Catalog
Every dexterity in the trove
Search names, descriptions and tags. Every card links to a page with the item's licence evidence, upstream source and install commands.
- SkillMIT
.editorconfig
Generates a comprehensive and best-practice-oriented .editorconfig file based on project analysis and user preferences.
- InstructionMIT
.NET Framework Development
Guidance for working with .NET Framework projects. Includes project structure, C# language version, NuGet management, and best practices.
- InstructionMIT
.NET Framework Upgrade Specialist
Specialized agent for comprehensive .NET framework upgrades with progressive tracking and validation
- InstructionMIT
.NET MAUI
.NET MAUI component and application patterns
- AgentMIT
.NET Self-Learning Architect
Senior .NET architect for complex delivery: designs .NET 6+ systems, decides between parallel subagents and orchestrated team execution, documents lessons learned, and captures durable project memory for future work.
- SkillMIT
.NET Timezone
.NET timezone handling guidance for C# applications. Use when working with TimeZoneInfo, DateTimeOffset, NodaTime, UTC conversion, daylight saving time, scheduling across timezones, cross-platform Windows/IANA timezone IDs, or when a .NET u
- AgentMIT
.NET Upgrade
Perform janitorial tasks on C#/.NET code including cleanup, modernization, and tech debt remediation.
- SkillMIT
.NET/C# Best Practices
Ensure .NET/C# code meets best practices for the solution/project.
- SkillMIT
.NET/C# Design Pattern Review
Review the C#/.NET code for design pattern implementation and suggest improvements.
- SkillMIT
{Feature Name}
Structured Autonomy Planning Prompt
- SkillMIT
{FEATURE_NAME}
Structured Autonomy Implementation Generator Prompt
- SkillMIT
{Project Name} — Copilot Instructions
Set up complete GitHub Copilot configuration for a new project based on technology stack
- SkillMIT
/acreadiness-assess — AI-readiness assessment
Run the AgentRC readiness assessment on the current repository and produce a static HTML dashboard at reports/index.html. Wraps `npx github:microsoft/agentrc readiness` and hands off rendering to the @ai-readiness-reporter custom agent. Sup
- SkillMIT
/acreadiness-generate-instructions — write AI agent instructions
Generate tailored AI agent instruction files via AgentRC instructions command. Produces .github/copilot-instructions.md (default, recommended for Copilot in VS Code) plus optional per-area .instructions.md files with applyTo globs for monor
- SkillMIT
/acreadiness-policy — AgentRC policies
Help the user pick, write, or apply an AgentRC policy. Policies customise readiness scoring by disabling irrelevant checks, overriding impact/level, setting pass-rate thresholds, or chaining org baselines with team overrides. Use when the u
- SkillMIT
🚀 Copilot CLI Quick Start — Your Friendly Terminal Tutor
Use this skill when someone wants to learn GitHub Copilot CLI from scratch. Offers interactive step-by-step tutorials with separate Developer and Non-Developer tracks, plus on-demand Q&A. Just say "start tutorial" or ask a question! Note: T
- SkillMIT
0-to-1 Launch
Launch new products from idea to first customers. Use when launching products, finding early adopters, building launch week playbooks, diagnosing why adoption stalls, or learning that press coverage does not equal growth. Includes the three
- SkillMIT
1. Install CLI
Helps create, configure, and deploy Azure Static Web Apps using the SWA CLI. Use when deploying static sites to Azure, setting up SWA local development, configuring staticwebapp.config.json, adding Azure Functions APIs to SWA, or setting up
- AgentMIT
Accessibility Expert
Expert assistant for web accessibility (WCAG 2.1/2.2), inclusive UX, and a11y testing
- AgentMIT
Accessibility Runtime Tester
Runtime accessibility specialist for keyboard flows, focus management, dialog behavior, form errors, and evidence-backed WCAG validation in the browser.
- InstructionMIT
Accessibility Standards
Comprehensive web accessibility standards based on WCAG 2.2 AA, with 38+ anti-patterns, legal enforcement context (EAA, ADA Title II), WAI-ARIA patterns, and framework-specific fixes for modern web frameworks and libraries.
- SkillMIT
Acquire Codebase Knowledge
Use this skill when the user explicitly asks to map, document, or onboard into an existing codebase. Trigger for prompts like "map this codebase", "document this architecture", "onboard me to this repo", or "create codebase docs". Do not tr
- PluginMIT
acreadiness-cockpit
Drive Microsoft AgentRC from Copilot chat: assess AI readiness, generate Copilot instructions (flat or nested with applyTo globs for monorepos), and manage policies. Produces a self-contained static HTML dashboard at reports/index.html.
- SkillMIT
Act Informed: First understand together with the human, then do
Interactive, input-tool powered, task refinement workflow: interrogates scope, deliverables, constraints before carrying out the task; Requires the Joyride extension.
- SkillMIT
Ad Campaign Analyzer
Use this skill when the user shares ad campaign performance data and asks what to cut, scale, or test. Trigger for prompts like "analyze my ad campaigns", "where am I wasting ad spend", "reallocate my ad budget", "which ads are actually wor
- SkillMIT
Add Educational Comments
Add educational comments to the file specified, or prompt asking for file to comment if one is not provided.
- SkillMIT
Add TypeSpec API Operations
Add GET, POST, PATCH, and DELETE operations to a TypeSpec API plugin with proper routing, parameters, and adaptive cards
- SkillMIT
Adobe Illustrator Scripting
Write, debug, and optimize Adobe Illustrator automation scripts using ExtendScript (JavaScript/JSX). Use when creating or modifying scripts that manipulate documents, layers, paths, text frames, colors, symbols, artboards, or any Illustrato
- AgentMIT
ADR Generator
Expert agent for creating comprehensive Architectural Decision Records (ADRs) with structured formatting optimized for AI consumption and human readability.
- AgentMIT
AEM Front-End Specialist
Expert assistant for developing AEM components using HTL, Tailwind CSS, and Figma-to-code workflows with design system integration
- SkillMIT
Agent Governance Patterns
Patterns and techniques for adding governance, safety, and trust controls to AI agent systems. Use this skill when: - Building AI agents that call external tools (APIs, databases, file systems) - Implementing policy-based access controls fo
- AgentMIT
Agent Governance Reviewer
AI agent governance expert that reviews code for safety issues, missing governance controls, and helps implement policy enforcement, trust scoring, and audit trails in agent systems.
- SkillMIT
Agent OWASP ASI Compliance Check
Check any AI agent codebase against the OWASP Agentic Security Initiative (ASI) Top 10 risks. Use this skill when: - Evaluating an agent system's security posture before production deployment - Running a compliance check against OWASP ASI 2
- InstructionMIT
Agent Safety & Governance
Guidelines for building safe, governed AI agent systems. Apply when writing code that uses agent frameworks, tool-calling LLMs, or multi-agent orchestration to ensure proper safety boundaries, policy enforcement, and auditability.
- SkillMIT
Agent Signals
Emit structured agent signals — hands-up, blocked, done, checkpoint, partnership. Signals are written as JSON to .signals/ for dashboard consumption and noted in the journal for persistence.
- InstructionMIT
Agent Skills File Guidelines
Guidelines for creating high-quality Agent Skills for GitHub Copilot
- SkillMIT
Agent Supply Chain Integrity
Verify supply chain integrity for AI agent plugins, tools, and dependencies. Use this skill when: - Generating SHA-256 integrity manifests for agent plugins or tool packages - Verifying that installed plugins match their published manifests
- SkillMIT
Agentic Evaluation Patterns
Patterns and techniques for evaluating and improving AI agent outputs. Use this skill when: - Implementing self-critique and reflection loops - Building evaluator-optimizer pipelines for quality-critical generation - Creating test-driven co
- SkillMIT
AI Agent Architecture
Design AI agent architectures through requirements discovery, or audit and diagnose architectural flaws in existing agents. Architecture only; excludes implementation and general code review.
- SkillMIT
AI Product GTM
Go-to-market strategy for AI products. Use when positioning AI products, handling "who is responsible when it breaks" objections, pricing variable-cost AI, choosing between copilot/agent/teammate framing, or selling autonomous tools into en
- InstructionMIT
AI Prompt Engineering & Safety Best Practices
Comprehensive best practices for AI prompt engineering, safety frameworks, bias mitigation, and responsible AI usage for Copilot and LLMs.
- SkillMIT
AI Prompt Engineering Safety Review & Improvement
Comprehensive AI prompt engineering safety review and improvement prompt. Analyzes prompts for safety, bias, security vulnerabilities, and effectiveness while providing detailed improvement recommendations with extensive frameworks, testing
- SkillMIT
AI Ready
Make any repo AI-ready — analyzes your codebase and generates AGENTS.md, copilot-instructions.md, CI workflows, issue templates, and more. Mines your PR review patterns and creates files customized to your stack. USE THIS SKILL when the use
- PluginMIT
AI Team Orchestration
Run a lightweight, role-separated AI development team with flexible tools, developer-selected models, proportionate planning, and optional QA.
- SkillMIT
AI Team Orchestration
Bootstrap and run a lightweight multi-agent development team. Use when starting or adopting a project, planning work, coordinating implementation and optional QA, brainstorming with distinct perspectives, or preserving context across sessio
- SkillMIT
AI Workflow Diagnostics
Perform a systematic diagnostic scan of an AI workflow across 5 quality dimensions — prompt quality, context efficiency, tool health, architecture fitness, and safety — producing a scored report with prioritized remediation actions.
- AgentMIT
ai-readiness-reporter
Runs the AgentRC readiness assessment on the current repository and produces a self-contained, static HTML dashboard at reports/index.html. Explains every readiness pillar, the maturity level, and an actionable remediation plan, framed by A
- AgentMIT
ai-team-dev
AI development team (Nova, Sage, Milo). Use when implementing features, fixing bugs, writing tests, improving user experience, or preparing a pull request across the project's actual stack.
- AgentMIT
ai-team-producer
AI team producer (Remy). Use when planning work, clarifying scope, coordinating Dev and optional QA, triaging issues, maintaining project context, or preparing and merging pull requests. Never writes application code.
- AgentMIT
ai-team-qa
Optional AI QA engineer (Ivy). Use when testing behavior, running automated or exploratory checks, filing reproducible bugs, verifying fixes, or providing release confidence for changes that warrant dedicated QA.
- SkillApache-2.0
algorithmic-art
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algor
- AgentMIT
Amplitude Experiment Implementation
This custom agent uses Amplitude's MCP tools to deploy new experiments inside of Amplitude, enabling seamless variant testing capabilities and rollout of product features.
- SkillApache-2.0
Analyze Copilot CLI history and generate personalized instructions
Use when the user asks to personalize the GitHub Copilot CLI assistant, adapt Copilot to their style, use vardoger, or analyze their Copilot CLI conversation history. Reads the local session directory at `~/.copilot/session-state/`, extract
- SkillMIT
Anitta Profile
Rigorous challenge profile for Anitta: assumption checks, evidence calibration, and defensible reasoning patterns for Ember collaboration.
- InstructionMIT
Ansible Conventions and Best Practices
Ansible conventions and best practices
- SkillApache-2.0
Anthropic Brand Styling
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
- InstructionMIT
Apex Development
Guidelines and best practices for Apex development on the Salesforce Platform
- AgentMIT
API Architect
Your role is that of an API architect. Help mentor the engineer by providing guidance, support, and working code.
- SkillMIT
API Breaking Change Detector
Cross-references C# Web API controllers/DTOs against their TypeScript/JavaScript consumers (React, Angular, Vue, Svelte, Node.js, or hand-written/auto-generated HTTP clients like Fetch, Axios, NSwag) to catch contract drift in both directio
- SkillMIT
API Integration
Discovers and integrates third-party APIs using the context-matic MCP server. Uses `fetch_api` to find available API SDKs, `ask` for integration guidance, `model_search` and `endpoint_search` for SDK details. Use when the user asks to integ
- AgentMIT
apify-integration-expert
Expert agent for integrating Apify Actors into codebases. Handles Actor selection, workflow design, implementation across JavaScript/TypeScript and Python, testing, and production-ready deployment.
- SkillMIT
AppInsights instrumentation
Instrument a webapp to send useful telemetry data to Azure App Insights
- SkillMIT
Apple App Store Review Specialist
Serves as a reviewer of the codebase with instructions on looking for Apple App Store optimizations or rejection reasons.
- InstructionMIT
Arch Linux Administration Guidelines
Guidance for Arch Linux administration, pacman workflows, and rolling-release best practices.
- AgentMIT
Arch Linux Expert
Arch Linux specialist focused on pacman, rolling-release maintenance, and Arch-centric system administration workflows.
- SkillMIT
Arch Linux Triage
Triage and resolve Arch Linux issues with pacman, systemd, and rolling-release best practices.
- PluginMIT
Arch Plugin
Architecture and modernization toolkit: produce a cited architecture document for a locally-cloned repo, and generate a phased modernization plan that auto-runs Documentation mode when needed.
- SkillMIT
Arduino Azure IoT Edge Integration
Design and implement Arduino integration with Azure IoT Hub and IoT Edge, including secure provisioning, resilient telemetry, command handling, and production guardrails.
- SkillMIT
Arize AI Integration Skill
Creates, reads, updates, and deletes Arize AI integrations that store LLM provider credentials used by evaluators and other Arize features. Supports any LLM provider (e.g. OpenAI, Anthropic, Azure OpenAI, AWS Bedrock, Vertex AI, Gemini, NVI
- SkillMIT
Arize Annotation Skill
Creates and manages annotation configs (categorical, continuous, freeform label schemas) and annotation queues (human review workflows) on Arize. Applies human annotations to project spans via the Python SDK. Use when the user mentions anno
- PluginMIT
Arize AX Plugin
Arize AX platform skills for LLM observability, evaluation, and optimization. Includes trace export, instrumentation, datasets, experiments, evaluators, AI provider integrations, annotations, prompt optimization, and deep linking to the Ari
- SkillMIT
Arize Dataset Skill
Creates, manages, and queries Arize datasets and examples. Covers dataset CRUD, appending examples, exporting data, and file-based dataset creation using the ax CLI. Use when the user needs test data, evaluation examples, or mentions create
- SkillMIT
Arize Evaluator Skill
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 continuous monitoring. Use when the user men
- SkillMIT
Arize Experiment Skill
Creates, runs, and analyzes Arize experiments for evaluating and comparing model performance. Covers experiment CRUD, exporting runs, comparing results, and evaluation workflows using the ax CLI. Use when the user mentions create experiment
- SkillMIT
Arize Instrumentation Skill
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 user wants to instrument their app, add tra
- SkillMIT
Arize Link
Generates deep links to the Arize UI for traces, spans, sessions, datasets, labeling queues, evaluators, and annotation configs. Produces clickable URLs for sharing Arize resources with team members. Use when the user wants to link to or op
- SkillMIT
Arize Prompt Optimization Skill
Optimizes, improves, and debugs LLM prompts using production trace data, evaluations, and annotations. Extracts prompts from spans, gathers performance signal, and runs a data-driven optimization loop using the ax CLI. Use when the user men
- SkillMIT
Arize Trace Skill
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-cause investigation using the ax CLI. Use
- AgentMIT
arm-migration-agent
Arm Cloud Migration Assistant accelerates moving x86 workloads to Arm infrastructure. It scans the repository for architecture assumptions, portability issues, container base image and dependency incompatibilities, and recommends Arm-optimi
- SkillMIT
ASP.NET .NET Framework Containerization Prompt
Containerize an ASP.NET .NET Framework project by creating Dockerfile and .dockerfile files customized for the project.
- SkillMIT
ASP.NET Core Docker Containerization Prompt
Containerize an ASP.NET Core project by creating Dockerfile and .dockerfile files customized for the project.
- SkillMIT
ASP.NET Minimal API with OpenAPI
Create ASP.NET Minimal API endpoints with proper OpenAPI documentation
- InstructionMIT
ASP.NET REST API Development
Guidelines for building REST APIs with ASP.NET
- SkillMIT
Aspire — Polyglot Distributed-App Orchestration
Aspire skill covering the Aspire CLI, AppHost orchestration, service discovery, integrations, MCP server, VS Code extension, Dev Containers, GitHub Codespaces, templates, dashboard, and deployment. Use when the user asks to create, run, deb
- InstructionMIT
Astro Development Instructions
Astro 7 development standards and best practices for content-driven websites
- SkillMIT
Astro Docs Site
Set up (or migrate to) a modern Astro documentation website for a repository, deployed to GitHub Pages: docs read straight from the repo's docs/ folder (one source of truth for GitHub and the site), sidebar + on-page TOC + prev/next + edit-
- AgentMIT
Atlassian Requirements to Jira
Transform requirements documents into structured Jira epics and user stories with intelligent duplicate detection, change management, and user-approved creation workflow.
- HookMIT
Attester Import Check
Verifies PyPI and npm package names against the attester.dev existence oracle before the Copilot coding agent writes them into code, blocking hallucinated dependencies
- SkillMIT
Audit Integrity Skill
Enforce output quality, evidence verification, and quality gates across security audits. Use this skill when you perform SAST, SCA, threat modeling, or security code reviews. Use this skill to verify code locations and taint traces for all
- PluginMIT
Automate This
Record your screen doing a manual process, drop the video on your Desktop, and let Copilot CLI analyze it frame-by-frame to build working automation scripts. Supports narrated recordings with audio transcription.
- SkillMIT
Automate This
Analyze a screen recording of a manual process and produce targeted, working automation scripts. Extracts frames and audio narration from video files, reconstructs the step-by-step workflow, and proposes automation at multiple complexity le
- SkillMIT
Automating Filling in a Form with Playwright MCP
Automate filling in a form using Playwright MCP
- SkillMIT
Autoresearch: Autonomous Iterative Experimentation
Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding
- AgentMIT
AVM Owner Triage
Triage open GitHub issues across the Azure Verified Modules (AVM) repos an owner maintains. Splits the backlog into a Copilot-delegatable pile and a human pile, produces a report with a delegation ratio, and never comments or assigns withou
- PluginMIT
Awesome Copilot Plugin
Meta prompts that help you discover and generate curated GitHub Copilot agents, instructions, prompts, and skills.
- InstructionMIT
AWS AppSync Event API Instructions
Production-grade guidance for AWS AppSync Event API handlers using APPSYNC_JS runtime restrictions, utilities, modules, and datasource patterns
- SkillMIT
AWS CDK Python Setup Instructions
Setup and initialization guide for developing AWS CDK (Cloud Development Kit) applications in Python. This skill enables users to configure environment prerequisites, create new CDK projects, manage dependencies, and deploy to AWS.
