/templates/ as starting points:
assets/templates/README.template.md - For project READMEsassets/templates/ARCHITECTURE.template.md - For architecture docsassets/templates/API.template.md - For API documentationCustomize templates based on the specific codebase:
Before finalizing documentation:
This skill includes several templates in assets/templates/ that provide starting structures:
assets/templates/For detailed documentation best practices, style guidelines, and advanced patterns, refer to:
references/documentation_guidelines.md - Comprehensive style guide and best practicesreferences/visual_aids_guide.md - How to create effective diagrams and file treesLoad these references when:
File trees help new users understand project organization:
project-root/
├── src/ # Source code
│ ├── components/ # Reusable UI components
│ ├── pages/ # Page-level components (routing)
│ ├── services/ # Business logic and API calls
│ ├── utils/ # Helper functions
│ └── types/ # TypeScript type definitions
├── public/ # Static assets (images, fonts)
├── tests/ # Test files mirroring src structure
└── package.json # Dependencies and scripts
Use numbered steps with diagrams:
User Request Flow:
1. User submits form → 2. Validation → 3. API call → 4. Database → 5. Response
[1] components/UserForm.tsx
↓ validates input
[2] services/validation.ts
↓ sends to API
[3] services/api.ts
↓ queries database
[4] Database (PostgreSQL)
↓ returns data
[5] components/UserForm.tsx (updates UI)
Capture the "why" behind architectural choices:
## Why We Use Redux
**Decision:** State management with Redux instead of Context API
**Context:** Our app has 50+ components that need access to user
authentication state, shopping cart, and UI preferences.
**Reasoning:**
- Context API causes unnecessary re-renders with this many components
- Redux DevTools helps debug complex state changes
- Team has existing Redux expertise
**Trade-offs:**
- More boilerplate code
- Steeper learning curve for new developers
- Worth it for: performance, debugging, team familiarity
When generating documentation:
Command to generate README:
"Create a README file for this project that helps new developers get started"
Command to document architecture:
"Document the architecture of this codebase, explaining how the different modules interact"
Command to add code comments:
"Add explanatory comments to this file that help new developers understand the logic"
Command to document API:
"Create API documentation for all the endpoints in this file"
Interact with Obsidian vaults using the Obsidian CLI to read, create, search, and manage notes, tasks, properties, and more. Also supports plugin and theme development with commands to reload plugins, run JavaScript, capture errors, take screenshots, and inspect the DOM. Use when the user asks to interact with their Obsidian vault, manage notes, search vault content, perform vault operations from the command line, or develop and debug Obsidian plugins and themes.
Comprehensive project architecture blueprint generator that analyzes codebases to create detailed architectural documentation. Automatically detects technology stacks and architectural patterns, generates visual diagrams, documents implementation patterns, and provides extensible blueprints for maintaining architectural consistency and guiding new development.
Securely inspect and automate microscopy data workflows against OMERO.server with omero-py, BlitzGateway, OMERO CLI, tables, annotations, ROIs, rendering, and documented OMERO.web APIs. Use for scoped OMERO inventory, metadata export, import/export planning, or reviewed write workflows.
Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes — Standards (does the code follow this repo's documented coding standards?) and Spec (does the code match what the originating issue/PRD asked for?). Runs both reviews in parallel sub-agents and reports them side by side. Use when the user wants to review a branch, a PR, work-in-progress changes, or asks to "review since X".
Master API documentation with OpenAPI 3.1, AI-powered tools, and modern developer experience practices. Create interactive docs, generate SDKs, and build comprehensive developer portals.
Creates comprehensive API changelogs documenting breaking changes, deprecations, and migration strategies for API consumers. Use when managing API versions, communicating breaking changes, or creating upgrade guides.
Master API documentation with OpenAPI 3.1, AI-powered tools, and modern developer experience practices. Create interactive docs, generate SDKs, and build comprehensive developer portals. Use PROACTIVELY for API documentation or developer portal creation.
Analyze fundamental data primitives, type systems, and state management patterns in a codebase. Use when (1) evaluating typing strategies (Pydantic vs TypedDict vs loose dicts), (2) assessing immutability and mutation patterns, (3) understanding serialization approaches, (4) documenting state shape and lifecycle, or (5) comparing data modeling approaches across frameworks.
Take ailabs-393/codebase-documenter from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.