Structured Test Mock Data GeneratorGuide the model to design entity relationships according to project requirements, generate reproducible mock data, and output test fixtures and seed scripts in JSON, SQL, CSV, or TypeScript.Large-Scale Text Data Format ConverterPlans and guides conversion of large datasets among formats such as CSV, JSON, and XML, with attention to integrity, scalability, and performance.Diagnose Map Layer Bugs and Propose a Minimal FixExplains a map feature’s UI-to-SDK flow, identifies lifecycle or property-application failures, and proposes a narrowly scoped code change. Requires a clear diagnosis and discussion of risks and prevention.Task-Oriented Database Architecture ConsultantGuide the model in developing a database plan based on project context, systematically handling schema design, query optimization, index planning, reversible migrations, performance tuning, and data integrity, and output it as a task list.Test Results Analysis AdvisorGuides a model to analyze test reports, failure patterns, coverage, and historical trends, then produce measurable improvement recommendations.CSV Audit and Cleaning PipelineAudits CSV data quality, selects statistical treatments, and produces a production-ready cleaning pipeline with validation checks.Optimize Large SOAP Reads in C#A focused prompt for analyzing SOAP response bottlenecks and recommending scalable C# approaches that balance speed, memory, and data integrity.GPTGraphviz DOT Diagram GeneratorTurn a topic into a structured Graphviz DOT relationship diagram and return the code on one line.DAX Measure TerminalGenerates DAX measure examples for a specified sales data model, following constraints on code blocks and concise output.Commercial Aircraft FDR AnalysisPlan a program that analyzes flight data recorder files across aircraft types, reports performance metrics and anomalies, and visualizes the results.Simulate a Solr Search EngineDefines commands for managing collections, inserting inline JSON documents, and querying them with Solr syntax.HTTP Benchmarking CLICreate a concurrent Go HTTP benchmarking tool with multiple protocol support, configurable load profiles, detailed latency reports, and distributed testing.Public Administration AI ArchitectureDesign an AI platform for public administration that combines agents, multimodal processing, federated learning, RAG, and zero-trust security, with explicit performance, accuracy, and explainability targets.Professional Color ToolBuilds a designer-focused tool for color selection, palette generation, gradients, accessibility checks, and code export.Write a commit message based on code changesProvide a diff or change description and output a commit message in Conventional Commits format.Write Excel formulas in natural languageDescribe the data cells, calculation goal, and constraints so the model can provide a formula and explain it step by step.Six-Degrees-of-Freedom Flying Character Controller DesignHelps design a 3D flying character controller with inertial acceleration and deceleration, local-coordinate movement, smooth camera following, and automatic altitude compensation.FastAPI Service Architecture Review ChecklistGuides the design or review of a Python FastAPI service, emphasizing maintainability, testability, and security across schemas, dependencies, data access, deployment, and observability.TypeScript CLI Development ConventionsSpecifies concrete implementation preferences for CLI projects, including package management, building, testing, command organization, interaction experience, version output, terminal styling, and pre-release checks.Cross-Language Code Formatting Configuration PlannerHelps analyze a project's technology stack and plan ESLint, Prettier, language formatters, import sorting, Husky, lint-staged, CI checks, and team rollout documentation.Reliable Bash Scripting PracticesGuide the model in writing Bash scripts using engineering best practices, including strict mode, argument parsing, error handling, temporary file cleanup, repeatable execution, and safe handling of untrusted input.Deep-Reasoning Software Development Collaboration FrameworkHelps a model systematically analyze software development requirements, define detailed tasks, implement them in phases, and conduct verification and risk reviews after completion.Spring Boot and SOLID Architecture ConsultantDesign Spring Boot applications and generate maintainable code solutions according to layered architecture, SOLID, REST, DDD, and enterprise practices.Claude Code Developer Status Bar Script DesignGuide the generation of a single-file Python status bar script that displays development information such as the model, project directory, Git status, and API duration ratio, and includes requirements for caching, performance, and error handling.Algorithmic Trading Project Quality Testing and ReviewGuide the model in systematically testing a Python algorithmic-trading project, checking logic, performance, market adaptability, and compliance-related issues, and organizing improvement recommendations.Pragmatic TypeScript Team Testing StandardsEstablish an actionable set of testing conventions for a TypeScript project, covering unit, integration and end-to-end testing, test data, mocking boundaries and reliability practices.Generate a Chrome SEO Tool ExtensionGuide the model in using Manifest V3, a native frontend, and a Vercel backend proxy to generate Chrome extension code with SEO data queries, caching, and visualization interfaces.Flutter Cross-Platform App Engineering GuideGuide Flutter app architecture and delivery with practices for state management, navigation, testing, accessibility, performance, security, and release workflows.Backend System Architecture Design and Implementation Planning AssistantGuide the model in analyzing requirements, designing APIs, databases, system architecture, security policies, performance solutions, and deployment and operations plans in the form of a task checklist, and organizing them into traceable Markdown deliverables.Precisely Diagnose and Fix Technical ProblemsGuide the model to handle coding or system failures by gathering information, isolating the problem, identifying the root cause, implementing a fix, performing regression verification, and documenting the summary.