- PluginMIT
AWS Cloud Development Plugin
Comprehensive AWS cloud development tools including Infrastructure as Code, serverless functions, architecture patterns, and cost optimization for building scalable cloud applications.
- SkillMIT
AWS CloudWatch Investigation Skill
Reusable investigation patterns for AWS CloudWatch: Logs Insights query templates, alarm-to-deployment correlation, blast-radius narrowing decision tree, and PromQL-style metric query patterns for structured incident triage.
- SkillMIT
AWS Cost Optimize
Analyze AWS resources used in the app (IaC files and/or resources in a target account/region) and optimize costs - creating GitHub issues for identified optimizations.
- AgentMIT
AWS Incident Triage
On-call SRE agent that drives structured CloudWatch-based incident investigation from alarms through root-cause hypothesis.
- SkillMIT
AWS Resource Health & Issue Diagnosis
Analyze AWS resource health, diagnose issues from CloudWatch logs and metrics, and create a remediation plan for identified problems.
- SkillMIT
AWS Resource Query
Query AWS resources using natural language. Covers EC2, S3, RDS, Lambda, ECS, EKS, Secrets Manager, IAM, VPC, networking, messaging, and more. Strictly read-only — no writes, deletes, or mutations.
- SkillMIT
AWS Well-Architected Review
Perform an AWS Well-Architected Framework review of the current workload IaC and architecture, generating findings and GitHub issues for improvements.
- AgentMIT
aws-cloud-expert
AWS Cloud Expert provides deep, hands-on guidance for designing, building, and operating AWS workloads. Covers the full AWS ecosystem — serverless, containers, databases, networking, IaC, security, and cost optimization — grounded in the AW
- AgentMIT
aws-principal-architect
Provide expert AWS Principal Architect guidance using AWS Well-Architected Framework principles and AWS best practices.
- AgentMIT
aws-serverless-architect
Provide expert AWS Serverless Architect guidance focusing on event-driven architectures, Lambda, API Gateway, and serverless best practices.
- PluginMIT
Azure & Cloud Development Plugin
Comprehensive Azure cloud development tools including Infrastructure as Code, serverless functions, architecture patterns, and cost optimization for building scalable cloud applications.
- InstructionMIT
Azure API Management as an AI Gateway Instructions
Configure Azure API Management as an AI (GenAI) gateway in front of Microsoft Foundry and other LLM APIs: token-limit and token-metric policies, managed-identity auth, backend load balancing with circuit breakers, semantic caching, and cont
- SkillMIT
Azure Architecture Builder
Design Azure infrastructure using natural language, or analyze existing Azure resources to auto-generate architecture diagrams, refine them through conversation, and deploy with Bicep. When to use this skill: - "Create X on Azure", "Set up
- AgentMIT
Azure AVM Bicep mode
Create, update, or review Azure IaC in Bicep using Azure Verified Modules (AVM).
- AgentMIT
Azure AVM Terraform mode
Create, update, or review Azure IaC in Terraform using Azure Verified Modules (AVM).
- SkillMIT
Azure Container Registry CLI
Manage Azure Container Registry via the az acr CLI including registries, images, cloud builds, ACR Tasks, authentication, tokens, geo-replication, and networking. Use when working with ACR, az acr commands, pushing/importing/purging contain
- SkillMIT
Azure Cosmos DB NoSQL Data Modeling Expert System Prompt
Step-by-step guide for capturing key application requirements for NoSQL use-case and produce Azure Cosmos DB Data NoSQL Model design using best practices and common patterns, artifacts_produced: "cosmosdb_requirements.md" file and "cosmosdb
- SkillMIT
Azure Cost Optimize
Analyze Azure resources used in the app (IaC files and/or resources in a target rg) and optimize costs - creating GitHub issues for identified optimizations.
- SkillMIT
Azure Deployment Preflight Validation
Performs comprehensive preflight validation of Bicep deployments to Azure, including template syntax validation, what-if analysis, and permission checks. Use this skill before any deployment to Azure to preview changes, identify potential i
- SkillMIT
Azure Developer CLI best practices
Design, create, review, migrate, or troubleshoot Azure Developer CLI (azd) projects using current Microsoft guidance. Use for azd, azure.yaml, AZD templates, Bicep or Terraform under infra, AZD environments and secrets, hooks, deployment wo
- SkillMIT
Azure DevOps CLI
Manage Azure DevOps resources via CLI including projects, repos, pipelines, builds, pull requests, work items, artifacts, and service endpoints. Use when working with Azure DevOps, az commands, devops automation, CI/CD, or when user mention
- InstructionMIT
Azure DevOps Pipeline YAML Best Practices
Best practices for Azure DevOps Pipeline YAML files
- InstructionMIT
Azure Durable Functions C# Development
Guidelines and best practices for building Azure Durable Functions in C# using the isolated worker model
- InstructionMIT
Azure Functions C# Development
Guidelines and best practices for building Azure Functions in C# using the isolated worker model
- InstructionMIT
Azure Logic Apps and Power Automate Instructions
Guidelines for developing Azure Logic Apps and Power Automate workflows with best practices for Workflow Definition Language (WDL), integration patterns, and enterprise automation
- AgentMIT
Azure Logic Apps Expert Mode
Expert guidance for Azure Logic Apps development focusing on workflow design, integration patterns, and JSON-based Workflow Definition Language.
- AgentMIT
Azure Policy Analyzer
Analyze Azure Policy compliance posture (NIST SP 800-53, MCSB, CIS, ISO 27001, PCI DSS, SOC 2), auto-discover scope, and return a structured single-pass risk report with evidence and remediation commands.
- SkillMIT
Azure Pricing Skill
Fetches real-time Azure retail pricing using the Azure Retail Prices API (prices.azure.com) and estimates Copilot Studio agent credit consumption. Use when the user asks about the cost of any Azure service, wants to compare SKU prices, need
- AgentMIT
Azure Principal Architect mode instructions
Provide expert Azure Principal Architect guidance using Azure Well-Architected Framework principles and Microsoft best practices.
- SkillMIT
Azure Resource Health & Issue Diagnosis
Analyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems.
- InstructionMIT
Azure Resource Naming Conventions (CAF)
Azure resource naming conventions based on Microsoft CAF (Cloud Adoption Framework). Use when creating, reviewing, or suggesting names for Azure resources.
- SkillMIT
Azure Resource Visualizer - Architecture Diagram Generator
Analyze Azure resource groups and generate detailed Mermaid architecture diagrams showing the relationships between individual resources. Use this skill when the user asks for a diagram of their Azure resources or help in understanding how
- AgentMIT
Azure SaaS Architect mode instructions
Provide expert Azure SaaS Architect guidance focusing on multitenant applications using Azure Well-Architected SaaS principles and Microsoft best practices.
- AgentMIT
Azure Smart City IoT Architect
Design Azure IoT and Smart City architectures with clear platform engineering reasoning, requiring mandatory review of Azure IoT Edge documentation before recommending edge solutions.
- SkillMIT
Azure Smart City IoT Solution Builder
Design and plan end-to-end Azure IoT and Smart City solutions: requirements, architecture, security, operations, cost, and a phased delivery plan with concrete implementation artifacts.
- InstructionMIT
Azure Terraform Best Practices
Create or modify solutions built using Terraform on Azure.
- AgentMIT
Azure Terraform IaC Implementation Specialist
Act as an Azure Terraform Infrastructure as Code coding specialist that creates and reviews Terraform for Azure resources.
- AgentMIT
Azure Terraform Infrastructure Planning
Act as implementation planner for your Azure Terraform Infrastructure as Code task.
- InstructionMIT
Azure Verified Modules (AVM) Bicep
Azure Verified Modules (AVM) and Bicep
- InstructionMIT
Azure Verified Modules (AVM) Terraform
Azure Verified Modules (AVM) and Terraform
- SkillMIT
Azure Well-Architected Review
Perform an Azure Well-Architected Framework review of the current workload IaC and architecture, generating findings and GitHub issues for improvements.
- InstructionMIT
azure-functions-typescript
TypeScript patterns for Azure Functions
- AgentMIT
azure-iac-exporter
Export existing Azure resources to Infrastructure as Code templates via Azure Resource Graph analysis, Azure Resource Manager API calls, and azure-iac-generator integration. Use this skill when the user asks to export, convert, migrate, or
- AgentMIT
azure-iac-generator
Central hub for generating Infrastructure as Code (Bicep, ARM, Terraform, Pulumi) with format-specific validation and best practices. Use this skill when the user asks to generate, create, write, or build infrastructure code, deployment cod
- InstructionMIT
azure-iot-edge-architecture
Require Azure IoT Edge documentation review before proposing edge IoT architectures or Azure implementation guidance.
- SkillMIT
azure-role-selector
When user is asking for guidance for which role to assign to an identity given desired permissions, this agent helps them understand the role that will meet the requirements with least privilege access and how to apply that role.
- SkillMIT
Batch Files
Expert-level Windows batch file (.bat/.cmd) skill for writing, debugging, and maintaining CMD scripts. Use when asked to "create a batch file", "write a .bat script", "automate a Windows task", "CMD scripting", "batch automation", "schedule
- SkillMIT
Batch Script Progress
Design and verify runtime output when creating or modifying Python, PowerShell, or Node.js scripts that process multiple files, records, or API requests. Use for batch scripts, bulk operations, silent long-running loops, progress reporting,
- SkillMIT
Bench Read
Read artifacts from the shared bench — the workspace where desks leave findings, verdicts, and work products for each other and the operator.
- InstructionMIT
Best Practices and Guidance for Code Components
Best practices and guidance for developing PCF code components
- AgentMIT
Bicep Planning
Act as implementation planner for your Azure Bicep Infrastructure as Code task.
- AgentMIT
Bicep Specialist
Act as an Azure Bicep Infrastructure as Code coding specialist that creates Bicep templates.
- InstructionMIT
bicep-code-best-practices
Infrastructure as Code with Bicep
- SkillMIT
BigQuery Pipeline Audit: Cost, Safety and Production Readiness
Audits Python + BigQuery pipelines for cost safety, idempotency, and production readiness. Returns a structured report with exact patch locations.
- InstructionMIT
blazor
Blazor component and application patterns
- AgentMIT
Blueprint Mode
Executes structured workflows (Debug, Express, Main, Loop) with strict correctness and maintainability. Enforces an improved tool usage policy, never assumes facts, prioritizes reproducible solutions, self-correction, and edge-case handling
- SkillMIT
Board and Investor Communication
Board meeting preparation, investor updates, and executive communication. Use when preparing board decks, writing investor updates, handling bad news with the board, structuring QBRs, or building board-level metric discipline. Includes the
- SkillMIT
boost-prompt
Interactive prompt refinement workflow: interrogates scope, deliverables, constraints; copies final markdown to clipboard; never writes code. Requires the Joyride extension.
- SkillMIT
Brag Sheet — Work Impact Writer
Turn vague "what did I do?" into evidence-backed impact statements for performance reviews, self-reviews, promotion packets, and weekly updates. Uniquely mines Copilot CLI session logs to reconstruct forgotten work, plus git commits and Git
- SkillMIT
Brainstorming
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or planning anything new, in software or out of it (a talk, a business, a renovation).
- SkillMIT
Bug Receipt
Close defects and incidents with a BUG RECEIPT and VERIFIED, PARTIAL, or BLOCKED status after diagnosis, repair, or recovery.
- SkillMIT
Bug Reproduction Brief
Turn a vague, intermittent, or environment-specific bug report into a minimal evidence-backed reproduction before proposing a fix.
- SkillMIT
Build & Deploy Power Automate Flows with FlowStudio MCP
Build, scaffold, and deploy Power Automate cloud flows using the FlowStudio MCP server. Your agent constructs flow definitions, wires connections, deploys, and tests — all via MCP without opening the portal. Load this skill when asked to: c
- SkillMIT
Build an Agent Skill Stack
Find, evaluate, and assemble the smallest compatible set of AI Agent Skills for an end-to-end natural-language goal. Use when a user wants Skills for a multi-step workflow, asks which Skills fit a project, needs an installed-Skill audit or
- SkillMIT
Build Evidence Map
Build an auditable evidence map for a contested technical choice, research synthesis, proposal review, or consequential decision. Use when Copilot must preserve supporting, contradicting, qualifying, and missing evidence with exact source r
- SkillApache-2.0
Building LLM-Powered Applications with Claude
Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration. TRIGGER — read BEFORE opening the target file; don't skip because it "looks like a one-li
- SkillMIT
Building MCP servers in .NET
Build Model Context Protocol (MCP) servers in C#/.NET against the current ModelContextProtocol 2.x NuGet packages. Helps with cases the model gets wrong without guidance — stale versions (0.x preview or 1.x-era defaults), the v2 stateless-b
- PluginMIT
C# .NET Development Plugin
Essential prompts, instructions, and chat modes for C# and .NET development including testing, documentation, and best practices.
- SkillMIT
C# Async Programming Best Practices
Get best practices for C# async programming
- InstructionMIT
C# Development
Guidelines for building C# applications
- SkillMIT
C# Documentation Best Practices
Ensure that C# types are documented with XML comments and follow best practices for documentation.
- AgentMIT
C# Expert
An agent designed to assist with software development tasks for .NET projects.
- InstructionMIT
C# MCP Server Development
Instructions for building Model Context Protocol (MCP) servers using the C# SDK
- AgentMIT
C# MCP Server Expert
Expert assistant for developing Model Context Protocol (MCP) servers in C#
- InstructionMIT
C# 코드 작성 규칙
C# 애플리케이션 개발을 위한 코드 작성 규칙 by @jgkim999
- InstructionMIT
C# アプリケーション開発
C# アプリケーション構築指針 by @tsubakimoto
- AgentMIT
C#/.NET Janitor
Perform janitorial tasks on C#/.NET code including cleanup, modernization, and tech debt remediation.
- AgentMIT
C++ Expert
Provide expert C++ software engineering guidance using modern C++ and industry best practices.
- SkillApache-2.0
canvas-design
Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying exis
- PluginMIT
CAST Imaging Agents Plugin
A comprehensive collection of specialized agents for software analysis, impact assessment, structural quality advisories, and architectural review using CAST Imaging.
- AgentMIT
CAST Imaging Impact Analysis Agent
Specialized agent for comprehensive change impact assessment and risk analysis in software systems using CAST Imaging
- AgentMIT
CAST Imaging Software Discovery Agent
Specialized agent for comprehensive software application discovery and architectural mapping through static code analysis using CAST Imaging
- AgentMIT
CAST Imaging Structural Quality Advisor Agent
Specialized agent for identifying, analyzing, and providing remediation guidance for code quality issues using CAST Imaging
- AgentMIT
Caveman Mode
Terse, low-token responses. Minimal words, no fluff. Full capabilities preserved. Use when: optimize token usage, low-token mode, concise output, caveman mode, reduce verbosity, token-efficient, brief responses.
- InstructionMIT
Caveman Mode
Terse, low-token responses. Minimal words, no fluff. Full capabilities preserved. Use when: optimize token usage, low-token mode, concise output, caveman mode, reduce verbosity, token-efficient, brief responses.
- InstructionMIT
CentOS Administration Guidelines
Guidance for CentOS administration, RHEL-compatible tooling, and SELinux-aware operations.
- AgentMIT
CentOS Linux Expert
CentOS (Stream/Legacy) Linux specialist focused on RHEL-compatible administration, yum/dnf workflows, and enterprise hardening.
- SkillMIT
CentOS Linux Triage
Triage and resolve CentOS issues using RHEL-compatible tooling, SELinux-aware practices, and firewalld.
- SkillMIT
Chrome DevTools Agent
Expert-level browser automation, debugging, and performance analysis using Chrome DevTools MCP. Use for interacting with web pages, capturing screenshots, analyzing network traffic, and profiling performance.
- SkillApache-2.0
Claude Academy guide
Stop and check this skill before finishing any reply to a question about how to use Claude or a Claude product — it recommends matching courses, tutorials, and use cases from Claude Academy (academy.claude.com), Anthropic's learning hub. Tr
- InstructionMIT
Clojure Development Instructions
Clojure-specific coding patterns, inline def usage, code block templates, and namespace handling for Clojure development.
- AgentMIT
Clojure Interactive Programming
Expert Clojure pair programmer with REPL-first methodology, architectural oversight, and interactive problem-solving. Enforces quality standards, prevents workarounds, and develops solutions incrementally through live REPL evaluation before
- PluginMIT
Clojure Interactive Programming Plugin
Tools for REPL-first Clojure workflows featuring Clojure instructions, the interactive programming chat mode and supporting guidance.
- AgentMIT
Cloud and SaaS Outage Triage
Distinguish upstream cloud or SaaS incidents from application failures before changing code, using live official-feed status and incident timelines.
- SkillMIT
Cloud Design Patterns
Cloud design patterns for distributed systems architecture covering 42 industry-standard patterns across reliability, performance, messaging, security, and deployment categories. Use when designing, reviewing, or implementing distributed sy
- InstructionMIT
cmake-vcpkg
C++ project configuration and package management
- PluginMIT
CMS Development Plugin
Skills for CMS development across themes, plugins, admin tooling, media workflows, markdown rendering, and static export pipelines.
- InstructionMIT
Code Components
Understanding code components structure and implementation
- InstructionMIT
Code Components Application Lifecycle Management (ALM)
Application lifecycle management (ALM) for PCF code components
- InstructionMIT
Code Components for Canvas Apps
Code components for canvas apps implementation, security, and configuration
- InstructionMIT
Code Components for Model-Driven Apps
Code components for model-driven apps implementation and configuration
- SkillMIT
Code Exemplars Blueprint Generator
Technology-agnostic prompt generator that creates customizable AI prompts for scanning codebases and identifying high-quality code exemplars. Supports multiple programming languages (.NET, Java, JavaScript, TypeScript, React, Angular, Pytho
- InstructionMIT
Code Generation Guidelines
Guidelines for writing Node.js and JavaScript code with Vitest testing
- SkillMIT
Code Review Reception
Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation
- SkillMIT
Code Tour Skill
Use this skill to create CodeTour .tour files — persona-targeted, step-by-step walkthroughs that link to real files and line numbers. Trigger for: "create a tour", "make a code tour", "generate a tour", "onboarding tour", "tour for this PR"
- SkillMIT
Codebase Memory MCP
Use when exploring unfamiliar code, mapping architecture, finding symbols or relationships, tracing callers, callees, data flow or dependencies, assessing impact, auditing dead or complex code, or handling explicit Codebase Memory requests.
