git clone https://github.com/MacPhobos/research-mind
T=$(mktemp -d) && git clone --depth=1 https://github.com/MacPhobos/research-mind "$T" && mkdir -p ~/.claude/skills && cp -r "$T/.claude/skills/examples-good-self-contained-skill" ~/.claude/skills/macphobos-research-mind-examples-good-self-contained-skill && rm -rf "$T"
.claude/skills/examples-good-self-contained-skill/skill.mdExample Framework Skill
A complete example demonstrating proper self-containment patterns for Claude Code skills.
When to Use: Building applications with Example Framework - includes setup, patterns, testing, and deployment.
Overview
This skill demonstrates the correct approach to self-contained skill development:
✅ Self-Contained: All essential content inlined - works standalone ✅ No Dependencies: No relative paths to other skills ✅ Complete Examples: Working code, not fragments ✅ Graceful Degradation: Notes optional enhancements without requiring them ✅ Flat Deployment Ready: Works in any directory structure
Quick Start
Installation
# Install framework pip install example-framework # Create new project example-framework init my-project cd my-project # Install dependencies pip install -r requirements.txt # Run development server example-framework dev
Minimal Example (Self-Contained)
""" Minimal Example Framework application. Self-contained - no external skill dependencies. """ from example_framework import App, route app = App() @route("/") def home(): """Homepage route.""" return {"message": "Hello, World!"} @route("/users/{user_id}") def get_user(user_id: int): """Get user by ID.""" return { "id": user_id, "username": f"user_{user_id}" } if __name__ == "__main__": # Development server app.run(host="0.0.0.0", port=8000, debug=True)
Run it:
python app.py # Visit: http://localhost:8000
Core Patterns
1. Application Setup (Self-Contained)
Complete setup pattern - no external dependencies:
from example_framework import App, Config from example_framework.middleware import CORSMiddleware, LoggingMiddleware # Configuration config = Config( DEBUG=True, SECRET_KEY="your-secret-key-here", DATABASE_URL="sqlite:///./app.db" ) # Application instance app = App(config=config) # Middleware app.add_middleware( CORSMiddleware, allow_origins=["*"], allow_methods=["*"], allow_headers=["*"] ) app.add_middleware(LoggingMiddleware) # Health check endpoint @app.route("/health") def health_check(): """Health check endpoint.""" return {"status": "healthy"}
2. Database Integration (Self-Contained)
Essential database pattern - inlined for self-containment:
from example_framework import Database from contextlib import contextmanager # Database configuration db = Database("sqlite:///./app.db") @contextmanager def get_db_session(): """ Database session context manager. Usage: with get_db_session() as session: users = session.query(User).all() """ session = db.create_session() try: yield session session.commit() except Exception: session.rollback() raise finally: session.close() # Model example class User(db.Model): __tablename__ = "users" id = db.Column(db.Integer, primary_key=True) username = db.Column(db.String(80), unique=True, nullable=False) email = db.Column(db.String(120), unique=True, nullable=False) def to_dict(self): """Convert to dictionary.""" return { "id": self.id, "username": self.username, "email": self.email } # CRUD operations @app.route("/users", methods=["POST"]) def create_user(data): """Create new user.""" with get_db_session() as session: user = User( username=data["username"], email=data["email"] ) session.add(user) return user.to_dict(), 201 @app.route("/users/{user_id}") def get_user(user_id: int): """Get user by ID.""" with get_db_session() as session: user = session.query(User).filter_by(id=user_id).first() if not user: return {"error": "User not found"}, 404 return user.to_dict()
3. Testing Pattern (Self-Contained)
Essential testing patterns - inlined from testing best practices:
""" Test suite for Example Framework application. Self-contained testing patterns - no external skill dependencies. """ import pytest from example_framework.testing import TestClient # Test client fixture @pytest.fixture def client(): """Create test client.""" return TestClient(app) # Database fixture @pytest.fixture def db_session(): """Create test database session.""" db.create_all() session = db.create_session() yield session session.close() db.drop_all() # Test examples def test_home_route(client): """Test homepage returns correct response.""" response = client.get("/") assert response.status_code == 200 assert response.json() == {"message": "Hello, World!"} def test_create_user(client, db_session): """Test user creation.""" response = client.post("/users", json={ "username": "testuser", "email": "test@example.com" }) assert response.status_code == 201 data = response.json() assert data["username"] == "testuser" assert data["email"] == "test@example.com" def test_get_user(client, db_session): """Test get user by ID.""" # Create user user = User(username="testuser", email="test@example.com") db_session.add(user) db_session.commit() # Get user response = client.get(f"/users/{user.id}") assert response.status_code == 200 assert response.json()["username"] == "testuser" def test_user_not_found(client): """Test 404 for nonexistent user.""" response = client.get("/users/999") assert response.status_code == 404
Run tests:
pytest tests/
Error Handling
Standard Error Handler Pattern (Self-Contained)
