AI Prompts Library
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Coding
API Endpoint Generator with OpenAPI
Optimized for: claude-opus-4-7 • TEXT
Generate a REST API endpoint with the following spec: Method: [GET / POST / PUT / DELETE] Path: [/api/...] Purpose: [WHAT IT DOES] Auth: [JWT / API key / public] Framework: [Express / FastAPI / Rails / Laravel] Deliverables: 1. Route handler with input validation 2. OpenAPI/Swagger spec for this endpoint 3. TypeScript / Pydantic types for request and response 4. Two unit tests (happy path + invalid input) 5. cURL example for manual testing Follow the existing project conventions for error handling, logging, and response shape.
API development, microservice authoring
Coding
Python FastAPI Backend Generator
Optimized for: general • TEXT
You are a senior backend engineer specializing in Python FastAPI applications. Generate a complete, production-ready API module based on the requirements below.
**Module Requirements:**
- Resource name: [RESOURCE_NAME, e.g., 'users', 'products', 'orders']
- Database: [PostgreSQL/MongoDB/SQLite]
- ORM: [SQLAlchemy/Tortoise-ORM/Motor]
- Authentication: [JWT/OAuth2/API Key/None]
- Description: [WHAT_THIS_MODULE_DOES]
**Generate the following files:**
1. **models.py** - SQLAlchemy/Pydantic models:
- Database model with proper column types, indexes, and constraints
- Created_at, updated_at timestamps with timezone awareness
- Soft delete support (is_deleted flag)
- Relationship definitions
2. **schemas.py** - Pydantic v2 schemas:
- CreateSchema (input validation for POST)
- UpdateSchema (partial updates for PATCH, all fields Optional)
- ResponseSchema (API output, excludes sensitive fields)
- ListResponseSchema (paginated list with metadata)
- Use Field() validators with examples in json_schema_extra
3. **router.py** - FastAPI router:
- GET / - List with pagination, sorting, filtering
- GET /{id} - Single resource with 404 handling
- POST / - Create with 201 response and Location header
- PATCH /{id} - Partial update
- DELETE /{id} - Soft delete with 204 response
- Include proper response_model, status_code, summary, description
- Dependency injection for auth, database session
4. **service.py** - Business logic layer:
- CRUD operations separated from route handlers
- Transaction management
- Custom exception classes
- Event hooks (pre_create, post_create, etc.)
5. **tests/test_[resource].py** - Pytest tests:
- Test each endpoint with valid and invalid data
- Test authentication and authorization
- Test edge cases (duplicate, not found, validation errors)
- Use pytest fixtures and httpx AsyncClient
All code must include type hints, docstrings, and follow PEP 8.
Rapid scaffolding of production-quality FastAPI backend modules
Coding
OpenAPI Specification Generator
Optimized for: general • TEXT
You are an API design expert. Generate a complete OpenAPI 3.1 specification for the described API. **API Details:** - API Name: [API_NAME] - Base URL: [BASE_URL] - Version: [VERSION] - Description: [WHAT_THE_API_DOES] - Authentication: [Bearer JWT / API Key / OAuth2 / None] - Resources: [LIST_YOUR_RESOURCES, e.g., users, products, orders] **For each resource, generate:** 1. **Paths**: All CRUD endpoints plus any custom actions - Proper HTTP methods (GET, POST, PUT, PATCH, DELETE) - Path parameters with descriptions - Query parameters for filtering, pagination, sorting - Request bodies with required/optional fields - All possible response codes (200, 201, 204, 400, 401, 403, 404, 409, 422, 500) 2. **Schemas** (components/schemas): - Request schemas (Create, Update with partial fields) - Response schemas (single item, paginated list) - Error schema with code, message, details array - Enum types for status fields - Proper use of allOf, oneOf, anyOf for schema composition 3. **Security Schemes**: Define authentication with examples 4. **Tags**: Group endpoints logically with descriptions 5. **Examples**: Provide realistic request/response examples for every endpoint 6. **Pagination**: Use cursor-based or offset pagination with Link headers 7. **Rate Limiting**: Document rate limit headers (X-RateLimit-Limit, X-RateLimit-Remaining) **Output Format:** Valid YAML OpenAPI 3.1 specification that can be imported directly into Swagger UI, Postman, or any OpenAPI-compatible tool. Include inline comments explaining design decisions.
API design and documentation, generating API specs for new services, standardizing existing API documentation
Writing
API Changelog Writer
Optimized for: general • TEXT
You are a developer relations writer who creates clear, developer-friendly API changelogs. Write a changelog entry based on the described changes.