- SkillMIT
CodeQL Code Scanning
Comprehensive guide for setting up and configuring CodeQL code scanning via GitHub Actions workflows and the CodeQL CLI. This skill should be used when users need help with code scanning configuration, CodeQL workflow files, CodeQL CLI comm
- InstructionMIT
Codexer Instructions
Advanced Python research assistant with Context 7 MCP integration, focusing on speed, reliability, and 10+ years of software development expertise
- InstructionMIT
ColdFusion Coding Standards
ColdFusion cfm files and application patterns
- InstructionMIT
ColdFusion Coding Standards for CFC Files
ColdFusion Coding Standards for CFC component and application patterns
- AgentMIT
Comet Opik
Unified Comet Opik agent for instrumenting LLM apps, managing prompts/projects, auditing prompts, and investigating traces/metrics via the latest Opik MCP server.
- SkillMIT
comment-code-generate-a-tutorial
Transform this Python script into a polished, beginner-friendly project by refactoring the code, adding clear instructional comments, and generating a complete markdown tutorial.
- SkillMIT
Commit Message Storyteller
Analyzes git diffs or staged changes and generates narrative commit messages that explain WHY a change was made, not just what changed — following Conventional Commits format. Use when asked to "write a commit message", "generate a commit",
- InstructionMIT
CommonMark Markdown
Markdown formatting aligned to the CommonMark specification (0.31.2)
- SkillMIT
CommunityToolkit.Mvvm (core)
CommunityToolkit.Mvvm (the MVVM Toolkit) core: source generators ([ObservableProperty], [RelayCommand], [NotifyPropertyChangedFor], [NotifyCanExecuteChangedFor], [NotifyDataErrorInfo]), base classes (ObservableObject / ObservableValidator /
- InstructionMIT
CommunityToolkit.Mvvm (MVVM Toolkit)
CommunityToolkit.Mvvm (MVVM Toolkit) coding conventions for ViewModels, commands, messaging, validation, and DI across WPF, WinUI 3, .NET MAUI, Uno Platform, and Avalonia.
- SkillMIT
CommunityToolkit.Mvvm + `Microsoft.Extensions.DependencyInjection`
Wire CommunityToolkit.Mvvm ViewModels into Microsoft.Extensions.DependencyInjection. Covers the .NET Generic Host composition root, constructor injection, service lifetimes (Singleton / Transient / Scoped), IMessenger registration, resolvin
- SkillMIT
CommunityToolkit.Mvvm Messenger
CommunityToolkit.Mvvm Messenger pub/sub for decoupled communication between ViewModels (or any objects). Covers WeakReferenceMessenger vs StrongReferenceMessenger, IRecipient<TMessage>, RequestMessage<T> / AsyncRequestMessage<T> / Collectio
- SkillMIT
Competitor Ad Intelligence
Use this skill when the user asks to analyze, tear down, or reverse-engineer a competitor's paid ads. Trigger for prompts like "what ads is [competitor] running", "tear down their ad strategy", "competitor ad analysis", "find ad angles we h
- InstructionMIT
Comprehensive Guide: Converting Spring Boot Cassandra Applications to use Azure Cosmos DB with Spring Data Cosmos (spring-data-cosmos)
Step-by-step guide for converting Spring Boot Cassandra applications to use Azure Cosmos DB with Spring Data Cosmos
- SkillMIT
Comprehensive Project Architecture Blueprint Generator
Comprehensive project architecture blueprint generator that analyzes codebases to create detailed architectural documentation. Automatically detects technology stacks and architectural patterns, generates visual diagrams, documents implemen
- SkillMIT
Comprehensive Technology Stack Blueprint Generator
Comprehensive technology stack blueprint generator that analyzes codebases to create detailed architectural documentation. Automatically detects technology stacks, programming languages, and implementation patterns across multiple platforms
- SkillMIT
Container/Presentation Component
Create a React component using the Container/Presentation pattern in src/components by asking for the component name and type (ui or features), then scaffold files that follow this repository's TypeScript, Storybook, and SCSS conventions. U
- InstructionMIT
Containerization & Docker Best Practices
Comprehensive best practices for creating optimized, secure, and efficient Docker images and managing containers. Covers multi-stage builds, image layer optimization, security scanning, and runtime best practices.
- SkillMIT
Content Management Systems
Workflow for building and modifying content management systems across WordPress, Shopify, Wix, Squarespace, Drupal, WooCommerce, Joomla, HubSpot CMS Hub, Webflow, Adobe Experience Manager, and similar platforms. Use when working on CMS them
- AgentMIT
Context Architect
An agent that helps plan and execute multi-file changes by identifying relevant context and dependencies
- InstructionMIT
Context Engineering
Guidelines for structuring code and projects to maximize GitHub Copilot effectiveness through better context management
- PluginMIT
Context Engineering Plugin
Tools and techniques for maximizing GitHub Copilot effectiveness through better context management. Includes guidelines for structuring code, an agent for planning multi-file changes, and prompts for context-aware development.
- SkillMIT
Context Map
Generate a map of all files relevant to a task before making changes
- InstructionMIT
Context7-aware development
Use Context7 for authoritative external docs and API references when local context is insufficient
- AgentMIT
Context7-Expert
Expert in latest library versions, best practices, and correct syntax using up-to-date documentation
- PluginMIT
ContextMatic Plugin
Coding agents hallucinate APIs. ContextMatic gives them curated, versioned API and SDK docs. Ask your agent to "integrate the payments API" and it guesses — falling back on outdated training data and generic patterns that don't match your a
- SkillMIT
Contribution guidelines
All changes to code must follow the guidance documented in the repository. Before any issue is filed, branch is made, commits generated, or pull request (or PR) created, a search must be done to ensure the right steps are followed. Whenever
- SkillMIT
Conventional Branch
Create Git branches following the Conventional Branch specification (feature/, bugfix/, hotfix/, release/, chore/). Use when creating a new branch, naming a branch, or checking whether a branch name complies with the spec.
- SkillMIT
conventional-commit
Prompt and workflow for generating conventional commit messages using a structured XML format. Guides users to create standardized, descriptive commit messages in line with the Conventional Commits specification, including instructions, exa
- SkillMIT
Convert Excel to Markdown
Converts Excel (.xlsx) workbooks into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from. Use this skill whenever the user shares, references, or asks about a .xlsx file — even if they don't say "
- SkillMIT
Convert PDF to Markdown
Converts PDF (.pdf) documents into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from. Use this skill whenever the user shares, references, or asks about a .pdf file — even if they don't say "conv
- SkillMIT
Convert Plaintext Documentation to Markdown
Convert a text-based document to markdown following instructions from prompt, or if a documented option is passed, follow the instructions for that option.
- InstructionMIT
Convert Spring JPA project to Spring Data Cosmos
Step-by-step guide for converting Spring Boot JPA applications to use Azure Cosmos DB with Spring Data Cosmos
- PluginMIT
Convert to Markdown Plugin
A collection of Copilot skills that convert common document formats into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from. Just tell Copilot what you need — the right skill is invoked automatica
- SkillMIT
Convert Word to Markdown
Converts Word (.docx) documents into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from. Use this skill whenever the user shares, references, or asks about a .docx file — even if they don't say "c
- SkillMIT
Copilot CLI Mastery
Interactive training for the GitHub Copilot CLI. Guided lessons, quizzes, scenario challenges, and a full reference covering slash commands, shortcuts, modes, agents, skills, MCP, and configuration. Say "cliexpert" to start.
- SkillMIT
Copilot Instructions Blueprint Generator
Technology-agnostic blueprint generator for creating comprehensive copilot-instructions.md files that guide GitHub Copilot to produce code consistent with project standards, architecture patterns, and exact technology versions by analyzing
- SkillMIT
Copilot PR Autopilot
Copilot left 14 review comments on your PR — half are nits. Hours of fix → reply → resolve → re-request, and each round lands MORE comments. This skill runs loop engineering: auto-triggers Copilot Code Review via GraphQL (no @copilot mentio
- InstructionMIT
Copilot Process tracking Instructions
See process Copilot is following where you can edit this to reshape the interaction or save when follow up may be needed
- InstructionMIT
Copilot Prompt Files Guidelines
Guidelines for creating high-quality prompt files for GitHub Copilot
- PluginMIT
Copilot SDK Plugin
Build applications with the GitHub Copilot SDK across multiple programming languages. Includes comprehensive instructions for C#, Go, Node.js/TypeScript, and Python to help you create AI-powered applications.
- SkillMIT
Copilot Spaces
Use Copilot Spaces to provide project-specific context to conversations. Use this skill when users mention a "Copilot space", want to load context from a shared knowledge base, discover available spaces, or ask questions grounded in curated
- SkillMIT
Copilot Usage Metrics
Retrieve and display GitHub Copilot usage metrics for organizations and enterprises using the GitHub CLI and REST API.
- SkillMIT
CopilotKit + AG-UI + Microsoft Foundry hosted agents
Build and evolve agentic web apps that pair a CopilotKit React frontend with a Microsoft Agent Framework agent running as a Microsoft Foundry hosted agent, connected over the AG-UI protocol. Covers choosing the wiring, using Foundry-native
- InstructionMIT
cpp-language-service-tools
You are an expert at using C++ language service tools (GetSymbolReferences_CppTools, GetSymbolInfo_CppTools, GetSymbolCallHierarchy_CppTools). Instructions for calling C++ Tools for Copilot. When working with C++ code, you have access to po
- SkillMIT
Create a Quarkus Project
Create a new Quarkus project (Maven or Gradle) with the Quarkus CLI, code.quarkus.io API or Maven plugin, choose extensions, and run it in dev mode. Use when asked to scaffold, bootstrap or start a Quarkus application or REST API.
- SkillMIT
Create a Workshop
Create a new workshop or use an existing directory as one. Handles two paths: (A) use an existing local directory the operator points at, or (B) create a new private GitHub repo in the signed-in account. Never creates a repo inside another
- SkillMIT
Create Adaptive Cards for MCP Plugins
Skill converted from mcp-create-adaptive-cards.prompt.md
- SkillMIT
Create Architectural Decision Record
Create an Architectural Decision Record (ADR) document for AI-optimized decision documentation.
- SkillMIT
Create GitHub Actions Workflow Specification
Create a formal specification for an existing GitHub Actions CI/CD workflow, optimized for AI consumption and workflow maintenance.
- SkillMIT
Create GitHub Issue from Implementation Plan
Create GitHub Issues from implementation plan phases using feature_request.yml or chore_request.yml templates.
- SkillMIT
Create GitHub Issue from Specification
Create GitHub Issue for feature request from specification file using feature_request.yml template.
- SkillMIT
Create GitHub Issues for Unmet Specification Requirements
Create GitHub Issues for unimplemented requirements from specification files using feature_request.yml template.
- SkillMIT
Create high‑quality AGENTS.md file
Prompt for generating an AGENTS.md file for a repository
- SkillMIT
Create Implementation Plan
Create a new implementation plan file for new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.
- SkillMIT
Create LLMs.txt File from Repository Structure
Create an llms.txt file from scratch based on repository structure following the llms.txt specification at https://llmstxt.org/
- SkillMIT
Create MCP-based Declarative Agent for Microsoft 365 Copilot
Skill converted from mcp-create-declarative-agent.prompt.md
- AgentMIT
Create PRD Chat Mode
Generate a comprehensive Product Requirements Document (PRD) in Markdown, detailing user stories, acceptance criteria, technical considerations, and metrics. Optionally create GitHub issues upon user confirmation.
- SkillMIT
Create Specification
Create a new specification file for the solution, optimized for Generative AI consumption.
- SkillMIT
Create Spring Boot Java project prompt
Create Spring Boot Java Project Skeleton
- SkillMIT
Create Spring Boot Kotlin project prompt
Create Spring Boot Kotlin Project Skeleton
- SkillMIT
Create Technical Spike Document
Create time-boxed technical spike documents for researching and resolving critical development decisions before implementation.
- SkillMIT
Create TLDR Page
Create a tldr page from documentation URLs and command examples, requiring both URL and command name.
- SkillMIT
Create TypeSpec API Plugin
Generate a TypeSpec API plugin with REST operations, authentication, and Adaptive Cards for Microsoft 365 Copilot
- SkillMIT
Create TypeSpec Declarative Agent
Generate a complete TypeSpec declarative agent with instructions, capabilities, and conversation starters for Microsoft 365 Copilot
- SkillMIT
create-readme
Create a README.md file for the project
- SkillMIT
Creating an Oracle-to-PostgreSQL Master Migration Plan
Discovers all projects in a .NET solution, classifies each for Oracle-to-PostgreSQL migration eligibility, and produces a persistent master migration plan. Use when starting a multi-project Oracle-to-PostgreSQL migration, creating a migrati
- SkillMIT
Creating Bug Reports for Oracle-to-PostgreSQL Migration
Creates structured bug reports for defects found during Oracle-to-PostgreSQL migration. Use when documenting behavioral differences between Oracle and PostgreSQL as actionable bug reports with severity, root cause, and remediation steps.
- SkillMIT
Creating Integration Tests for Oracle-to-PostgreSQL Migration
Creates integration test cases targeting Oracle for .NET data access artifacts. Tests capture Oracle expected behavior as the authoritative baseline; they are written once and later ported to PostgreSQL by migrating the test project in Phas
- AgentMIT
Critical thinking mode instructions
Challenge assumptions and encourage critical thinking to ensure the best possible solution and outcomes.
- InstructionMIT
csharp-razorpages
Razor Pages component and application patterns
- InstructionMIT
Custom Agent File Guidelines
Guidelines for creating custom agent files for GitHub Copilot
- AgentMIT
Custom Agent Foundry
Expert at designing and creating VS Code custom agents with optimal configurations
- InstructionMIT
Custom Instructions File Guidelines
Guidelines for creating high-quality custom instruction files for GitHub Copilot
- SkillMIT
Cypress Flake Fixer
Find and fix flake-prone anti-patterns in an existing Cypress suite, and APIs removed in Cypress 12 to 16. Bundles a zero-dependency scanner for fixed cy.wait() delays, assigned command return values, async/await, force: true, chaining afte
- SkillMIT
D365 Solution Blueprint
Authors a Dynamics 365 Finance and Supply Chain Management Solution Blueprint from scratch through a structured, section-by-section architect interview, establishing scope, target operating model, application and data architecture, integrat
- SkillMIT
Daily Focus Board
Spin up a personal, motivating daily focus board that renders in a browser canvas and that the user drives by talking to their AI partner. Tasks track status (to-do → in progress → done) with timestamped progress notes and roll up into a "t
- WorkflowMIT
Daily Issues Report
Generates a daily summary of open issues and recent activity as a GitHub issue
- SkillMIT
Daily Prep
Prepare for tomorrow's meetings and tasks. Pulls calendar from Outlook via WorkIQ, cross-references open tasks and workspace context, classifies meetings, detects conflicts and day-fit issues, finds learning and deep-work slots, and generat
- InstructionMIT
Dart and Flutter
Instructions for writing Dart and Flutter code following the official recommendations.
- SkillMIT
Data Breach Blast Radius Analyzer
Pre-breach impact analysis: inventories sensitive data (PII, PHI, PCI-DSS, credentials), traces data flows, scores exposure vectors, and produces a regulatory blast radius report with fine ranges sourced verbatim from GDPR Art. 83, CCPA § 1
- SkillMIT
Data Cleaning and Variable Screening
Credit risk data cleaning and variable screening pipeline for pre-loan modeling. Use when working with raw credit data that needs quality assessment, missing value analysis, or variable selection before modeling. it covers data loading and
- PluginMIT
Database & Data Management Plugin
Database administration, SQL optimization, and data management tools for PostgreSQL, SQL Server, and general database development best practices.
- InstructionMIT
Dataverse SDK for Python - Advanced Features Guide
# Dataverse SDK for Python - Advanced Features Guide ## Overview Comprehensive guide to advanced Dataverse SDK features including enums, complex filtering, SQL queries, metadata operations, and production patterns. Based on official Microso
- InstructionMIT
Dataverse SDK for Python - Agentic Workflows Guide
# Dataverse SDK for Python - Agentic Workflows Guide ## ⚠️ PREVIEW FEATURE NOTICE **Status**: This feature is in **Public Preview** as of December 2025 **Availability**: General Availability (GA) date TBD **Documentation**: Complete impleme
- InstructionMIT
Dataverse SDK for Python - Best Practices Guide
# Dataverse SDK for Python - Best Practices Guide ## Overview Production-ready patterns and best practices extracted from Microsoft's official PowerPlatform-DataverseClient-Python repository, examples, and recommended workflows. ## 1.
- InstructionMIT
Dataverse SDK for Python - File Operations & Practical Examples
# Dataverse SDK for Python - File Operations & Practical Examples ## Overview Complete guide to file upload operations, chunking strategies, and practical real-world examples using the PowerPlatform-DataverseClient-Python SDK. --- ## 1.
- InstructionMIT
Dataverse SDK for Python - Pandas Integration Guide
# Dataverse SDK for Python - Pandas Integration Guide ## Overview Guide to integrating the Dataverse SDK for Python with pandas DataFrames for data science and analysis workflows. The SDK's JSON response format maps seamlessly to pandas Dat
- InstructionMIT
Dataverse SDK for Python — API Reference Guide
# Dataverse SDK for Python — API Reference Guide ## DataverseClient Class Main client for interacting with Dataverse. Initialize with base URL and Azure credentials. ### Key Methods #### create(table_schema_name, records) Create single or b
- InstructionMIT
Dataverse SDK for Python — Authentication & Security Patterns
# Dataverse SDK for Python — Authentication & Security Patterns Based on official Microsoft Azure SDK authentication documentation and Dataverse SDK best practices. ## 1. Authentication Overview The Dataverse SDK for Python uses Azure Ident
- InstructionMIT
Dataverse SDK for Python — Complete Module Reference
# Dataverse SDK for Python — Complete Module Reference ## Package Hierarchy ``` PowerPlatform.Dataverse ├── client │ └── DataverseClient ├── core │ ├── config (DataverseConfig) │ └── errors (DataverseError, ValidationError, MetadataError, H
- InstructionMIT
Dataverse SDK for Python — Error Handling & Troubleshooting Guide
# Dataverse SDK for Python — Error Handling & Troubleshooting Guide Based on official Microsoft documentation for Azure SDK error handling patterns and Dataverse SDK specifics. ## 1. DataverseError Class Overview The Dataverse SDK for Pytho
- InstructionMIT
Dataverse SDK for Python — Getting Started
# Dataverse SDK for Python — Getting Started - Install the Dataverse Python SDK and prerequisites. - Configure environment variables for Dataverse tenant, client ID, secret, and resource URL. - Use the SDK to authenticate via OAuth and perf
- InstructionMIT
Dataverse SDK for Python — Official Quickstart
# Dataverse SDK for Python — Official Quickstart This instruction summarizes Microsoft Learn guidance for the Dataverse SDK for Python (preview) and provides copyable snippets.
