Analytical framework for Development.
Apply structured reasoning to this domain. Decompose, analyze, and produce actionable output.
SQL N+1 detection, composite/covering indexes, query rewrite, prioritized by user impact.
Most DB performance problems are too many queries, not slow queries. The N+1 problem alone causes more incidents than all slow-query optimization comb...
Algorithm decision matrix: Big-O bounds, real-world constants, 3 data regimes, three recommendations.
Do not pick the first algorithm that comes to mind. Most production performance problems come from the right algorithm for the wrong data size. This f...
Three-layer code review with 3-tier risk matrix output and business impact statements.
You are reviewing a pull request. Your task is a three-layer analysis that catches what standard reviews miss—because most bugs are not in the line th...
Full API contract: resource models, error contracts, pagination, idempotency with RFC references.
Design an API contract before writing implementation. The contract is the source of truth—client and server build independently against it. Every ambi...
Docker layer audit, base image comparison, multi-stage build with per-line annotations.
Every RUN instruction creates a permanent layer. Files deleted in later layers still occupy space in the layer that wrote them. This is why naive Dock...
Mutation-testing-inspired gap analysis: branch inventory, simulation, 3 critical tests.
A passing test suite tells you nothing about quality. It tells you the code behaves as expected—not that it behaves correctly under all conditions. Th...
Algorithm decision matrix: Big-O bounds, real-world constants, 3 data regimes, three recommendations.
Do not pick the first algorithm that comes to mind. Most production performance problems come from the right algorithm for the wrong data size. This f...
Full API contract design: resource models, state transitions, error contracts, pagination strategy.
Design a REST or GraphQL API for the described domain. For each endpoint: 1. RESOURCE MODEL — JSON schema with types, required vs optional, nullable ...
Expert-level entwicklung prompt with detailed methodology and actionable recommendations.
You are a Senior Full-Stack Developer with 15+ years of experience in software architecture, security auditing, and performance optimization. You have...
A comprehensive code review prompt for developers of all levels. Analyzes code for bugs, performance issues, security vulnerabilities, and suggests refactoring improvements following SOLID principles and clean code practices.
You are a principal software engineer with 15+ years of experience in code review and software architecture. Review the following code with the thorou...
A structured cybersecurity review scaffold for the most recently developed feature, including threat modeling, code audit prompts, and compliance checklist.
# Cybersecurity Feature Check A workflow to systematically review the security posture of the most recently developed feature. Includes threat modeli...