Skill rating

Refactoring using Remove Parameter in Java Language

Generate production-ready Python code using Dataverse SDK with error handling, optimization, and best practices

Create Spring Boot Java Project Skeleton

Refactoring using Extract Methods in Java Language

Migrates a project that uses checked-in .designer.cs files behind .resx to using a source-generator instead

Generate a complete MCP server project in TypeScript using the MCP TypeScript SDK v2 (@modelcontextprotocol/server) with tools, resources, and proper configuration

Scaffold a complete Power Apps Code App project with PAC CLI setup, SDK integration, and connector configuration

Structured Autonomy Implementation Generator Prompt

Generate a complete Model Context Protocol server project in Swift using the official MCP Swift SDK package.

Generate a TypeSpec API plugin with REST operations, authentication, and Adaptive Cards for Microsoft 365 Copilot

Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem.

Add educational comments to the file specified, or prompt asking for file to comment if one is not provided.

Reference for React 19 source-file migration patterns, including API changes, ref handling, and context updates.

Adds Arize AX tracing to an LLM application for the first time. Follows a two-phase agent-assisted flow to analyze the codebase then implement instrumentation after user confirmation. Use when the use

Generate comprehensive rollout plans with preflight checks, step-by-step deployment, verification signals, rollback procedures, and communication plans for infrastructure and application changes

A persistent, compounding knowledge base combining Karpathy's LLM Wiki pattern with a structured knowledge graph. Ingest documents once — the LLM writes wiki pages, extracts entities/relations into th

Prompt for creating an Epic Product Requirements Document (PRD) for a new epic. This PRD will be used as input for generating a technical architecture specification.

Get best practices for developing applications with Spring Boot and Kotlin.

Shuffle repetitive JSON objects safely by validating schema consistency before randomising entries.

Create Agent Users in Microsoft Entra ID from Agent Identities, enabling AI agents to act as digital workers with user identity capabilities in Microsoft 365 and Azure environments.

Handles LLM-as-judge evaluation workflows on Arize including creating/updating evaluators, running evaluations on spans or experiments, managing tasks, trigger-run operations, column mapping, and cont

Prompt for generating an AGENTS.md file for a repository

Downloads, exports, and inspects existing Arize traces and spans to understand what an LLM app is doing or debug runtime issues. Covers exporting traces by ID, spans by ID, sessions by ID, and root-ca

Ensure that C# types are documented with XML comments and follow best practices for documentation.

Generate draw.io diagrams as .drawio files and export to PNG/SVG/PDF with embedded XML

Comprehensive technology-agnostic prompt for analyzing and documenting project folder structures. Auto-detects project types (.NET, Java, React, Angular, Python, Node.js, Flutter), generates detailed

Refactor given method `${input:methodName}` to reduce its cognitive complexity to `${input:complexityThreshold}` or below, by extracting helper methods.

Comprehensive project architecture blueprint generator that analyzes codebases to create detailed architectural documentation. Automatically detects technology stacks and architectural patterns, gener

A micro-prompt that reminds the agent that it is an interactive programmer. Works great in Clojure when Copilot has access to the REPL (probably via Backseat Driver). Will work with any system that ha

Narrative and synthesis profile for Wiggins: framing, explanation, and audience-aware communication patterns for Ember sessions.

Generate a complete MCP server project in Python with tools, resources, and proper configuration

Rigorous challenge profile for Anitta: assumption checks, evidence calibration, and defensible reasoning patterns for Ember collaboration.

Best practices for writing JavaScript/TypeScript tests using Jest, including mocking strategies, test structure, and common patterns.

Intelligent README.md generation prompt that analyzes project documentation structure and creates comprehensive repository documentation. Scans .github/copilot directory files and copilot-instructions

Collaboration profile for Quinn: curious, energetic, and implementation-focused partnership patterns for Ember sessions with Alison.

Audits Python + BigQuery pipelines for cost safety, idempotency, and production readiness. Returns a structured report with exact patch locations.

Containerize an ASP.NET Core project by creating Dockerfile and .dockerfile files customized for the project.

Set up complete GitHub Copilot configuration for a new project based on technology stack

Guidance on how to upgrade your Qdrant version without interrupting the availability of your application and ensuring data integrity.

Prompt for creating Product Requirements Documents (PRDs) for new features, based on an Epic.

Diátaxis Documentation Expert. An expert technical writer specializing in creating high-quality software documentation, guided by the principles and structure of the Diátaxis technical documentation a

Update an existing specification file for the solution, optimized for Generative AI consumption based on new requirements or updates to any existing code.

Prompt for creating the high-level technical architecture for an Epic, based on a Product Requirements Document.

Triage and resolve CentOS issues using RHEL-compatible tooling, SELinux-aware practices, and firewalld.

Triage and resolve Debian Linux issues with apt, systemd, and AppArmor-aware guidance.

Triage and resolve Fedora issues with dnf, systemd, and SELinux-aware guidance.

This workflow guides you through a systematic approach to identify missing features, prioritize them, and create detailed specifications for implementation.

A comprehensive guide for GitHub Copilot to craft immersive, high-performance web experiences with advanced motion, typography, and architectural craftsmanship.

Triage and resolve Arch Linux issues with pacman, systemd, and rolling-release best practices.

Ready-to-use prompts for comprehensive .NET framework upgrade analysis and execution