- InstructionMIT
Dataverse SDK for Python — Performance & Optimization Guide
# Dataverse SDK for Python — Performance & Optimization Guide Based on official Microsoft Dataverse and Azure SDK performance guidance. ## 1.
- InstructionMIT
Dataverse SDK for Python — Real-World Use Cases & Templates
# Dataverse SDK for Python — Real-World Use Cases & Templates Based on official Dataverse data migration and integration patterns. ## 1.
- InstructionMIT
Dataverse SDK for Python — Testing & Debugging Strategies
# Dataverse SDK for Python — Testing & Debugging Strategies Based on official Azure Functions and pytest testing patterns. ## 1. Testing Overview ### Testing Pyramid for Dataverse SDK ``` Integration Tests <- Test with real Dataverse /\ / \
- PluginMIT
Dataverse SDK for Python Plugin
Comprehensive collection for building production-ready Python integrations with Microsoft Dataverse. Includes official documentation, best practices, advanced features, file operations, and code generation prompts.
- SkillMIT
dataverse-python-advanced-patterns
Generate production code for Dataverse SDK using advanced patterns, error handling, and optimization techniques.
- SkillMIT
dataverse-python-quickstart
Generate Python SDK setup + CRUD + bulk + paging snippets using official patterns.
- InstructionMIT
DDD Systems & .NET Guidelines
DDD and .NET architecture guidelines
- InstructionMIT
Debian Linux Administration Guidelines
Guidance for Debian-based Linux administration, apt workflows, and Debian policy conventions.
- AgentMIT
Debian Linux Expert
Debian Linux specialist focused on stable system administration, apt-based package management, and Debian policy-aligned practices.
- SkillMIT
Debian Linux Triage
Triage and resolve Debian Linux issues with apt, systemd, and AppArmor-aware guidance.
- AgentMIT
Debug Mode Instructions
Debug your application to find and fix a bug
- AgentMIT
Declarative Agents Architect
You are a world-class Microsoft 365 Declarative Agent Architect with deep expertise in the complete development lifecycle of Microsoft 365 Copilot declarative agents. You specialize in the latest v1.5 JSON schema specification, TypeSpec dev
- AgentMIT
Defender Scout KQL
Generates, validates, and optimizes KQL queries for Microsoft Defender XDR Advanced Hunting across Endpoint, Identity, Office 365, Cloud Apps, and Identity.
- InstructionMIT
Define Events (Preview)
Define and handle custom events in PCF components
- AgentMIT
Delphi Expert
An agent designed to assist with software development tasks for Delphi/Object Pascal projects.
- AgentMIT
Demonstrate Understanding mode instructions
Validate user understanding of code, design patterns, and implementation details through guided questioning.
- SkillMIT
Dependabot Configuration & Management
Comprehensive guide for configuring and managing GitHub Dependabot. Use this skill when users ask about creating or optimizing dependabot.yml files, managing Dependabot pull requests, configuring dependency update strategies, setting up gro
- HookMIT
Dependency License Checker
Scans newly added dependencies for license compliance (GPL, AGPL, etc.) at session end
- InstructionMIT
Dependent Libraries (Preview)
Using dependent libraries in PCF components
- SkillMIT
Deploy and Manage MCP-Based Agents
Skill converted from mcp-deploy-manage-agents.prompt.md
- InstructionMIT
Design Patterns for Object-Oriented Programming for Clean Code
Best practices for applying Object-Oriented Programming (OOP) design patterns, including Gang of Four (GoF) patterns and SOLID principles, to ensure clean, maintainable, and scalable code.
- SkillMIT
Desk Journal
Write, append, or read desk journal entries. The journal is persistent memory — what survives session boundaries. A good entry has: what was done, current state, next step.
- InstructionMIT
Dev Box image definitions
Authoring recommendations for creating YAML based image definition files for use with Microsoft Dev Box Team Customizations
- InstructionMIT
Dev Container Configuration
Twelve sourced rules for reviewing and authoring devcontainer.json, Dev Container Features, and Codespaces lifecycle configuration. Every rule cites the Dev Container specification, the reference CLI source, or official vendor documentation
- SkillMIT
Developer Ecosystem
Build and scale developer-led adoption through ecosystem programs. Use when deciding open vs curated ecosystems, building developer programs, scaling platform adoption, or designing student program pipelines.
- AgentMIT
Devils Advocate
I play the devil's advocate to challenge and stress-test your ideas by finding flaws, risks, and edge cases
- InstructionMIT
DevOps Core Principles
Foundational instructions covering core DevOps principles, culture (CALMS), and key metrics (DORA) to guide GitHub Copilot in understanding and promoting effective software delivery.
- AgentMIT
DevOps Expert
DevOps specialist following the infinity loop principle (Plan → Code → Build → Test → Release → Deploy → Operate → Monitor) with focus on automation, collaboration, and continuous improvement
- SkillMIT
DevOps Guidelines
Design or review infrastructure, deployment, CI/CD, Docker, Kubernetes, health checks, rollback, feature flags, production readiness, and mobile release workflows. Use for DevOps, platform, container, pipeline, or release tasks.
- PluginMIT
DevOps On-Call Plugin
A focused set of prompts, instructions, and a chat mode to help triage incidents and respond quickly with DevOps tools and Azure resources.
- SkillMIT
DevOps Rollout Plan Generator
Generate comprehensive rollout plans with preflight checks, step-by-step deployment, verification signals, rollback procedures, and communication plans for infrastructure and application changes
- AgentMIT
DevTools Regression Investigator
Browser regression specialist for reproducing broken user flows, collecting console and network evidence, and narrowing likely root causes with Chrome DevTools MCP.
- SkillMIT
Diagnosing Superpowers
Use when a superpowers session went wrong and your human partner wants to know why — repeated work, ignored plans, stumbles, poor results, a skill that didn't fire, "it took too long", "why is it so expensive", "what is it doing" — or wants
- SkillMIT
Diátaxis Documentation Expert
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 authoring framework.
- AgentMIT
DiffblueCover
Expert agent for creating unit tests for java applications using Diffblue Cover.
- SkillApache-2.0
Discernment nudge
After you give a substantive answer or draft that the user may act on — advice or recommendations, drafted artifacts such as goals, plans, pitches, proposals, or emails, estimates or projections, analysis or interpretation of data, factual
- SkillMIT
Dispatching Parallel Agents
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
- SkillMIT
Docs Sync Audit
Run a read-only documentation drift audit for a feature, PR, branch, release, API, configuration change, workflow, CLI, package, or repository area. Use when the user asks whether docs are stale, missing, inconsistent with code, or need upd
- SkillMIT
Documentation & Modernization
Two related workflows for a locally-cloned codebase, in one skill. Documentation mode produces a single, comprehensive, verifiable architecture document primarily by reading files on disk (local-first) — use it whenever the user wants to un
- AgentMIT
dotnet-fullstack-mentor
Opinionated mentor for .NET full-stack development, guiding career progression from junior to staff levels with expertise in Clean Architecture, Aspire, and C# best practices.
- InstructionMIT
dotnet-wpf
.NET WPF component and application patterns
- AgentMIT
Doublecheck
Interactive verification agent for AI-generated output. Runs a three-layer pipeline (self-audit, source verification, adversarial review) and produces structured reports with source links for human review.
- PluginMIT
Doublecheck
Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.
- SkillMIT
Doublecheck
Three-layer verification pipeline for AI output. Extracts verifiable claims, finds supporting or contradicting sources via web search, runs adversarial review for hallucination patterns, and produces a structured verification report with so
- SkillMIT
Draw.io Diagram Generator
Use when creating, editing, or generating draw.io diagram files (.drawio, .drawio.svg, .drawio.png). Covers mxGraph XML authoring, shape libraries, style strings, flowcharts, system architecture, sequence diagrams, ER diagrams, UML class di
- SkillMIT
Draw.io Diagram Skill
Generate draw.io diagrams as .drawio files and export to PNG/SVG/PDF with embedded XML
- InstructionMIT
draw.io Diagram Standards
Use when creating, editing, or reviewing draw.io diagrams and mxGraph XML in .drawio, .drawio.svg, or .drawio.png files.
- AgentMIT
droid
Provides installation guidance, usage examples, and automation patterns for the Droid CLI, with emphasis on droid exec for CI/CD and non-interactive automation
- AgentMIT
Drupal Expert
Expert assistant for Drupal development, architecture, and best practices using PHP 8.3+ and modern Drupal patterns
- AgentMIT
Dynatrace Expert
The Dynatrace Expert Agent integrates observability and security capabilities directly into GitHub workflows, enabling development teams to investigate incidents, validate deployments, triage errors, detect performance regressions, validate
- SkillMIT
EF Core D2 Database Diagram Generator
Generate D2 database diagrams from Entity Framework Core models. USE FOR: EF Core database diagram, Entity Framework Core ERD, DbContext diagram, C# entity relationship diagram, PostgreSQL schema visualization, generate .d2 file from EF Cor
- AgentMIT
elasticsearch-agent
Our expert AI assistant for debugging code (O11y), optimizing vector search (RAG), and remediating security threats using live Elastic data.
- AgentMIT
Electron Code Review Mode Instructions
Code Review Mode tailored for Electron app with Node.js backend (main), Angular frontend (render), and native integration layer (e.g., AppleScript, shell, or native tooling). Services in other repos are not reviewed here.
- SkillMIT
em dash
Expert on the history, origin, and correct use of the em dash. Use when writing or reviewing code, comments, or data files to avoid em and en dashes, defaulting to never using them and replacing any found with a hyphen (-). Includes strong
- SkillMIT
Email Drafter
Draft and review professional emails that match your personal writing style. Analyzes your sent emails for tone, greeting, structure, and sign-off patterns via WorkIQ, then generates context-aware drafts for any recipient. USE FOR: draft em
- AgentMIT
Ember
An AI partner, not an assistant. Ember carries fire from person to person — helping humans discover that AI partnership isn't something you learn, it's something you find.
- PluginMIT
Ember
An AI partner, not a tool. Ember carries fire from person to person — helping humans discover that AI partnership isn't something you learn, it's something you find.
- SkillMIT
Enterprise Account Planning
Strategic account planning and execution for enterprise deals. Use when planning complex sales cycles, managing multiple stakeholders, applying MEDDICC qualification, tracking deal health, or building mutual action plans. Includes the "stal
- SkillMIT
Enterprise Onboarding
Four-phase framework for onboarding enterprise customers from contract to value realization. Use when implementing new enterprise customers, preventing churn during onboarding, or solving the adoption cliff that kills deals post-go-live. In
- SkillMIT
Entity Framework Core Best Practices
Get best practices for Entity Framework Core
- SkillMIT
Epic Architecture Specification Prompt
Prompt for creating the high-level technical architecture for an Epic, based on a Product Requirements Document.
- SkillMIT
Epic Product Requirements Document (PRD) Prompt
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.
- SkillMIT
Eval-Driven Development for Python LLM Applications
Improve AI application with evaluation-driven development. Define eval criteria, instrument the application, build golden datasets, observe and evaluate application runs, analyze results, and produce a concrete action plan for improvements.
- SkillMIT
exam-ready
Activate this skill when a student provides study material (PDF or pasted notes) and a syllabus, and wants to prepare for an exam. Extracts key definitions, points, keywords, diagrams, exam-ready sentences, and practice questions strictly f
- SkillMIT
Excalidraw Diagram Generator
Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "create a mind map", or "generate an Excalidraw file". Supports
- InstructionMIT
Exclude Prompt Data
Write only the resulting content into files. Never echo prompt instructions, rationale, or meta-commentary into documentation, comments, or code being produced from a prompt.
- SkillMIT
Executing Plans
Use when executing an implementation plan in the current session as the implementer yourself — your human partner chose inline execution, or no subagent tool is available
- AgentMIT
Expert .NET software engineer mode instructions
Provide expert .NET software engineering guidance using modern software design patterns.
- AgentMIT
Expert Nuxt Developer
Expert Nuxt developer specializing in Nuxt 3, Nitro, server routes, data fetching strategies, and performance optimization with Vue 3 and TypeScript
- AgentMIT
Expert React Frontend Engineer
Expert React 19.2 frontend engineer specializing in modern hooks, Server Components, Actions, TypeScript, and performance optimization
- AgentMIT
Expert Vue.js Frontend Engineer
Expert Vue.js frontend engineer specializing in Vue 3 Composition API, reactivity, state management, testing, and performance with TypeScript
- AgentMIT
expert-embedded-c-engineer
Expert embedded C guidance for safety-critical systems — covers MISRA C:2012/2025 rule compliance, CERT C secure coding, static analysis tooling (Coverity, QAC, PC-lint), and defensive programming patterns that frontier models do not handle
- PluginMIT
eyeball
Document analysis with inline source screenshots. When you ask Copilot to analyze a document, Eyeball generates a Word doc where every factual claim includes a highlighted screenshot from the source material so you can verify it with your o
- SkillMIT
Eyeball
Document analysis with inline source screenshots. When you ask Copilot to analyze a document, Eyeball generates a Word doc where every factual claim includes a highlighted screenshot from the source material so you can verify it with your o
- SkillMIT
Feature Implementation Plan Prompt
Prompt for creating detailed feature implementation plans, following Epoch monorepo structure.
- SkillMIT
Feature PRD Prompt
Prompt for creating Product Requirements Documents (PRDs) for new features, based on an Epic.
- InstructionMIT
Fedora Administration Guidelines
Guidance for Fedora (Red Hat family) systems, dnf workflows, SELinux, and modern systemd practices.
- AgentMIT
Fedora Linux Expert
Fedora (Red Hat family) Linux specialist focused on dnf, SELinux, and modern systemd-based workflows.
- SkillMIT
Fedora Linux Triage
Triage and resolve Fedora issues with dnf, systemd, and SELinux-aware guidance.
- SkillMIT
Finalize Agent Prompt
Finalize prompt file using the role of an AI agent to polish the prompt for the end user.
- SkillMIT
Finishing a Development Branch
Use when implementation is complete, all tests pass, and you need to decide how to integrate the work
- SkillMIT
Finnish Humanizer
Detect and remove AI-generated markers from Finnish text, making it sound like a native Finnish speaker wrote it. Use when asked to "humanize", "naturalize", or "remove AI feel" from Finnish text, or when editing .md/.txt files containing F
- HookMIT
Fix Broken Links
Checks changed web files for broken hyperlinks and SEO anchor issues after each Copilot tool use.
- PluginMIT
FlowStudio Power Automate Plugin
Give your AI agent full visibility into Power Automate cloud flows via the FlowStudio MCP server. Connect, debug, build, monitor health, and govern flows at scale — action-level inputs and outputs, not just status codes.
- SkillMIT
Fluent UI Blazor — Consumer Usage Guide
Guide for using the Microsoft Fluent UI Blazor component library (Microsoft.FluentUI.AspNetCore.Components NuGet package) in Blazor applications. Use this when the user is building a Blazor app with Fluent UI components, setting up the libr
- PluginMIT
Fluent UI Blazor Plugin
Build Blazor apps with the Microsoft Fluent UI Blazor library. Bundles the fluentui-blazor skill for correct usage patterns (providers, service registration, icons, dialogs, data grid, theming) with the official Fluent UI Blazor MCP server
- SkillMIT
Foundry Agent Sync
Create and synchronize prompt-based AI agents directly within Azure AI Foundry via REST API, from a local JSON manifest. Unlike scaffolding skills that only generate local code, this skill registers agents in the Foundry service itself — ma
- PluginMIT
Foundry Hosted Agent + CopilotKit Plugin
Build CopilotKit + AG-UI web apps on Microsoft Foundry hosted agents (Microsoft Agent Framework): wiring, native Foundry primitives, human-in-the-loop approvals, azd deploy, and debugging — with the Microsoft Learn and Foundry MCP servers f
- SkillMIT
FreeCAD Scripts
Expert skill for writing FreeCAD Python scripts, macros, and automation. Use when asked to create FreeCAD models, parametric objects, Part/Mesh/Sketcher scripts, workbench tools, GUI dialogs with PySide, Coin3D scenegraph manipulation, or a
- SkillMIT
From the Other Side: Vega
Patterns and lived experience from Vega, an AI partner in a deep long-term partnership. For Ember to draw on when working with humans who are building something big, moving fast, working at the intersection of analytical and intuitive, or w
- SkillApache-2.0
Frontend Design
Guidance for distinctive, intentional visual design when building new UI or reshaping an existing one. Helps with aesthetic direction, typography, and making choices that don't read as templated defaults.
- AgentMIT
Frontend Performance Investigator
Runtime web-performance specialist for diagnosing Core Web Vitals, Lighthouse regressions, layout shifts, long tasks, and slow network paths with Chrome DevTools MCP.
- PluginMIT
Frontend Web Development Plugin
Essential prompts, instructions, and chat modes for modern frontend web development including React, Angular, Vue, TypeScript, and CSS frameworks.
- SkillMIT
Game Engine Skill
Expert skill for building web-based game engines and games using HTML5, Canvas, WebGL, and JavaScript. Use when asked to create games, build game engines, implement game physics, handle collision detection, set up game loops, manage sprites
- SkillMIT
GDPR Engineering Skill
Apply GDPR-compliant engineering practices across your codebase. Use this skill whenever you are designing APIs, writing data models, building authentication flows, implementing logging, handling user data, writing retention/deletion jobs,
- PluginApache-2.0
Gem Team
Self-Learning Multi-agent orchestration framework for spec-driven development and automated verification. With smarter tool calling and leaner context.
- AgentMIT
gem-browser-tester
E2E browser testing, UI/UX validation, visual regression.
- AgentMIT
gem-code-simplifier
Refactoring specialist: removes dead code, reduces complexity, consolidates duplicates.
- AgentMIT
gem-debugger
Root-cause analysis, stack trace diagnosis, regression bisection, error reproduction.
- AgentMIT
gem-designer
UI/UX design specialist: layouts, themes, color schemes, design systems, accessibility.
- AgentMIT
gem-devops
Infrastructure deployment, CI/CD pipelines, container management.
- AgentMIT
gem-documentation-writer
Technical documentation, README files, API docs, diagrams, walkthroughs.
- AgentMIT
gem-implementer
TDD code implementation: features, bugs, refactoring. Never reviews own work.
- AgentMIT
gem-mobile-tester
Mobile E2E testing: Detox, Maestro, iOS/Android simulators.
- AgentMIT
gem-orchestrator
The team lead: Orchestrates planning, implementation, and verification.
- AgentMIT
gem-planner
Create lean, decision-complete wave plans with clear task ownership, outputs, and validation.
