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Generates precise, context-aware GitHub Copilot instruction templates to optimize AI code generation across different programming scenarios and project types.
Generates complete, production-ready applications from OpenAPI specifications with proper models, controllers, validation, error handling, and API documentation.
Provides best practices for Spring Boot with Kotlin, covering idiomatic Kotlin usage, data classes for entities, coroutine support, null safety, and Kotlin-specific testing with MockK.
Suggests relevant GitHub Copilot skills from the awesome-copilot repository that match the current development task.
Analyzes .agent.md or .prompt.md files and recommends optimal AI models from GitHub Copilot based on task complexity, required capabilities, and cost-efficiency.
Generates complete Rust MCP server projects using the official rmcp SDK with tools, resources, and configuration.
Updates markdown file sections with an auto-generated index or table listing files from a specified folder.
Generates production-ready Python code for the Dataverse SDK using advanced patterns including error handling with retry logic, batch operations, and OData query optimization.
Deploys and manages MCP-based declarative agents in the Microsoft 365 admin center with governance, user assignments, and organizational distribution.
Asks Copilot what files and context it needs to see before answering a question, reducing hallucination and improving accuracy.
Issue planning and automation that generates project plans with Epic, Feature, Story hierarchy, dependencies and priorities.
Reviews Power BI data model architecture and identifies optimization opportunities for relationships, schemas, and measures.
Generates comprehensive, step-by-step code tutorials with clear explanations, inline comments, and structured documentation for programming concepts and implementations.
Generates comprehensive code blueprints with best practices, design patterns, and modular architecture templates for rapid project scaffolding and learning.
Generates complete Dataverse SDK solutions for specific business use cases, including requirements analysis, table structure design, and architecture recommendations.
Suggests relevant GitHub Copilot custom agents from the awesome-copilot repository based on the current project context.
Scaffolds complete Power Apps Code App projects with PAC CLI setup, SDK integration, and project structure.
Refactors methods with high cognitive complexity by extracting helper methods and simplifying control flow.
Complete development kit for building Microsoft 365 Copilot declarative agents with v1.5 schema support, TypeSpec integration, and Microsoft 365 Agents Toolkit workflows.
Suggests relevant GitHub Copilot instruction files from the awesome-copilot repository to improve AI coding assistance.
Generates a map of all files relevant to a task before making changes.
Provides XUnit best practices for C# unit testing, covering test structure, naming conventions, assertions, and data-driven tests with Theory and InlineData.
Generates complete Power Platform custom connectors with MCP integration for Copilot Studio, including streamable HTTP support and proper schema constraints.
Optimizes Power BI DAX formulas for better performance and readability with specific rewrite suggestions.
Analyzes codebases to create detailed technology stack documentation including frameworks, libraries, and infrastructure.
A community-curated collection of custom agents, prompts, instructions, and skills to enhance GitHub Copilot across different domains, languages, and use cases.
Guides developers in designing efficient NoSQL data models, partition strategies, and indexing for Azure Cosmos DB performance optimization
Reminds the AI agent that it operates as an interactive programmer, useful for REPL-connected development systems.