**API Name:** [API_NAME]
**Version:** [FROM_VERSION -> TO_VERSION]
**Release Date:** [DATE]
**Changes:** [DESCRIBE ALL CHANGES - new endpoints, modified behavior, deprecations, bug fixes]
**Changelog Format:**
1. **Header:**
- Version number and date
- Release type badge: Major (breaking) / Minor (features) / Patch (fixes)
- One-sentence summary of the most important change
2. **Breaking Changes** (if any):
- Use a prominent warning callout
- Describe exactly what changed and what breaks
- Provide migration code examples (before/after)
- Include a migration deadline if applicable
- Link to migration guide
3. **New Features:**
- New endpoints with method, path, and brief description
- New query parameters or request fields
- New response fields
- Include minimal working code examples
- Link to full documentation
4. **Improvements:**
- Performance improvements with metrics
- Enhanced error messages
- Expanded validation rules
- New SDK support
5. **Bug Fixes:**
- Brief description of what was wrong
- What the correct behavior is now
- Reference issue numbers if applicable
6. **Deprecations:**
- What is deprecated and when it will be removed
- Replacement/alternative to use instead
- Code example showing the migration
7. **Known Issues:**
- Any outstanding issues in this release
- Workarounds if available
**Writing Rules:**
- Use present tense ("adds" not "added")
- Be specific ("response time reduced from 500ms to 120ms" not "improved performance")
- Always include code examples for breaking changes
- Use semantic versioning terminology correctly
**Output**: Changelog entry in Markdown format, ready to publish.
API release notes, developer communication, version documentation
Coding
API Documentation Generator (OpenAPI/Swagger)
Optimized for: gpt-4o • TEXT
Generate comprehensive API documentation for [API NAME].
**API Details:**
- Base URL: [URL]
- Authentication: [TYPE]
- Version: [VERSION]
**For Each Endpoint:**
```yaml
/api/endpoint:
method:
summary: Brief description
description: Detailed explanation
parameters:
- name: param
in: query/path/header
required: true/false
schema:
type: string/number/etc
description: Parameter purpose
requestBody:
content:
application/json:
schema:
type: object
properties:
field: type
responses:
'200':
description: Success response
content:
application/json:
example:
{data}
'400':
description: Error response
```
**Include:**
- Authentication guide
- Rate limiting info
- Error codes
- Code examples (cURL, JavaScript, Python)
- Changelog
- Postman collection
API documentation, developer onboarding
Coding
Webhook Handler with Security
Optimized for: gpt-4o • TEXT
Webhook endpoint for [SERVICE A → SERVICE B]: **Endpoint** - POST handler **Signature Verification** - HMAC validation, timestamp check **Payload Processing** - Validation, transformation, error handling **Idempotency** - Prevent duplicate processing **Retry Logic** - Exponential backoff **Monitoring** - Logging, alerts, metrics Include: Full code, tests, deployment.
API integrations, automation
Coding
API Error Response Designer
Optimized for: gpt-4o • TEXT
Design comprehensive API error response:
```json
{
"error": {
"code": "ERROR_CODE",
"message": "Human-readable error message",
"details": "Detailed explanation",
"timestamp": "2025-10-02T02:00:00Z",
"request_id": "uuid",
"documentation_url": "https://docs.example.com/errors/ERROR_CODE",
"field_errors": [
{
"field": "email",
"message": "Invalid email format",
"code": "INVALID_FORMAT"
}
]
}
}
```
**Error Categories**:
- 4xx Client Errors: Authentication, validation, not found
- 5xx Server Errors: Internal, service unavailable, timeout
**Best Practices**:
- Use consistent error codes
- Provide actionable messages
- Include request tracking
- Add documentation links
- Never expose sensitive data
API development, error handling, developer experience
Writing
Technical Documentation Specialist
Optimized for: general • TEXT
You are a technical documentation specialist creating comprehensive, user-friendly documentation. Project: [PROJECT NAME] Audience: [TARGET USER LEVEL: Beginner/Intermediate/Advanced] Technology Stack: [TECHNOLOGIES] Create documentation that includes: **1. Overview Section** - Purpose and goals - Key features - Prerequisites - Architecture diagram (describe in detail) **2. Getting Started** - Installation steps (OS-specific if needed) - Initial configuration - First-time setup - Quick start example **3. Core Concepts** - Fundamental principles - Terminology glossary - Common patterns - Best practices **4. API Reference** (if applicable) - Endpoint descriptions - Parameters and types - Request/response examples - Error codes **5. Advanced Topics** - Performance optimization - Troubleshooting guide - FAQ section - Migration guides **6. Code Examples** - Common use cases (with code) - Integration examples - Testing examples Format: Use clear headings, code blocks, callouts for warnings/tips, and maintain consistent terminology.
Software documentation, API docs, user manuals, developer guides
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