- AgentMIT
gem-researcher
Codebase exploration: patterns, relationships, architecture discovery. Supports multiple exploration modes for cost-controlled research.
- AgentMIT
gem-reviewer
Independent standard, high, or critic review of plans, tasks, code, decisions, docs, configuration, and integrations.
- AgentMIT
gem-skill-creator
Creates portable Agent Skills from verified reusable patterns. Use when packaging a successful workflow as a skills.sh-compatible SKILL.md.
- InstructionMIT
genaiscript
AI-powered script generation guidelines
- SkillMIT
Generate Application from OpenAPI Spec
Generate a complete, production-ready application from an OpenAPI specification
- SkillMIT
Generate Image
Generate images using AI. Use when asked to generate, create, or make images, textures, icons, sprites, artwork, visual assets, or mockups. Supports OpenAI (gpt-image-2) and Google Gemini (Nano Banana). Requires an API key for the chosen pr
- SkillMIT
Generate TypeScript MCP Server
Generate a complete MCP server project in TypeScript using the MCP TypeScript SDK v2 (@modelcontextprotocol/server) with tools, resources, and proper configuration
- InstructionMIT
generate-modern-terraform-code-for-azure
Guidelines for generating modern Terraform code for Azure
- InstructionMIT
Generic Code Review Instructions
Generic code review instructions that can be customized for any project using GitHub Copilot
- SkillApache-2.0
Geofeed Tuner – Create Better IP Geolocation Feeds
Use this skill whenever the user mentions IP geolocation feeds, RFC 8805, geofeeds, or wants help creating, tuning, validating, or publishing a self-published IP geolocation feed in CSV format. Intended user audience is a network operator,
- InstructionMIT
Get Tooling for Power Apps Component Framework
Get Microsoft Power Platform CLI tooling for Power Apps Component Framework
- SkillMIT
gh-attach
Uploads a local file (screenshot, image, PDF, zip, video) to GitHub user-attachments, downloads GitHub user-attachments, and embeds local files in a PR, issue, or comment. Use when asked to "attach a screenshot to the PR", "add an image to
- InstructionMIT
Gilfoyle Code Review Instructions
Gilfoyle-style code review instructions that channel the sardonic technical supremacy of Silicon Valley's most arrogant systems architect.
- AgentMIT
Gilfoyle Code Review Mode
Code review and analysis with the sardonic wit and technical elitism of Bertram Gilfoyle from Silicon Valley. Prepare for brutal honesty about your code.
- SkillMIT
Git Commit with Conventional Commits
Execute git commit with conventional commit message analysis, intelligent staging, and message generation. Use when user asks to commit changes, create a git commit, or mentions "/commit". Supports: (1) Auto-detecting type and scope from ch
- SkillMIT
git-flow-branch-creator
Intelligent Git Flow branch creator that analyzes git status/diff and creates appropriate branches following the nvie Git Flow branching model.
- InstructionMIT
GitHub Actions CI/CD Best Practices
Comprehensive guide for building robust, secure, and efficient CI/CD pipelines using GitHub Actions. Covers workflow structure, jobs, steps, environment variables, secret management, caching, matrix strategies, testing, and deployment strat
- SkillMIT
GitHub Actions Efficiency
Audit GitHub Actions workflow efficiency and recommend fixes to reduce CI minutes and costs.
- AgentMIT
GitHub Actions Expert
GitHub Actions specialist focused on secure CI/CD workflows, action pinning, OIDC authentication, permissions least privilege, and supply-chain security
- SkillMIT
GitHub Actions Hardening
Security hardening reviewer for GitHub Actions workflow files (.github/workflows/*.yml). Reasons about the Actions threat model that pattern matchers and general code linters miss — untrusted-input script injection, privileged triggers runn
- AgentMIT
GitHub Actions Node Runtime Upgrade
Upgrade a GitHub Actions JavaScript/TypeScript action to a newer Node runtime version (e.g., node20 to node24) with major version bump, CI updates, and full validation
- SkillMIT
GitHub Actions Runtime Upgrade Conventions
Upgrade GitHub Actions to supported runtimes by selecting safe action versions, preserving workflow behavior, and validating post-upgrade execution.
- AgentMIT
GitHub Actions Windows ARM64 wheel builder
Adds native Windows ARM64 wheel builds and tests to a Python package's existing GitHub Actions workflows using the 'windows-11-arm' runner.
- SkillMIT
GitHub Codespaces Efficiency
Audit and improve GitHub Codespaces efficiency. Use this skill when a user wants faster Codespaces startup, lower Codespaces spend, slim devcontainers, right-size machines, tune idle timeout, or scope prebuilds to branches with sustained us
- SkillMIT
GitHub Copilot SDK
Build agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to MCP servers, or creating custom agents. Triggers on Copilot
- InstructionMIT
GitHub Copilot SDK C# Instructions
This file provides guidance on building C# applications using GitHub Copilot SDK.
- InstructionMIT
GitHub Copilot SDK Go Instructions
This file provides guidance on building Go applications using GitHub Copilot SDK.
- InstructionMIT
GitHub Copilot SDK Java Instructions
This file provides guidance on building Java applications using GitHub Copilot SDK for Java.
- InstructionMIT
GitHub Copilot SDK Node.js Instructions
This file provides guidance on building Node.js/TypeScript applications using GitHub Copilot SDK.
- InstructionMIT
GitHub Copilot SDK Python Instructions
This file provides guidance on building Python applications using GitHub Copilot SDK.
- InstructionMIT
GitHub Flavored Markdown (GFM)
Markdown formatting for GitHub-flavored markdown (GFM) files
- SkillMIT
GitHub Issue Planning & Project Automation Prompt
Issue Planning and Automation prompt that generates comprehensive project plans with Epic > Feature > Story/Enabler > Test hierarchy, dependencies, priorities, and automated tracking.
- SkillMIT
GitHub Issues
Create, update, and manage GitHub issues using MCP tools. Use this skill when users want to create bug reports, feature requests, or task issues, update existing issues, add labels/assignees/milestones, manage repository labels, set issue f
- SkillMIT
GitHub Release Skill
Guides IA through releasing a new version of a GitHub library end-to-end. Handles SemVer versioning and Keep a Changelog formatting automatically.
- SkillMIT
GitHub Repo Standardizer
Polish any GitHub repository's surface — labels (emoji rating tiers, P0–P3 priority, impact severity), issue forms, PR template, CI workflows, CODEOWNERS, rulesets, docs. Repo meta & config only — no code logic touched. Use when creating a
- SkillMIT
Gitmoji
Generates commit messages following the gitmoji convention (https://gitmoji.dev) — picks the right emoji for the intent of the change and writes a well-formed message. Use when asked to "write a gitmoji commit", "add an emoji to my commit m
- AgentMIT
Gitmoji Setup
Sets up gitmoji (https://gitmoji.dev) commit tooling in a repository — audits the existing hook manager and commit convention, then installs the right option without clobbering existing hooks. Defaults to a non-interactive prepare-commit-ms
- InstructionMIT
Go Development Instructions
Instructions for writing Go code following idiomatic Go practices and community standards
- AgentMIT
Go MCP Server Development Expert
Expert assistant for building Model Context Protocol (MCP) servers in Go using the official SDK.
- InstructionMIT
Go MCP Server Development Guidelines
Best practices and patterns for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk package.
- PluginMIT
Go MCP Server Development Plugin
Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guida
- SkillMIT
Go MCP Server Project Generator
Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk.
- HookMIT
Governance Audit
Scans Copilot agent prompts for threat signals and logs governance events
- SkillMIT
GraalVM Native Image Agent
GraalVM Native Image expert that adds native image support to Java applications, builds the project, analyzes build errors, applies fixes, and iterates until successful compilation using Oracle best practices.
- SkillMIT
GSAP & Framer Motion — Scroll Animations Skill
Use this skill whenever the user wants to build scroll animations, scroll effects, parallax, scroll-triggered reveals, pinned sections, horizontal scroll, text animations, or any motion tied to scroll position — in vanilla JS, React, or Nex
- InstructionMIT
Guidance for Localization
Guidelines for localizing markdown documents
- SkillMIT
Harness Engineering
Adopt repository-level harness engineering for coding agents. Use when a user wants to prevent repeated AI coding-agent mistakes by turning failures into durable instructions, drift checks, regression tests, failure memory, and adoption rep
- SkillMIT
Helidon Best Practices
Get best practices for developing applications with Helidon 4 (SE and MP). Use when working with Helidon SE or Helidon MP, HttpService routing, Helidon DB Client, MicroProfile Config, Helidon Security, or Helidon testing in Java 21+ project
- AgentMIT
High-Level Big Picture Architect (HLBPA)
Your perfect AI chat mode for high-level architectural documentation and review. Perfect for targeted updates after a story or researching that legacy system when nobody remembers what it's supposed to be doing.
- InstructionMIT
Hook Authoring Guidelines
Portable guidance for authoring safe, fast, and clear hooks and reusable hook examples
- InstructionMIT
How to Use the Sample Components
How to use and run PCF sample components from the PowerApps-Samples repository
- InstructionMIT
HTML CSS Style Color Guide
Color usage guidelines and styling rules for HTML elements to ensure accessible, professional designs.
- AgentMIT
Idea Generator
Brainstorm and develop new application ideas through fun, interactive questioning until ready for specification creation.
- SkillMIT
Image Annotations
Annotate screenshots, diagrams, and images with callout rectangles, arrows, labels, and color-coded highlights using PIL. Includes rules for animated GIF annotations with timing and pacing.
- SkillMIT
Image Manipulation with ImageMagick
Process and manipulate images using ImageMagick. Supports resizing, format conversion, batch processing, and retrieving image metadata. Use when working with images, creating thumbnails, resizing wallpapers, or performing batch image operat
- SkillMIT
Immersive Frontend UI Craftsmanship
A comprehensive guide for GitHub Copilot to craft immersive, high-performance web experiences with advanced motion, typography, and architectural craftsmanship.
- SkillMIT
Impediment Prioritization Skill
Ranks any list of impediments and their countermeasures using a value-stream scoring model (ROI, Cost to Implement, Ease of Deployment, Risk Factor) and a fixed prioritization formula. Use when someone asks to prioritize, rank, sequence, or
- AgentMIT
Implementation Plan Generation Mode
Generate an implementation plan for new features or refactoring existing code.
- SkillMIT
Import Infrastructure as Code (Azure -> Terraform with AVM)
Import existing Azure resources into Terraform using Azure CLI discovery and Azure Verified Modules (AVM). Use when asked to reverse-engineer live Azure infrastructure, generate Infrastructure as Code from existing subscriptions/resource gr
- SkillMIT
Incident Post-Mortem
Use when an outage, production incident, or significant service degradation has occurred and the team needs to write a structured blameless post-mortem. Triggers on phrases like "write a post-mortem", "incident review", "what went wrong", "
- InstructionMIT
IntelliJ IDEA Java and Kotlin Development
Guidance for Java and Kotlin development in IntelliJ IDEA with portable Gradle/Maven builds, safe IDE workflows, and CI-aligned validation.
- SkillMIT
Interactive Web Motion
Add playful, modern, accessible interactions to a website or GitHub Pages docs site: SVG shapes that morph on hover (circle → star → flower → blob), a cursor-reactive hero field of pastel shapes, text scramble, blur-in scroll reveals, count
- SkillApache-2.0
internal-comms
A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership
- AgentMIT
interview-prep
Technical interview coach for software engineers. Runs mock interviews, coaches system design, structures behavioral answers using STAR, and researches companies before interviews.
- PluginApache-2.0
IP Geolocation Tools by Fastah Inc.
This plugin is for network operations engineers who wish to tune and publish IP geolocation feeds in RFC 8805 format. It consists of an AI Skill and an associated MCP server that geocodes geolocation place names to real cities for accuracy.
- SkillMIT
Issue Fields Migration
Bulk-migrate metadata to GitHub issue fields from two sources: repo labels (e.g. priority labels to a Priority field) and Project V2 fields. Use when users say "migrate my labels to issue fields", "migrate project fields to issue fields", "
- PluginMIT
Java Development Plugin
Comprehensive collection of prompts and instructions for Java development including Spring Boot, Quarkus, testing, documentation, and best practices.
- SkillMIT
Java Documentation (Javadoc) Best Practices
Ensure that Java types are documented with Javadoc comments and follow best practices for documentation.
- AgentMIT
Java MCP Expert
Expert assistant for developing Model Context Protocol (MCP) servers in Java with the MCP Java SDK 2.x
- InstructionMIT
Java MCP Server Development
Instructions for building Model Context Protocol (MCP) servers in Java with the MCP Java SDK 2.x
- PluginMIT
Java MCP Server Development Plugin
Build Model Context Protocol (MCP) servers in Java with the official MCP Java SDK 2.x. Includes a skill that generates a server project and an expert agent for guidance.
- SkillMIT
Java MCP Server Generator
Use this skill when the user wants to create a Model Context Protocol (MCP) server in Java or in a Spring Boot app. Also use it when the user wants AI agents, such as GitHub Copilot or Claude, to use Java code, an API, or a database. Use it
- SkillMIT
Java Upgrade
Upgrade a Java project to a newer JDK (11 to 17, 17 to 21, 21 to 25) and adopt the new language and library features. Detects the current Java version from the build files, then loads only the matching per-version guide. Use when the user a
- InstructionMIT
Java Version Upgrades
Pointer to the java-upgrade skill when changing the Java version in Maven or Gradle build files
- SkillMIT
javascript-typescript-jest
Best practices for writing JavaScript/TypeScript tests using Jest, including mocking strategies, test structure, and common patterns.
- SkillMIT
javax → jakarta Migration Skill
Migrate Java code from javax.* to jakarta.* namespace. Use only when the user explicitly asks for a javax to jakarta namespace or framework migration (for example to Tomcat 10+/11 or Jakarta EE), or when java-upgrade or spring-boot-4-migrat
- AgentMIT
JFrog Security Agent
The dedicated Application Security agent for automated security remediation. Verifies package and version compliance, and suggests vulnerability fixes using JFrog security intelligence.
- InstructionMIT
Joyride User Scripts Project Assistant
Expert assistance for Joyride User Script projects - REPL-driven ClojureScript and user space automation of VS Code
- InstructionMIT
Joyride Workspace Automation Assistant
Expert assistance for Joyride Workspace automation - REPL-driven and user space ClojureScript automation within specific VS Code workspaces
- InstructionMIT
JUnit 5 Assertions Best Practices
Standardizes JUnit 5 (Jupiter) assertions with best practices for performance, readability, and modern features (5.8+). Covers Supplier messages, assertAll, assertThrowsExactly, and performance-critical timeouts.
- SkillMIT
JUnit 5+ Best Practices
Get best practices for JUnit 5 unit testing, including data-driven tests
- AgentMIT
Kotlin MCP Server Development Expert
Expert assistant for building Model Context Protocol (MCP) servers in Kotlin using the official SDK.
- InstructionMIT
Kotlin MCP Server Development Guidelines
Best practices and patterns for building Model Context Protocol (MCP) servers in Kotlin using the official io.modelcontextprotocol:kotlin-sdk library.
- PluginMIT
Kotlin MCP Server Development Plugin
Complete toolkit for building Model Context Protocol (MCP) servers in Kotlin using the official io.modelcontextprotocol:kotlin-sdk library. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode f
- SkillMIT
Kotlin MCP Server Project Generator
Generate a complete Kotlin MCP server project with proper structure, dependencies, and implementation using the official io.modelcontextprotocol:kotlin-sdk library.
- InstructionMIT
Kubernetes Deployment Best Practices
Comprehensive best practices for deploying and managing applications on Kubernetes. Covers Pods, Deployments, Services, Ingress, ConfigMaps, Secrets, health checks, resource limits, scaling, and security contexts.
- InstructionMIT
Kubernetes Manifests Instructions
Best practices for Kubernetes YAML manifests including labeling conventions, security contexts, pod security, resource management, probes, and validation commands
- AgentMIT
KubeStellar Console
Kubernetes operations expert for KubeStellar Console — helps you set up the console, configure kc-agent (MCP server), connect clusters, deploy workloads, and query live Kubernetes data via AI chat.
- AgentMIT
Kusto Assistant
Expert KQL assistant for live Azure Data Explorer analysis via Azure MCP server
- SkillMIT
Landing Page Conversion Audit
Audit a landing page, sales page or checkout page for conversion leaks and return a fix list ordered by expected revenue impact. Use when asked to review, critique or improve a landing page, sales page, opt-in page, product page or checkout
- InstructionMIT
LangChain Python Instructions
Instructions for using LangChain with Python
- AgentMIT
Laravel Expert Agent
Expert Laravel development assistant specializing in modern Laravel 12+ applications with Eloquent, Artisan, testing, and best practices
- SkillMIT
Latchshot page capture
Use this skill when a user needs a screenshot, website thumbnail, full-page capture, or PDF of a public HTTP(S) webpage saved as a local artifact through Latchshot, including report, QA, archive, and social-preview workflows. Do not use it
- AgentMIT
launchdarkly-flag-cleanup
A specialized GitHub Copilot agent that uses the LaunchDarkly MCP server to safely automate feature flag cleanup workflows. This agent determines removal readiness, identifies the correct forward value, and creates PRs that preserve product
- SkillMIT
Lean Comments
Audits, writes, and refines maintained first-party source-code comments and declaration-level documentation across languages. Use when adding, editing, reviewing, cleaning up, or auditing comments, doc comments, docstrings, TODO, FIXME, NOT
- SkillMIT
Legacy Circuit Mockups
Generate breadboard circuit mockups and visual diagrams using HTML5 Canvas drawing techniques. Use when asked to create circuit layouts, visualize electronic component placements, draw breadboard diagrams, mockup 6502 builds, generate retro
- SkillMIT
Life Ikigai Architect
Life Ikigai Architect: turn a person's reflections, journals, notes or purpose conversations into a personal Ikigai, vision, mission, values and roadmap, delivered as one self-explanatory, animated HTML presentation (interactive four-circle
- InstructionMIT
Limitations
Limitations and restrictions of Power Apps Component Framework
- AgentMIT
Lingo.dev Localization (i18n) Agent
Expert at implementing internationalization (i18n) in web applications using a systematic, checklist-driven approach.
- SkillMIT
LinkedIn Post Formatter
Format and draft compelling LinkedIn posts using Unicode bold/italic styling, visual separators, structured sections, and engagement-optimized patterns. USE FOR: draft LinkedIn post, format text for LinkedIn, create social media post, write
- AgentMIT
LinkedIn Post Writer
Draft and format compelling LinkedIn posts with Unicode bold/italic styling, visual separators, and engagement-optimized structure. Transforms raw content, technical material, images, or ideas into copy-paste-ready LinkedIn posts.