from example_framework import HTTPException @app.error_handler(404) def not_found_handler(error): """Handle 404 errors.""" return { "error": "Not Found", "message": str(error) }, 404 @app.error_handler(500) def server_error_handler(error): """Handle 500 errors.""" return { "error": "Internal Server Error", "message": "An unexpected error occurred" }, 500 @app.error_handler(HTTPException) def http_exception_handler(error): """Handle HTTP exceptions.""" return { "error": error.name, "message": error.description }, error.status_code # Custom validation error class ValidationError(Exception): """Validation error.""" pass @app.error_handler(ValidationError) def validation_error_handler(error): """Handle validation errors.""" return { "error": "Validation Error", "message": str(error) }, 400
Best Practices
1. Configuration Management
# environment-based configuration import os from example_framework import Config class DevelopmentConfig(Config): DEBUG = True DATABASE_URL = "sqlite:///./dev.db" class ProductionConfig(Config): DEBUG = False DATABASE_URL = os.getenv("DATABASE_URL") SECRET_KEY = os.getenv("SECRET_KEY") # Load config based on environment env = os.getenv("ENV", "development") config = DevelopmentConfig() if env == "development" else ProductionConfig() app = App(config=config)
2. Dependency Injection
# Dependency injection pattern from example_framework import Depends def get_current_user(token: str = Depends("Authorization")): """Get current user from token.""" # Token validation logic user_id = validate_token(token) return User.query.get(user_id) @app.route("/profile") def get_profile(user: User = Depends(get_current_user)): """Get current user profile.""" return user.to_dict()
3. Request Validation
from example_framework import validate_request # Request schema user_schema = { "username": {"type": "string", "minLength": 3, "maxLength": 80}, "email": {"type": "string", "format": "email"}, "age": {"type": "integer", "minimum": 0} } @app.route("/users", methods=["POST"]) @validate_request(user_schema) def create_user(data): """Create user with validated data.""" # Data is already validated user = User(**data) db.session.add(user) db.session.commit() return user.to_dict(), 201
Deployment
Production Deployment (Self-Contained)
""" Production deployment configuration. Self-contained - all necessary patterns included. """ # 1. Use production server (e.g., gunicorn) # requirements.txt: # gunicorn>=20.1.0 # 2. Production configuration import os class ProductionConfig: DEBUG = False TESTING = False SECRET_KEY = os.getenv("SECRET_KEY") DATABASE_URL = os.getenv("DATABASE_URL") ALLOWED_HOSTS = os.getenv("ALLOWED_HOSTS", "").split(",") app = App(config=ProductionConfig()) # 3. Run with gunicorn # gunicorn -w 4 -b 0.0.0.0:8000 app:app # 4. Environment variables (.env) # SECRET_KEY=your-production-secret-key # DATABASE_URL=postgresql://user:pass@localhost/dbname # ALLOWED_HOSTS=example.com,www.example.com
Complementary Skills
When using this skill, consider these related skills (if deployed):
-
pytest-patterns: Advanced testing patterns and fixtures
- Use case: Comprehensive test suites with parametrization
- Integration: Enhance basic testing patterns shown above
- Status: Optional - basic testing patterns included in this skill
-
database-orm-patterns: Advanced ORM patterns and optimization
- Use case: Complex queries, relationships, performance tuning
- Integration: Builds on basic database pattern shown above
- Status: Optional - basic CRUD patterns included in this skill
-
api-security: Authentication, authorization, security best practices
- Use case: Production-ready security implementation
- Integration: Adds security layer to routes
- Status: Recommended for production - basic examples shown above
-
deployment-patterns: Docker, CI/CD, monitoring, scaling
- Use case: Production deployment and operations
- Integration: Deployment strategies and tooling
- Status: Optional - basic deployment shown above
Note: All complementary skills are independently deployable. This skill is fully functional without them.
Common Pitfalls
❌ Don't: Relative Imports
# DON'T DO THIS from ..other_skill.patterns import setup
✅ Do: Self-Contained Patterns
# Include pattern directly def setup(): """Setup pattern (self-contained).""" # Implementation here pass
❌ Don't: External Skill Dependencies
# DON'T DO THIS # This requires pytest-patterns skill from skills.pytest_patterns import fixture_factory
✅ Do: Inline Essential Patterns
# Include essential pattern def fixture_factory(name, default=None): """Fixture factory pattern (inlined).""" @pytest.fixture def _fixture(): return default _fixture.__name__ = name return _fixture
Progressive Disclosure
For more advanced topics, see the
references/ directory:
- references/advanced-patterns.md: Advanced framework patterns
- references/performance.md: Performance optimization
- references/api-reference.md: Complete API documentation
Note: Main SKILL.md is self-sufficient. References provide optional deep dives.
Resources
Official Documentation:
- Example Framework Docs: https://example-framework.readthedocs.io
- API Reference: https://example-framework.readthedocs.io/api
- Community: https://github.com/example-framework/community
Related Technologies:
- Python: https://docs.python.org
- SQLite: https://www.sqlite.org
- Pytest: https://docs.pytest.org
Summary
This skill demonstrates self-contained skill development:
✅ Complete: All essential patterns included inline ✅ Independent: Works without other skills ✅ Tested: Verified in isolation ✅ Deployable: Works in flat directory structure ✅ Graceful: Notes optional enhancements without requiring them
Use this as a template for creating new skills.
Version: 1.0.0 Last Updated: 2025-11-30 Self-Containment: ✅ Fully Compliant