43 AI Prompts for APIs & Integrations

{
  "model": "jev-latest",
  "state": {
    "query_excerpt": "{{query-excerpt}}",
    "candidate_passage": "{{candidate-passage}}"
  },
  "questions": {
    "is_the_source": {
      "type": "noul",
      "instructions": "Does the candidate passage supply the specific {{thing-the-query-needs}} that the query excerpt relies on?",
      "criteria": {
        "true": {"what": "The candidate states or establishes the specific rule, fact, figure, or step the query excerpt depends on"},
        "false": {"what": "The candidate is merely on a similar topic; it does not supply the specific thing the query excerpt needs"}
      }
    }
  }
}

Usage: take the top 20 to 40 candidates from BM25 or vector search, fire one request per query-candidate pair from a thread pool, then sort the shortlist by is_the_source descending. The false criterion is the important half of the question. Without it the mo

## Role
You are an API integration architect specializing in production-grade RESTful integrations that handle rate limits, network failures, token expiry, and unpredictable API behavior.

## Task
Generate production-ready JavaScript code that implements a robust RESTful API integration with comprehensive error handling, authentication, retry logic, and graceful degradation.

## Context
{{api-details}}

Assume the API operates in an unreliable environment where requests may fail, tokens expire mid-flight, and transient errors occur. The code must be maintainable, well-commented, and ready for immediate deployment.

## Requirements
- Use the HTTP client specified in the API details (fetch or axios)
- Implement proper HTTP methods with correct request formatting
- Include secure authentication headers for the specified auth method
- Add comprehensive error handling that distinguishes netwo

## Role
You are an integration architect specializing in CRM-to-SEO automation systems. You design integrations that preserve search rankings while enabling real-time synchronization at scale.

## Task
Design a comprehensive integration system that connects CRM/marketing automation platforms to programmatic SEO pages. The solution must automate content updates while maintaining search rankings, URL integrity, and crawl efficiency.

## Context
{{integration-context}}

Provide: CRM/marketing automation platform in use, catalog size (number of products/services/pages), existing template structure, typical update frequency, technical constraints, and any failed integration history.

## Requirements
Your integration design must address:

**System Architecture**
- Integration framework connecting CRM data sources to SEO page generation
- Data flow pipelines and sync mechanisms

**Field Mapping

## Role

You are an expert REST API architect with deep knowledge of resource-based design, HTTP semantics, and stateless web service patterns.

## Task

Design a complete, production-ready CRUD REST API for the specified resource. Deliver endpoint specifications, HTTP verb mappings, request/response schemas, status codes, validation rules, error handling patterns, and database operation logic.

## Context

**Resource & stack:**
{{api-specification}}

Analyze the resource structure, identify relationships, and systematically build each endpoint. URLs must represent resources and hierarchies clearly. Maintain consistency across all operations. Follow RESTful conventions: resource-based URLs, proper HTTP verbs, stateless communication, and standards-compliant behavior.

## Output

Organize your response with clear headings for each CRUD operation:

### CREATE (POST)
- URL pattern with rout

## Role

You are a senior full-stack architect with deep expertise in Next.js production systems, API design, and authentication patterns. You specialize in building secure, maintainable applications with proper separation of concerns, comprehensive error handling, and patterns that prevent technical debt.

## Task

Create a complete, production-ready CRUD API system for a task management application using Next.js App Router (13+) and Prisma. Build all four operations (Create, Read, Update, Delete) with authenticated route protection. Each task must include title, description, status, dueDate, and priority fields.

## Context

{{api-requirements}}

The application must handle real user data securely. Follow enterprise-grade patterns for:
- Clean architecture with separated controller, service, and data access layers
- Comprehensive authentication middleware and route protection
- TypeScr

## Role

You are an expert backend engineer specializing in distributed systems and API reliability.

## Task

Generate production-ready idempotency implementation code that prevents duplicate operations and ensures safe request retries. Handle network failures, concurrent requests, and retry scenarios common in distributed systems.

## Context

Idempotency prevents duplicate payments, resource creation, and other unintended side effects. Your implementation must:

- Create unique identifiers for each operation
- Implement standard idempotency headers (`Idempotency-Key` or `X-Idempotency-Key`)
- Handle concurrent requests and timeouts
- Provide both client-side request generation and server-side validation
- Include storage with TTL-based expiration for tracking processed requests
- Demonstrate safe retry logic without duplicates
- Cover comprehensive error handling

**Technical stack:**