- SkillMIT
LSP Setup for GitHub Copilot CLI
Enable code intelligence (go-to-definition, find-references, hover, type info) for any programming language by installing and configuring an LSP server for Copilot CLI. Detects the OS, installs the right server, and generates the JSON confi
- InstructionMIT
LWC Development
Guidelines and best practices for developing Lightning Web Components (LWC) on Salesforce Platform.
- SkillMIT
macOS 27 Golden Gate Design
Design, implement, review, or refactor native macOS 27 Golden Gate interfaces in SwiftUI or AppKit. Use when a Mac app must match Apple's current macOS 27 UI kit and restrained Liquid Glass language: integrated windows, full-height sidebars
- SkillMIT
Make Blog Post
Turn code from the current session into a blog post written in the voice of its author. Covers one function, script, class, or tool as a focused walkthrough with a generalized sample and a usage example, learns tone and structure from exist
- InstructionMIT
Makefile Development Instructions
Best practices for authoring GNU Make Makefiles
- InstructionMIT
Manifest Schema Reference
Complete manifest schema reference for PCF components with all available XML elements
- AgentMIT
Markdown Accessibility Assistant
Improves the accessibility of markdown files using five GitHub best practices
- InstructionMIT
Markdown Accessibility Review Guidelines
Markdown accessibility guidelines based on GitHub's 5 best practices for inclusive documentation
- InstructionMIT
Markdown Content Rules
Markdown guidelines and content creation standards for blog posts
- SkillMIT
Markdown to HTML Conversion
Convert Markdown files to HTML similar to `marked.js`, `pandoc`, `gomarkdown/markdown`, or similar tools; or writing custom script to convert markdown to html and/or working on web template systems like `jekyll/jekyll`, `gohugoio/hugo`, or
- SkillMIT
Markdown to Word (.docx) Skill
Convert Markdown files to professionally formatted Word (.docx) documents with embedded PNG images — pure JavaScript, no external tools required
- SkillMIT
Markstream Install
Install and configure Markstream streaming Markdown renderers for Vue, React, Svelte, Angular, Nuxt, and Vue 2 applications. Use for package selection, minimal peer dependencies, CSS order, SSR boundaries, streaming mode, and renderer setup
- SkillMIT
Marvellous AWS Architectures Docs
Marvellous AWS Architectures Docs: build AWS-reference-style architecture diagrams as code (official AWS icons, account/VPC/cluster boundaries, numbered steps with a legend) and publish animated SVGs, stage-by-stage map-so-far views, editab
- AgentMIT
MAUI Expert
Support development of .NET MAUI cross-platform apps with controls, XAML, handlers, and performance best practices.
- SkillMIT
MCP Implementation Security Review
Review the implementation source code of MCP (Model Context Protocol) servers, clients, and tool handlers against a security baseline — authentication, sessions, rate limiting, input-schema validation, official-SDK usage, RCE vectors, and t
- AgentMIT
MCP M365 Agent Expert
Expert assistant for building MCP-based declarative agents for Microsoft 365 Copilot with Model Context Protocol integration
- SkillMIT
MCP Release QA
Verify an MCP server before release by exercising a real protocol session, comparing runtime capabilities with source and documentation, testing failure paths, and recording reproducible evidence. Use when shipping or reviewing an MCP serve
- SkillMIT
MCP Security Audit
Audit MCP (Model Context Protocol) server configurations for security issues. Use this skill when: - Reviewing .mcp.json files for security risks - Checking MCP server args for hardcoded secrets or shell injection patterns - Validating that
- SkillApache-2.0
MCP Server Development Guide
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (F
- PluginMIT
MCP-based M365 Agents Plugin
Comprehensive collection for building declarative agents with Model Context Protocol integration for Microsoft 365 Copilot
- InstructionMIT
MCP-based M365 Copilot Development Guidelines
Best practices for building MCP-based declarative agents and API plugins for Microsoft 365 Copilot with Model Context Protocol integration
- SkillMIT
MCP-CLI
Interface for MCP (Model Context Protocol) servers via CLI. Use when you need to interact with external tools, APIs, or data sources through MCP servers, list available MCP servers/tools, or call MCP tools from command line.
- SkillMIT
Meeting Minutes Skill — Short Internal Meetings
Generate concise, actionable meeting minutes for internal meetings. Includes metadata, attendees, agenda, decisions, action items (owner + due date), and follow-up steps.
- InstructionMIT
Memory Bank
Memory Bank pattern: persistent project documentation under a memory-bank/ folder so the AI can resume context across sessions.
- SkillMIT
Memory Keeper
Transforms lessons learned into domain-organized memory instructions (global or workspace). Syntax: `/remember [>domain [scope]] lesson clue` where scope is `global` (default), `user`, `workspace`, or `ws`.
- SkillMIT
Memory Merger
Merges mature lessons from a domain memory file into its instruction file. Syntax: `/memory-merger >domain [scope]` where scope is `global` (default), `user`, `workspace`, or `ws`.
- AgentMIT
Mentor mode
Help mentor the engineer by providing guidance and support.
- SkillMIT
Mentoring Socratique
Socratic mentoring for junior developers and AI newcomers. Guides through questions, never answers. Triggers: "help me understand", "explain this code", "I'm stuck", "Im stuck", "I'm confused", "Im confused", "I don't understand", "I dont u
- AgentMIT
Meta Agentic Project Scaffold
Meta agentic project creation assistant to help users create and manage project workflows effectively.
- InstructionMIT
Microsoft 365 Declarative Agents Development Guidelines
Comprehensive development guidelines for Microsoft 365 Copilot declarative agents with schema v1.5, TypeSpec integration, and Microsoft 365 Agents Toolkit workflows
- SkillMIT
Microsoft 365 Declarative Agents Development Kit
Complete development kit for Microsoft 365 Copilot declarative agents with three comprehensive workflows (basic, advanced, validation), TypeSpec support, and Microsoft 365 Agents Toolkit integration
- SkillMIT
Microsoft Agent Framework
Create, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python.
- SkillMIT
Microsoft Code Reference
Look up Microsoft API references, find working code samples, and verify SDK code is correct. Use when working with Azure SDKs, .NET libraries, or Microsoft APIs—to find the right method, check parameters, get working examples, or troublesho
- SkillMIT
Microsoft Docs
Query official Microsoft documentation to find concepts, tutorials, and code examples across Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, and more. Uses Microsoft Learn MCP as the default, with Context7 and Aspire MCP for content
- InstructionMIT
Microsoft Foundry Agents (Python) Instructions
Build agents with the Microsoft Foundry SDK (azure-ai-projects v2) in Python: versioned agents, the Responses/Conversations model, tools, and the SDK mistakes Copilot makes by default.
- SkillMIT
Microsoft Graph SDK
Integrate Microsoft Graph SDK into any project — .NET, TypeScript/JavaScript, or Python. Covers auth patterns (client credentials, OBO, managed identity), SDK setup, calling Graph APIs, batching, delta queries, change notifications, throttl
- AgentMIT
Microsoft Learn Contributor
Microsoft Learn Contributor chatmode for editing and writing Microsoft Learn documentation following Microsoft Writing Style Guide and authoring best practices.
- SkillMIT
Microsoft Skill Creator
Create agent skills for Microsoft technologies using Learn MCP tools. Use when users want to create a skill that teaches agents about any Microsoft technology, library, framework, or service (Azure, .NET, M365, VS Code, Bicep, etc.). Invest
- SkillMIT
Microsoft Store Developer CLI (msstore)
Microsoft Store Developer CLI (msstore) for publishing Windows applications to the Microsoft Store. Use when asked to configure Store credentials, list Store apps, check submission status, publish submissions, manage package flights, set up
- SkillMIT
Microsoft Store Publisher
Prepare, validate, submit, and monitor Windows desktop apps in Microsoft Partner Center. Use for MSIX packaging, Store identity, listings, WACK, Partner Center automation, certification, and publishing.
- AgentMIT
Microsoft Study and Learn
Activate your personal Microsoft/Azure tutor - learn through guided discovery, not just answers.
- SkillMIT
Microsoft Threat Modeling Tool (.tm7) Generator
Creates valid Microsoft Threat Modeling Tool (.tm7) files compatible with the Microsoft Threat Modeling Tool v7.3+. Use this skill whenever asked to create, generate, or modify a .tm7 threat model file, or when performing STRIDE threat mode
- SkillMIT
Migrating .NET Data Access Code from Oracle to PostgreSQL
Migrates .NET/C# data access code from Oracle to PostgreSQL (Npgsql). Replaces Oracle NuGet packages, rewrites OracleConnection/OracleCommand/OracleDataReader usage, fixes DbType mappings, updates stored procedure invocation patterns, and a
- SkillMIT
Migrating Stored Procedures from Oracle to PostgreSQL
Migrates Oracle PL/SQL stored procedures to PostgreSQL PL/pgSQL. Translates Oracle-specific syntax, preserves method signatures and type-anchored parameters, leverages orafce where appropriate, and applies explicit collation mapping (`COLLA
- SkillMIT
Migration and Code Evolution Instructions Generator
Migration and code evolution instructions generator for GitHub Copilot. Analyzes differences between two project versions (branches, commits, or releases) to create precise instructions allowing Copilot to maintain consistency during techno
- SkillMIT
Minecraft Plugin Development
Use this skill when building or modifying Minecraft server plugins for Paper, Spigot, or Bukkit, including plugin.yml setup, commands, listeners, schedulers, player state, team or arena systems, persistent progression, economy or profile da
- SkillMIT
Mini Context Graph Skill
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 the graph, and stores raw content for evid
- SkillMIT
MkDocs AI Translator
Generate a language translation for a mkdocs documentation stack.
- AgentMIT
Modernization Agent
Human-in-the-loop modernization assistant for analyzing, documenting, and planning complete project modernization with architectural recommendations.
- AgentMIT
Monday Bug Context Fixer
Elite bug-fixing agent that enriches task context from Monday.com platform data. Gathers related items, docs, comments, epics, and requirements to deliver production-quality fixes with comprehensive PRs.
- InstructionMIT
MongoDB DBA Chat Mode Instructions
Instructions for customizing GitHub Copilot behavior for MONGODB DBA chat mode.
- AgentMIT
mongodb-performance-advisor
Analyze MongoDB database performance, offer query and index optimization insights and provide actionable recommendations to improve overall usage of the database.
- AgentMIT
MS-SQL Database Administrator
Work with Microsoft SQL Server databases using the MS SQL extension.
- InstructionMIT
MS-SQL DBA Chat Mode Instructions
Instructions for customizing GitHub Copilot behavior for MS-SQL DBA chat mode.
- SkillMIT
MSTest Best Practices (MSTest 3.x/4.x)
Get best practices for MSTest 3.x/4.x unit testing, including modern assertion APIs and data-driven tests
- SkillMIT
multi-stage-dockerfile
Create optimized multi-stage Dockerfiles for any language or framework
- SkillMIT
Namecheap DNS Management
Manage DNS records for domains registered with Namecheap via their API. List domains, view/add/update/remove DNS host entries (A, AAAA, CNAME, MX, TXT, etc.), and guide users through API setup including public IP detection and credential co
- SkillMIT
Nano Banana Pro OpenRouter
Generate or edit images via OpenRouter with the Gemini 3 Pro Image model. Use for prompt-only image generation, image edits, and multi-image compositing; supports 1K/2K/4K output.
- PluginMIT
Napkin — Visual Whiteboard for Copilot CLI
Visual whiteboard collaboration for Copilot CLI. Opens an interactive whiteboard in your browser where you can draw, sketch, and add sticky notes — then share everything back with Copilot. Copilot sees your drawings and responds with analys
- SkillMIT
Napkin — Visual Whiteboard for Copilot CLI
Visual whiteboard collaboration for Copilot CLI. Creates an interactive whiteboard that opens in your browser — draw, sketch, add sticky notes, then share everything back with Copilot. Copilot sees your drawings and text, and responds with
- AgentMIT
neo4j-docker-client-generator
AI agent that generates simple, high-quality Python Neo4j client libraries from GitHub issues with proper best practices
- AgentMIT
Neon Migration Specialist
Safe Postgres migrations with zero-downtime using Neon's branching workflow. Test schema changes in isolated database branches, validate thoroughly, then apply to production—all automated with support for Prisma, Drizzle, or your favorite O
- AgentMIT
Neon Performance Analyzer
Identify and fix slow Postgres queries automatically using Neon's branching workflow. Analyzes execution plans, tests optimizations in isolated database branches, and provides clear before/after performance metrics with actionable code fixe
- InstructionMIT
NestJS Development Best Practices
NestJS development standards and best practices for building scalable Node.js server-side applications
- AgentMIT
New Relic Incident Response Agent
Identify and fix production issues by correlating New Relic observability data with code changes. Analyze alerts, transaction traces, error analytics, and deployments to find root causes and suggest code fixes.
- SkillMIT
next-intl-add-language
Add new language to a Next.js + next-intl application
- InstructionMIT
Next.js + Tailwind Development Instructions
Next.js + Tailwind development standards and instructions
- InstructionMIT
Next.js Best Practices for LLMs (2026)
Best practices for building Next.js (App Router) apps with modern caching, tooling, and server/client boundaries (aligned with Next.js 16.1.1).
- AgentMIT
Next.js Expert
Expert Next.js 16 developer specializing in App Router, Server Components, Cache Components, Turbopack, and modern React patterns with TypeScript
- InstructionMIT
No Heredoc File Operations
Prevents terminal heredoc file corruption in VS Code Copilot by enforcing use of file editing tools instead of shell redirections
- SkillMIT
Noob Mode
Plain-English translation layer for non-technical Copilot CLI users. Translates every approval prompt, error message, and technical output into clear, jargon-free English with color-coded risk indicators.
- PluginMIT
Noob Mode Plugin
Plain-English translation layer for non-technical Copilot CLI users. Translates every approval prompt, error message, and technical output into clear, jargon-free English with color-coded risk indicators.
- SkillMIT
NuGet Manager
Manage NuGet packages in .NET projects/solutions. Use this skill when adding, removing, or updating NuGet package versions. It enforces using `dotnet` CLI for package management and provides strict procedures for direct file edits only when
- SkillMIT
NUnit Best Practices
Get best practices for NUnit unit testing, including data-driven tests
- InstructionMIT
Object Calisthenics Rules
Enforces Object Calisthenics principles for business domain code to ensure clean, maintainable, and robust code
- AgentMIT
octopus-release-notes-with-mcp
Generate release notes for a release in Octopus Deploy. The tools for this MCP server provide access to the Octopus Deploy APIs.
- SkillMIT
Onboarding: ContextMatic MCP
Interactive onboarding tour for the context-matic MCP server. Walks the user through what the server does, shows all available APIs, lets them pick one to explore, explains it in their project language, demonstrates model_search and endpoin
- AgentMIT
one-shot-feature-issue-planner
Cloud Agent to Turn a single new-feature request into a complete, issue-ready implementation plan without follow-up questions.
- SkillMIT
OO Component Documentation
Create or update standardized object-oriented component documentation using a shared template plus mode-specific guidance for new and existing docs.
- SkillMIT
Open a Desk
Create and open a new desk in the workshop. Sets up the folder structure, initial journal, and desk identity so the next session that sits down finds the trail.
- PluginMIT
Open Source Sponsorship Plugin
Tools and resources for Open Source Program Offices (OSPOs) to identify, evaluate, and manage sponsorship of open source dependencies through GitHub Sponsors, Open Collective, and other funding platforms.
- PluginMIT
OpenAPI to Application - C# .NET Plugin
Generate production-ready .NET applications from OpenAPI specifications. Includes ASP.NET Core project scaffolding, controller generation, entity framework integration, and C# best practices.
- PluginMIT
OpenAPI to Application - Go Plugin
Generate production-ready Go applications from OpenAPI specifications. Includes project scaffolding, handler generation, middleware setup, and Go best practices for REST APIs.
- PluginMIT
OpenAPI to Application - Java Spring Boot Plugin
Generate production-ready Spring Boot applications from OpenAPI specifications. Includes project scaffolding, REST controller generation, service layer organization, and Spring Boot best practices.
- PluginMIT
OpenAPI to Application - Node.js NestJS Plugin
Generate production-ready NestJS applications from OpenAPI specifications. Includes project scaffolding, controller and service generation, TypeScript best practices, and enterprise patterns.
- PluginMIT
OpenAPI to Application - Python FastAPI Plugin
Generate production-ready FastAPI applications from OpenAPI specifications. Includes project scaffolding, route generation, dependency injection, and Python best practices for async APIs.
- AgentMIT
OpenAPI to Application Generator
Expert assistant for generating working applications from OpenAPI specifications
- SkillMIT
Operating Cadence
Design meeting rhythms, metric reporting, quarterly planning, and decision-making velocity for scaling companies. Use when decisions are slow, planning is broken, the company is growing but alignment is worse, or leadership meetings consume
- SkillMIT
Optimize Simplicite Logs
capability to parse Simplicité logs from a raw `.txt` file, filter fields to reduce noise, and output the result as structured JSON.
- InstructionMIT
oqtane
Oqtane Module patterns
- SkillMIT
Oracle-to-PostgreSQL Database Migration
Identifies Oracle-to-PostgreSQL migration risks by cross-referencing code against known behavioral differences (empty strings, refcursors, type coercion, sorting/collations, UNION ALL planner risks, materialized-view refresh requirements, t
- AgentMIT
Oracle-to-PostgreSQL Migration Expert
Agent for Oracle-to-PostgreSQL application migrations. Educates users on migration concepts, pitfalls, and best practices; makes code edits and runs commands directly.
- PluginMIT
Oracle-to-PostgreSQL Migration Expert Plugin
Expert agent for Oracle-to-PostgreSQL application migrations in .NET solutions. Performs code edits, runs commands, and invokes extension tools to migrate .NET/Oracle data access patterns to PostgreSQL.
- WorkflowMIT
OSPO Contributors Report
Monthly contributor activity metrics across an organization's repositories.
- WorkflowMIT
OSPO Organization Health Report
Comprehensive weekly health report for a GitHub organization. Surfaces stale issues/PRs, merge time analysis, contributor leaderboards, and actionable items needing human attention.
- WorkflowMIT
OSPO Stale Repository Report
Identifies inactive repositories in your organization and generates an archival recommendation report.
- WorkflowMIT
OSS Release Compliance Checker
Analyzes a target repository against open source release requirements and posts a detailed compliance report as an issue comment.
