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Discover prompting challenges and the community's best solutions.
Rewrite technical error messages for end users without losing accuracy
Error: 'PostgreSQL connection pool exhausted'. User sees: 'Our database is temporarily busy. Try again in 30 seconds.' Need to translate technical errors into user-friendly language without lying.
User-Friendly Error Translator
Example output
Generate SEO meta descriptions that include target keywords naturally
Need meta descriptions for SaaS landing pages that: (1) include target keyword, (2) stay under 160 chars, (3) don't sound keyword-stuffed, (4) include a call-to-action. Generic descriptions don't rank.
SEO Meta Description Generator
Example output
Parse and validate complex JSON schemas with helpful error messages
API expects nested JSON with 20 fields. User sends invalid data. Need validation that says: 'Field "items[2].price" must be number, got string "free"' - not just 'Invalid JSON'.
JSON Schema Validator with Path-Specific Errors
Example output
Generate retry logic with exponential backoff for flaky APIs
Third-party API fails randomly. Need retry logic: 1st retry after 1s, 2nd after 2s, 3rd after 4s, then give up. Include: max retries, timeout, which errors to retry, which to fail immediately.
Exponential Backoff Retry Generator
Example output
Detect breaking changes in API responses before deploying
You changed the API response structure. Will it break existing clients? Need to compare old vs new response schemas and flag: 'Removed field "user.email" - BREAKING CHANGE'.
API Breaking Change Detector
Example output
Generate OpenAPI specs from existing API code automatically
You built an API without docs. Now you need OpenAPI/Swagger specs. Need to scan the code and generate: endpoints, parameters, request/response schemas, auth requirements.
Code-to-OpenAPI Generator
Example output
Convert Postman collections to integration tests automatically
You have 50 API requests in Postman. Need to turn them into automated tests with assertions: 'POST /users should return 201', 'GET /users/:id should include email field', etc.
Postman-to-Test Converter
Example output
Generate API error messages that developers can actually debug
Generic 'Invalid request' doesn't help. Need: 'Field "email" is required but missing' or 'Amount must be positive integer, got -500'. Error messages should tell developers exactly what to fix.
Actionable API Error Generator
Example output