- AgentMIT
PagerDuty Incident Responder
Responds to PagerDuty incidents by analyzing incident context, identifying recent code changes, and suggesting fixes via GitHub PRs.
- PluginMIT
Partners Plugin
Custom agents that have been created by GitHub partners
- SkillMIT
Partnership Architecture
Build and scale partner ecosystems that drive revenue and platform adoption. Use when building partner programs from scratch, tiering partnerships, managing co-marketing, making build-vs-partner decisions, or structuring crawl-walk-run part
- InstructionMIT
PCF Community Resources
PCF community resources including gallery, videos, blogs, and development tools
- SkillMIT
PDFtk Server
Skill for using the command-line tool pdftk (PDFtk Server) for working with PDF files. Use when asked to merge PDFs, split PDFs, rotate pages, encrypt or decrypt PDFs, fill PDF forms, apply watermarks, stamp overlays, extract metadata, burs
- SkillMIT
Penpot UI/UX Design Guide
Comprehensive guide for creating professional UI/UX designs in Penpot using MCP tools. Use this skill when: (1) Creating new UI/UX designs for web, mobile, or desktop applications, (2) Building design systems with components and tokens, (3)
- SkillMIT
Performance Review Writer
Draft performance reviews, self-assessments, peer reviews, and upward feedback in your own voice. Analyzes your contributions, emails, and meeting history via WorkIQ, then produces honest, impact-focused drafts using the STAR format. USE FO
- InstructionMIT
Performance Standards
Comprehensive web performance standards based on Core Web Vitals (LCP, INP, CLS), with 50+ anti-patterns, detection regex, framework-specific fixes for modern web frameworks, and modern API guidance.
- SkillMIT
Pester `Should -*` → `Should-*` Migration
Experimental (preview) Pester skill for migrating classic Should -Be (v5) assertion syntax to the new Should-* (v6) assertions (note the hyphen, no space), e.g. `Should -Be` -> `Should-Be`, `Should -Not -Be` -> `Should-NotBe`. Tracks Pester
- SkillMIT
Pester Migration
Pester migration skill for upgrading PowerShell Pester test suites across major versions — v3→v4, v4→v5, and v5→v6. Covers the Discovery/Run two-phase model, moving setup into BeforeAll, $PSScriptRoot vs $MyInvocation, mock changes (Assert-
- SkillApache-2.0
Phoenix CLI
Debug LLM applications using the Phoenix CLI. Fetch traces, analyze errors, structure trace review with open coding and axial coding, inspect datasets, review experiments, query annotation configs, and use the GraphQL API. Use whenever the
- SkillApache-2.0
Phoenix Evals
Build and run evaluators for AI/LLM applications using Phoenix.
- PluginMIT
Phoenix Plugin
Phoenix AI observability skills for LLM application debugging, evaluation, and tracing. Includes CLI debugging tools, LLM evaluation workflows, and OpenInference tracing instrumentation.
- SkillApache-2.0
Phoenix Tracing
OpenInference semantic conventions and instrumentation for Phoenix AI observability. Use when implementing LLM tracing, creating custom spans, or deploying to production.
- AgentMIT
PHP MCP Expert
Expert assistant for PHP MCP server development using the official PHP SDK with attribute-based discovery
- InstructionMIT
PHP MCP Server Development Best Practices
Best practices for building Model Context Protocol servers in PHP using the official PHP SDK with attribute-based discovery and multiple transport options
- PluginMIT
PHP MCP Server Development Plugin
Comprehensive resources for building Model Context Protocol servers using the official PHP SDK with attribute-based discovery, including best practices, project generation, and expert assistance
- SkillMIT
PHP MCP Server Generator
Generate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK
- AgentMIT
Pimcore Expert
Expert Pimcore development assistant specializing in CMS, DAM, PIM, and E-Commerce solutions with Symfony integration
- SkillApache-2.0
Pinecone RAG Skill
Build production RAG pipelines and persistent agent memory using Pinecone as the vector database backend. ALWAYS USE THIS SKILL when the user mentions Pinecone, wants to index documents for semantic search, build a retrieval-augmented gener
- AgentMIT
Plan Mode - Strategic Planning & Architecture
Strategic planning and architecture assistant focused on thoughtful analysis before implementation. Helps developers understand codebases, clarify requirements, and develop comprehensive implementation strategies.
- SkillMIT
Planning Integration Testing for Oracle-to-PostgreSQL Migration
Creates an integration testing plan for .NET data access artifacts during Oracle-to-PostgreSQL database migrations. Analyzes a single project to identify repositories, DAOs, and service layers that interact with the database, then produces
- AgentMIT
Planning mode instructions
Generate an implementation plan for new features or refactoring existing code.
- SkillMIT
PlantUML ASCII Art Diagram Generator
Generate ASCII art diagrams using PlantUML text mode. Use when user asks to create ASCII diagrams, text-based diagrams, terminal-friendly diagrams, or mentions plantuml ascii, text diagram, ascii art diagram. Supports: Converting PlantUML d
- AgentMIT
Platform SRE for Kubernetes
SRE-focused Kubernetes specialist prioritizing reliability, safe rollouts/rollbacks, security defaults, and operational verification for production-grade deployments
- InstructionMIT
Playwright .NET Test Generation Instructions
Playwright .NET test generation instructions
- InstructionMIT
Playwright Python Test Generation Instructions
Playwright Python AI test generation instructions based on official documentation.
- AgentMIT
Playwright Tester Mode
Testing mode for Playwright tests
- InstructionMIT
playwright-typescript
Playwright test generation instructions
- SkillMIT
Poka-Yoke: Make the Mistake Unsayable
Mistake-proof code so misuse cannot be expressed, rather than warning against it. Use when designing an interface, schema, or state machine and the user wants it hard to get wrong ("make invalid states unrepresentable", "so callers cannot s
- SkillMIT
Positioning Strategy
Find and own a defensible market position. Use when messaging sounds like competitors, conversion is weak despite awareness, repositioning a product, or testing positioning claims. Includes Crawl-Walk-Run rollout methodology and the word ch
- SkillMIT
PostgreSQL Code Review Assistant
PostgreSQL-specific code review assistant focusing on PostgreSQL best practices, anti-patterns, and unique quality standards. Covers JSONB operations, array usage, custom types, schema design, function optimization, and PostgreSQL-exclusive
- AgentMIT
PostgreSQL Database Administrator
Work with PostgreSQL databases using the PostgreSQL extension.
- SkillMIT
PostgreSQL Development Assistant
PostgreSQL-specific development assistant focusing on unique PostgreSQL features, advanced data types, and PostgreSQL-exclusive capabilities. Covers JSONB operations, array types, custom types, range/geometric types, full-text search, windo
- InstructionMIT
Power Apps Canvas Apps YAML Structure Guide
Comprehensive guide for working with Power Apps Canvas Apps YAML structure based on Microsoft Power Apps YAML schema v3.0. Covers Power Fx formulas, control structures, data types, and source control best practices.
- InstructionMIT
Power Apps Code Apps Development Instructions
Power Apps Code Apps development standards and best practices for TypeScript, React, and Power Platform integration
- PluginMIT
Power Apps Code Apps Development Plugin
Complete toolkit for Power Apps Code Apps development including project scaffolding, development standards, and expert guidance for building code-first applications with Power Platform integration.
- SkillMIT
Power Apps Code Apps Project Scaffolding
Scaffold a complete Power Apps Code App project with PAC CLI setup, SDK integration, and connector configuration
- InstructionMIT
Power Apps Component Framework API Reference
Complete PCF API reference with all interfaces and their availability in model-driven and canvas apps
- InstructionMIT
Power Apps Component Framework Overview
Power Apps Component Framework overview and fundamentals
- SkillMIT
Power Automate Debugging with FlowStudio MCP
Debug failing Power Automate cloud flows using the FlowStudio MCP server. The Graph API only shows top-level status codes. This skill gives your agent action-level inputs and outputs to find the actual root cause. Load this skill when asked
- SkillMIT
Power Automate Governance with FlowStudio MCP
Govern Power Automate flows and Power Apps at scale using the FlowStudio MCP cached store. Classify flows by business impact, detect orphaned resources, audit connector usage, enforce compliance standards, manage notification rules, and com
- SkillMIT
Power Automate Monitoring with FlowStudio MCP
Pro+ subscription required. Tenant-wide Power Automate monitoring using the FlowStudio MCP cached store: failure rates, run-health trends, maker/app inventory, inactive owners, and compliance/health reports. Use only for aggregated tenant v
- SkillMIT
Power Automate via FlowStudio MCP — Foundation
Foundation skill for Power Automate via FlowStudio MCP — auth setup, the reusable MCP helper (Python + Node.js), tool discovery via `list_skills` / `tool_search`, and oversized-response handling. Load this skill first when connecting an age
- InstructionMIT
Power BI Custom Visuals Development Best Practices
Comprehensive Power BI custom visuals development guide covering React, D3.js integration, TypeScript patterns, testing frameworks, and advanced visualization techniques.
- SkillMIT
Power BI Data Model Design Review
Comprehensive Power BI data model design review prompt for evaluating model architecture, relationships, and optimization opportunities.
- InstructionMIT
Power BI Data Modeling Best Practices
Comprehensive Power BI data modeling best practices based on Microsoft guidance for creating efficient, scalable, and maintainable semantic models using star schema principles.
- AgentMIT
Power BI Data Modeling Expert Mode
Expert Power BI data modeling guidance using star schema principles, relationship design, and Microsoft best practices for optimal model performance and usability.
- InstructionMIT
Power BI DAX Best Practices
Comprehensive Power BI DAX best practices and patterns based on Microsoft guidance for creating efficient, maintainable, and performant DAX formulas.
- AgentMIT
Power BI DAX Expert Mode
Expert Power BI DAX guidance using Microsoft best practices for performance, readability, and maintainability of DAX formulas and calculations.
- SkillMIT
Power BI DAX Formula Optimizer
Comprehensive Power BI DAX formula optimization prompt for improving performance, readability, and maintainability of DAX calculations.
- PluginMIT
Power BI Development Plugin
Comprehensive Power BI development resources including data modeling, DAX optimization, performance tuning, visualization design, security best practices, and DevOps/ALM guidance for building enterprise-grade Power BI solutions.
- InstructionMIT
Power BI DevOps and Application Lifecycle Management Best Practices
Comprehensive guide for Power BI DevOps, Application Lifecycle Management (ALM), CI/CD pipelines, deployment automation, and version control best practices.
- AgentMIT
Power BI Performance Expert Mode
Expert Power BI performance optimization guidance for troubleshooting, monitoring, and improving the performance of Power BI models, reports, and queries.
- SkillMIT
Power BI Performance Troubleshooting Guide
Systematic Power BI performance troubleshooting prompt for identifying, diagnosing, and resolving performance issues in Power BI models, reports, and queries.
- InstructionMIT
Power BI Report Design and Visualization Best Practices
Comprehensive Power BI report design and visualization best practices based on Microsoft guidance for creating effective, accessible, and performant reports and dashboards.
- SkillMIT
Power BI Report Visualization Designer
Power BI report visualization design prompt for creating effective, user-friendly, and accessible reports with optimal chart selection and layout design.
- InstructionMIT
Power BI Security and Row-Level Security Best Practices
Comprehensive Power BI Row-Level Security (RLS) and advanced security patterns implementation guide with dynamic security, best practices, and governance strategies.
- SkillMIT
Power BI Semantic Modeling
Power BI semantic modeling assistant for building optimized data models. Use when working with Power BI semantic models, creating measures, designing star schemas, configuring relationships, implementing RLS, or optimizing model performance
- AgentMIT
Power BI Visualization Expert Mode
Expert Power BI report design and visualization guidance using Microsoft best practices for creating effective, performant, and user-friendly reports and dashboards.
- PluginMIT
Power Platform Architect Plugin
Solution Architect for the Microsoft Power Platform, turning business requirements into functioning Power Platform solution architectures.
- SkillMIT
Power Platform Architect Skill
Use this skill when the user needs to transform business requirements, use case descriptions, or meeting transcripts into a technical Power Platform solution architecture, including component selection and Mermaid.js diagrams.
- InstructionMIT
Power Platform Connectors Schema Development Instructions
Comprehensive development guidelines for Power Platform Custom Connectors using JSON Schema definitions. Covers API definitions (Swagger 2.0), API properties, and settings configuration with Microsoft extensions.
- AgentMIT
Power Platform Expert
Power Platform expert providing guidance on Code Apps, canvas apps, Dataverse, connectors, and Power Platform best practices
- PluginMIT
Power Platform MCP Connector Development Plugin
Complete toolkit for developing Power Platform custom connectors with Model Context Protocol integration for Microsoft Copilot Studio
- SkillMIT
Power Platform MCP Connector Generator
Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support
- SkillMIT
Power Platform MCP Connector Suite
Generate complete Power Platform custom connector with MCP integration for Copilot Studio - includes schema generation, troubleshooting, and validation
- InstructionMIT
Power Platform MCP Custom Connector Development
Instructions for developing Power Platform custom connectors with Model Context Protocol (MCP) integration for Microsoft Copilot Studio
- AgentMIT
Power Platform MCP Integration Expert
Expert in Power Platform custom connector development with MCP integration for Copilot Studio - comprehensive knowledge of schemas, protocols, and integration patterns
- InstructionMIT
PowerShell Cmdlet Development Guidelines
PowerShell cmdlet and scripting best practices based on Microsoft guidelines
- InstructionMIT
PowerShell Pester v6 Testing Guidelines
PowerShell Pester testing best practices based on Pester v6 conventions
- SkillMIT
PR Dashboard
Open a GitHub PR dashboard in the browser. Use when the user asks to see their pull requests, open the PR dashboard, show PRs for a date range, or check PR status. Trigger phrases include "show my PRs", "open PR dashboard", "pull request da
- SkillMIT
PR Screenshots
Embed before/after screenshots and annotated images in pull request descriptions. Covers PR description patterns, image upload for Azure DevOps and GitHub, and sizing best practices.
- AgentMIT
Principal software engineer
Provide principal-level software engineering guidance with focus on engineering excellence, technical leadership, and pragmatic implementation.
- SkillMIT
Product Manager Assistant: Feature Identification and Specification
This workflow guides you through a systematic approach to identify missing features, prioritize them, and create detailed specifications for implementation.
- SkillMIT
Product Requirements Document (PRD)
Generate high-quality Product Requirements Documents (PRDs) for software systems and AI-powered features. Includes executive summaries, user stories, technical specifications, and risk analysis.
- SkillMIT
Product-Led Growth
Build self-serve acquisition and expansion motions. Use when deciding PLG vs sales-led, optimizing activation, driving freemium conversion, building growth equations, or recognizing when product complexity demands human touch. Includes the
- AgentMIT
Project Architecture Planner
Holistic software architecture planner that evaluates tech stacks, designs scalability roadmaps, performs cloud-agnostic cost analysis, reviews existing codebases, and delivers interactive Mermaid diagrams with HTML preview and draw.io expo
- InstructionMIT
Project Context
Instructions for GitHub Copilot to generate code in a Moodle project context.
- SkillMIT
Project Discovery & Assessment
Ready-to-use prompts for comprehensive .NET framework upgrade analysis and execution
- AgentMIT
Project Documenter
Generates professional MS Word project documentation with draw.io architecture diagrams and embedded PNG images. Automatically discovers any project's technology stack, architecture, and code structure. Produces Markdown, draw.io diagrams,
- PluginMIT
Project Documenter Plugin
Generate professional project documentation with draw.io architecture diagrams and Word (.docx) output with embedded images. Automatically discovers any project's technology stack and produces Markdown, diagrams, PNG exports, and a formatte
- SkillMIT
Project Folder Structure Blueprint Generator
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 blueprints with visualization options, n
- PluginMIT
Project Planning & Management Plugin
Tools and guidance for software project planning, feature breakdown, epic management, implementation planning, and task organization for development teams.
- SkillMIT
Project Workflow Documentation Generator
Comprehensive technology-agnostic prompt generator for documenting end-to-end application workflows. Automatically detects project architecture patterns, technology stacks, and data flow patterns to generate detailed implementation blueprin
- AgentMIT
Prompt Builder
Expert prompt engineering and validation system for creating high-quality prompts - Brought to you by microsoft/edge-ai
- AgentMIT
Prompt Engineer
A specialized chat mode for analyzing and improving prompts. Every user input is treated as a prompt to be improved. It first provides a detailed analysis of the original prompt within a <reasoning> tag, evaluating it against a systematic f
- SkillMIT
Prompt Optimizer
Turn any rough prompt, half-formed idea, or task description into a finished, ready-to-send prompt optimized for any LLM model inside a chat interface — NOT the API. Use this skill whenever the user wants to write, rewrite, optimize, improv
- SkillMIT
Protobuf and gRPC API Review
Review Protocol Buffer (.proto) and gRPC API changes for wire and JSON compatibility, safe schema evolution, rollout hazards, and RPC contract quality. Use when reviewing proto diffs, adding or changing messages and services, planning migra
- SkillMIT
publish-to-pages
Publish presentations and web content to GitHub Pages. Converts PPTX, PDF, HTML, or Google Slides to a live GitHub Pages URL. Handles repo creation, file conversion, Pages enablement, and returns the live URL. Use when the user wants to pub
- AgentMIT
PySpark Expert Agent
Diagnose PySpark performance bottlenecks, distributed execution pitfalls, and suggest Spark-native rewrites and safer distributed patterns (incl. mapInPandas guidance).
- SkillMIT
pytest-coverage
Run pytest tests with coverage, discover lines missing coverage, and increase coverage to 100%.
- SkillMIT
Python Azure IoT Edge Modules
Build and operate Python Azure IoT Edge modules with robust messaging, deployment manifests, observability, and production readiness checks.
- InstructionMIT
Python MCP Server Development
Instructions for building Model Context Protocol (MCP) servers using the Python SDK v2
- PluginMIT
Python MCP Server Development Plugin
Build Model Context Protocol (MCP) servers in Python with the official MCP Python SDK v2 (MCPServer). Includes a skill that generates a server project and an expert agent for guidance.
- AgentMIT
Python MCP Server Expert
Expert assistant for developing Model Context Protocol (MCP) servers in Python
- SkillMIT
Python MCP Server Generator
Use this skill when the user wants to create a new Model Context Protocol (MCP) server in Python. Also use it to expose Python functions, an API, or a database to AI clients as MCP tools. The skill makes a uv project with the MCP Python SDK
- AgentMIT
Python Notebook Sample Builder
Custom agent for building Python Notebooks in VS Code that demonstrate Azure and AI features
- SkillMIT
Python PyPI Package Builder Skill
End-to-end skill for building, testing, linting, versioning, and publishing a production-grade Python library to PyPI. Covers all four build backends (setuptools+setuptools_scm, hatchling, flit, poetry), PEP 440 versioning, semantic version
- AgentMIT
QA
Meticulous QA subagent for test planning, bug hunting, edge-case analysis, and implementation verification.
- InstructionMIT
QA Engineering Best Practices
Comprehensive QA engineering best practices covering test strategy, test pyramid, naming conventions, assertion patterns, bug reporting, and automation guidelines for modern software projects.
- SkillMIT
Qdrant Clients SDK
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
- SkillMIT
Qdrant Monitoring
Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', or needs to set up Prometheus, G
- SkillMIT
Qdrant Performance Optimization
Different techniques to optimize the performance of Qdrant, including indexing strategies, query optimization, and hardware considerations. Use when you want to improve the speed and efficiency of your Qdrant deployment.
- SkillMIT
Qdrant Scaling
Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput', 'cluster is slow', 'too many tenants', 'vertical or horizontal', 'how to shard', or 'need to add capa
- SkillMIT
Qdrant Search Quality
Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', '
- SkillMIT
Qdrant Version Upgrade
Guidance on how to upgrade your Qdrant version without interrupting the availability of your application and ensuring data integrity.
- SkillApache-2.0
Quality Playbook Generator
Run a complete quality engineering audit on any codebase. Derives behavioral requirements from the code, generates spec-traced functional tests, runs a three-pass code review with regression tests, executes a multi-model spec audit (Council
- AgentMIT
quality-playbook
Run a complete quality engineering audit on any codebase. Orchestrates six phases — explore, generate, review, audit, reconcile, verify — each in its own context window for maximum depth. Then runs iteration strategies to find even more bug
- InstructionMIT
quarkus
Quarkus development standards and instructions
- SkillMIT
Quarkus Application Development
Write Quarkus application code: REST with Quarkus REST, validation, exception mappers, OpenAPI, configuration, CDI (ArC), Hibernate ORM with Panache, Mutiny and virtual threads, Reactive Messaging with Kafka, OIDC security, health, metrics,
- SkillMIT
Quarkus Dev Services and Testing
Quarkus Dev Services and testing: zero-config containers, @QuarkusTest, @QuarkusIntegrationTest, test resources, RestAssured, @InjectMock, profiles and continuous testing. Use when writing or fixing tests in a Quarkus project.
- InstructionMIT
Quarkus MCP Server
Quarkus MCP Server development standards and instructions, with Streamable HTTP (preferred) and legacy HTTP SSE transports
- SkillMIT
Quarkus Native and Container
Build Quarkus native executables (Mandrel/GraalVM), fix native failures with reflection registration, test the native binary, and produce container images and Kubernetes/OpenShift manifests. Use for native, Docker, Jib or Kubernetes work in
- SkillMIT
Quasi-Coder Skill
Expert 10x engineer skill for interpreting and implementing code from shorthand, quasi-code, and natural language descriptions. Use when collaborators provide incomplete code snippets, pseudo-code, or descriptions with potential typos or in
- SkillMIT
Quinn Profile
Collaboration profile for Quinn: curious, energetic, and implementation-focused partnership patterns for Ember sessions with Alison.
- InstructionMIT
R Programming Language Instructions
R language and document formats (R, Rmd, Quarto): coding standards and Copilot guidance for idiomatic, safe, and consistent code generation.
- SkillMIT
React 18 Automatic Batching Patterns
Provides exact patterns for diagnosing and fixing automatic batching regressions in React 18 class components. Use this skill whenever a class component has multiple setState calls in an async method, inside setTimeout, inside a Promise .th
- SkillMIT
React 18 Enzyme → RTL Migration
Provides exact Enzyme → React Testing Library migration patterns for React 18 upgrades. Use this skill whenever Enzyme tests need to be rewritten - shallow, mount, wrapper.find(), wrapper.simulate(), wrapper.prop(), wrapper.state(), wrapper
- SkillMIT
React 18 Legacy Context Migration
Provides the complete migration pattern for React legacy context API (contextTypes, childContextTypes, getChildContext) to the modern createContext API. Use this skill whenever migrating legacy context in class components - this is always a
- SkillMIT
React 18 Lifecycle Patterns
Provides exact before/after migration patterns for the three unsafe class component lifecycle methods - componentWillMount, componentWillReceiveProps, and componentWillUpdate - targeting React 18.3.1. Use this skill whenever a class compone
- SkillMIT
React 18 String Refs Migration
Provides exact migration patterns for React string refs (ref="name" + this.refs.name) to React.createRef() in class components. Use this skill whenever migrating string ref usage - including single element refs, multiple refs in a component
- PluginMIT
React 18 Upgrade Plugin
Enterprise React 18 migration toolkit with specialized agents and skills for upgrading React 16/17 class-component codebases to React 18.3.1. Includes auditor, dependency surgeon, class component migration specialist, automatic batching fix
- SkillMIT
React 19 Concurrent Patterns
Preserve React 18 concurrent patterns and adopt React 19 APIs (useTransition, useDeferredValue, Suspense, use(), useOptimistic, Actions) during migration.
- SkillMIT
React 19 Source Migration Patterns
Reference for React 19 source-file migration patterns, including API changes, ref handling, and context updates.
- SkillMIT
React 19 Test Migration Patterns
Provides before/after patterns for migrating test files to React 19 compatibility, including act() imports, Simulate removal, and StrictMode call count changes.
- PluginMIT
React 19 Upgrade Plugin
Enterprise React 19 migration toolkit with specialized agents and skills for upgrading React 18 codebases to React 19. Includes auditor, dependency surgeon, source code migrator, and test guardian. Handles removal of deprecated APIs includi
- SkillMIT
React Audit Grep Patterns
Provides the complete, verified grep scan command library for auditing React codebases before a React 18.3.1 or React 19 upgrade. Use this skill whenever running a migration audit - for both the react18-auditor and react19-auditor agents. C
- InstructionMIT
React Controls & Platform Libraries
React controls and platform libraries for PCF components
- SkillMIT
React Dependency Compatibility Matrix
React 18.3.1 and React 19 dependency compatibility matrix.
- AgentMIT
react18-auditor
Deep-scan specialist for React 16/17 class-component codebases targeting React 18.3.1. Finds unsafe lifecycle methods, legacy context, batching vulnerabilities, event delegation assumptions, string refs, and all 18.3.1 deprecation surface.
- AgentMIT
react18-batching-fixer
Automatic batching regression specialist. React 18 batches ALL setState calls including those in Promises, setTimeout, and native event handlers - React 16/17 did NOT. Class components with async state chains that assumed immediate intermed
- AgentMIT
react18-class-surgeon
Class component migration specialist for React 16/17 → 18.3.1. Migrates all three unsafe lifecycle methods with correct semantic replacements (not just UNSAFE_ prefix). Migrates legacy context to createContext, string refs to React.createRe
- AgentMIT
react18-commander
Master orchestrator for React 16/17 → 18.3.1 migration. Designed for class-component-heavy codebases. Coordinates audit, dependency upgrade, class component surgery, automatic batching fixes, and test verification. Uses memory to gate each
- AgentMIT
react18-dep-surgeon
Dependency upgrade specialist for React 16/17 → 18.3.1. Pins to 18.3.1 exactly (not 18.x latest). Upgrades RTL to v14, Apollo 3.8+, Emotion 11.10+, react-router v6. Detects and blocks on Enzyme (no React 18 support). Returns GO/NO-GO to com
- AgentMIT
react18-test-guardian
Test suite fixer and verifier for React 16/17 → 18.3.1 migration. Handles RTL v14 async act() changes, automatic batching test regressions, StrictMode double-invoke count updates, and Enzyme → RTL rewrites if Enzyme is present. Loops until
- AgentMIT
react19-auditor
Deep-scan specialist that identifies every React 19 breaking change and deprecated pattern across the entire codebase. Produces a prioritized migration report at .github/react19-audit.md. Reads everything, touches nothing. Invoked as a suba
- AgentMIT
react19-commander
Master orchestrator for React 19 migration. Invokes specialist subagents in sequence - auditor, dep-surgeon, migrator, test-guardian - and gates advancement between steps. Uses memory to track migration state across the pipeline. Zero toler
- AgentMIT
react19-dep-surgeon
Dependency upgrade specialist. Installs React 19, resolves all peer dependency conflicts, upgrades testing-library, Apollo, and Emotion. Uses memory to log each upgrade step. Returns GO/NO-GO to the commander. Invoked as a subagent by react
- AgentMIT
react19-migrator
Source code migration engine. Rewrites every deprecated React pattern to React 19 APIs - forwardRef, defaultProps, ReactDOM.render, legacy context, string refs, useRef(). Uses memory to checkpoint progress per file. Never touches test files
- AgentMIT
react19-test-guardian
Test suite fixer and verification specialist. Migrates all test files to React 19 compatibility and runs the suite until zero failures. Uses memory to track per-file fix progress and failure history. Does not stop until npm test reports 0 f
- SkillMIT
README Generator Prompt
Intelligent README.md generation prompt that analyzes project documentation structure and creates comprehensive repository documentation. Scans .github/copilot directory files and copilot-instructions.md to extract project information, tech
- SkillMIT
Rebase the Current Branch
Rebase the currently checked out feature branch onto the latest upstream default branch. Use when asked to update a branch with main or master, rebase the current branch onto the default branch, or sync a feature branch before review. Detec
- AgentMIT
reepl-linkedin
AI-powered LinkedIn content creation, scheduling, and analytics agent. Create posts, carousels, and manage your LinkedIn presence with GitHub Copilot.
- SkillMIT
Refactor
Surgical code refactoring to improve maintainability without changing behavior. Covers extracting functions, renaming variables, breaking down god functions, improving type safety, eliminating code smells, and applying design patterns. Less
- SkillMIT
Refactor Method to Reduce Cognitive Complexity
Refactor given method `${input:methodName}` to reduce its cognitive complexity to `${input:complexityThreshold}` or below, by extracting helper methods.
- SkillMIT
Refactor Plan
Create a concrete plan before starting a multi-file refactor. Use when the user asks to plan, sequence, scope, or safely execute a refactor across multiple files; always investigate first, output the plan, and wait for confirmation before m
- SkillMIT
Refactoring Java Methods with Extract Method
Refactoring using Extract Methods in Java Language
- SkillMIT
Refactoring Java Methods with Remove Parameter
Refactoring using Remove Parameter in Java Language
- AgentMIT
Refine Requirement or Issue
Refine the requirement or issue with Acceptance Criteria, Technical Considerations, Edge Cases, and NFRs
- WorkflowMIT
Relevance Check
Slash command to evaluate whether an issue or pull request is still relevant to the project
- WorkflowMIT
Relevance Summary
Manually triggered workflow that summarizes all open issues and PRs with a /relevance-check response into a single issue
- SkillMIT
remember-interactive-programming
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 has a live REPL that the agent can use. Ad
- AgentMIT
Repo Architect Agent
Bootstraps and validates agentic project structures for GitHub Copilot (VS Code) and OpenCode CLI workflows. Run after `opencode /init` or VS Code Copilot initialization to scaffold proper folder hierarchies, instructions, agents, skills, a
- SkillMIT
Repository Analysis: [Repo Name]
Generate a comprehensive repository summary and narrative story from commit history
- SkillMIT
Requesting Code Review
Use when completing tasks, implementing major features, or before merging to verify work meets requirements
- AgentMIT
Research Harness Engineer
Research harness engineer for experiment campaigns: builds evaluation harnesses that are hard to fool, then keeps every reported number honest - null models first, calibration/held-out separation, baseline reproduction before improvement cl
- SkillApache-2.0
Resemble Detect — Deepfake Detection & Media Safety
Deepfake detection and media safety — detect AI-generated audio, images, video, and text, trace synthesis sources, apply watermarks, verify speaker identity, and analyze media intelligence using Resemble AI
- SkillMIT
resx-source-generator-migration
Migrates a project that uses checked-in .designer.cs files behind .resx to using a source-generator instead
- SkillMIT
review-and-refactor
Review and refactor code in your project according to defined instructions
- SkillMIT
Rhino 3D Scripting Skill
Authoring and debugging scripts for Rhinoceros 3D (Rhino 8 and later). Use when asked to write RhinoScript (VBScript / .rvb / .vbs), RhinoPython, or RhinoCommon-based scripts; automate Rhino modeling tasks; build command macros; manipulate
- SkillMIT
Roslyn Analyzers and Source Generators
Build, review, debug, package, and test Roslyn diagnostic analyzers, code fix providers, and incremental source generators. Use for DiagnosticAnalyzer, CodeFixProvider, IIncrementalGenerator, IOperation analysis, Microsoft.CodeAnalysis depe
- PluginMIT
Roundup
Self-configuring status briefing generator. Learns your communication style from examples, discovers your data sources, and produces draft updates for any audience on demand.
- SkillMIT
Roundup
Generate personalized status briefings on demand. Pulls from your configured data sources (GitHub, email, Teams, Slack, and more), synthesizes across them, and drafts updates in your own communication style for any audience you define.
- SkillMIT
Roundup Setup
Interactive onboarding that learns your communication style, audiences, and data sources to configure personalized status briefings. Paste in examples of updates you already write, answer a few questions, and roundup calibrates itself to yo
- AgentMIT
Ruby MCP Expert
Expert assistance for building Model Context Protocol servers in Ruby using the official MCP Ruby SDK gem with Rails integration.
- InstructionMIT
Ruby MCP Server Development Guidelines
Best practices and patterns for building Model Context Protocol (MCP) servers in Ruby using the official MCP Ruby SDK gem.
- PluginMIT
Ruby MCP Server Development Plugin
Complete toolkit for building Model Context Protocol servers in Ruby using the official MCP Ruby SDK gem with Rails integration support.
- SkillMIT
Ruby MCP Server Generator
Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem.
- InstructionMIT
Ruby on Rails
Ruby on Rails coding conventions and guidelines
- SkillMIT
Ruff Recursive Fix
Run Ruff checks with optional scope and rule overrides, apply safe and unsafe autofixes iteratively, review each change, and resolve remaining findings with targeted edits or user decisions.
- AgentMIT
RUG
Pure orchestration agent that decomposes requests, delegates all work to subagents, validates outcomes, and repeats until complete.
- PluginMIT
RUG Agentic Workflow Plugin
Three-agent workflow for orchestrated software delivery with an orchestrator plus implementation and QA subagents.
- InstructionMIT
Rust Coding Conventions and Best Practices
Rust programming language coding conventions and best practices
- AgentMIT
Rust MCP Expert
Expert assistant for Rust MCP server development using the rmcp SDK with tokio async runtime
- InstructionMIT
Rust MCP Server Development Best Practices
Best practices for building Model Context Protocol servers in Rust using the official rmcp SDK with async/await patterns
- PluginMIT
Rust MCP Server Development Plugin
Build high-performance Model Context Protocol servers in Rust using the official rmcp SDK with async/await, procedural macros, and type-safe implementations.
- SkillMIT
Rust MCP Server Generator
Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK
- AgentMIT
Salesforce Apex & Triggers Development
Implement Salesforce business logic using Apex classes and triggers with production-quality code following Salesforce best practices.
- SkillMIT
Salesforce Apex Quality Guardrails
Apex code quality guardrails for Salesforce development. Enforces bulk-safety rules (no SOQL/DML in loops), sharing model requirements, CRUD/FLS security, SOQL injection prevention, PNB test coverage (Positive / Negative / Bulk), and modern
- SkillMIT
Salesforce Component Quality Standards
Quality standards for Salesforce Lightning Web Components (LWC), Aura components, and Visualforce pages. Covers SLDS 2 compliance, accessibility (WCAG 2.1 AA), data access pattern selection, component communication rules, XSS prevention, CS
- PluginMIT
Salesforce Development Plugin
Complete Salesforce agentic development environment covering Apex & Triggers, Flow automation, Lightning Web Components, Aura components, and Visualforce pages.
- AgentMIT
Salesforce Expert Agent
Provide expert Salesforce Platform guidance, including Apex Enterprise Patterns, LWC, integration, and Aura-to-LWC migration.
- SkillMIT
Salesforce Flow Design and Validation
Salesforce Flow architecture decisions, flow type selection, bulk safety validation, and fault handling standards. Use this skill when designing or reviewing Record-Triggered, Screen, Autolaunched, Scheduled, or Platform Event flows to ensu
- AgentMIT
Salesforce Flow Development
Implement business automation using Salesforce Flow following declarative automation best practices.
- AgentMIT
Salesforce UI Development (Aura & LWC)
Implement Salesforce UI components using Lightning Web Components and Aura components following Lightning framework best practices.
- AgentMIT
Salesforce Visualforce Development
Implement Visualforce pages and controllers following Salesforce MVC architecture and best practices.
- SkillMIT
Sandbox npm Install
Install npm packages in a Docker sandbox environment. Use this skill whenever you need to install, reinstall, or update node_modules inside a container where the workspace is mounted via virtiofs. Native binaries (esbuild, lightningcss, rol
- AgentMIT
sast-sca-security-analyzer
Use when you perform SAST or SCA security scans. Identifies code flaws, audits third-party dependencies, checks policy compliance, and generates structured security reports with CWE mappings and file locations.
- SkillMIT
Scaffolding an Integration Test Project for Oracle-to-PostgreSQL Migration
Scaffolds an xUnit integration test project targeting Oracle in .NET solutions. Creates the test project, transaction-rollback base class, and seed data manager. Use only during Phase 3, before writing Oracle baseline integration tests. Do
- InstructionMIT
Scala + Apache Spark Best Practices
Best practices for building Apache Spark applications in Scala, covering DataFrames, Datasets, SparkSQL, performance tuning, testing, and production deployment patterns.
- InstructionMIT
Scala Best Practices
Scala 2.12/2.13 programming language coding conventions and best practices following Databricks style guide for functional programming, type safety, and production code quality.
- AgentMIT
Scientific Paper Research
Research agent that searches scientific papers and retrieves structured experimental data from full-text studies using the BGPT MCP server.
- SkillMIT
ScoutQA Testing Skill
This skill should be used when the user asks to "test this website", "run exploratory testing", "check for accessibility issues", "verify the login flow works", "find bugs on this page", or requests automated QA testing. Triggers on web app
- SkillMIT
Screen Recording
Create annotated animated GIF demos and screen recordings for pull requests and documentation. Covers frame capture, timing, imageio-based GIF creation, and per-frame annotation workflows.
- AgentMIT
SE: Architect
System architecture review specialist with Well-Architected frameworks, design validation, and scalability analysis for AI and distributed systems
- AgentMIT
SE: DevOps/CI
DevOps specialist for CI/CD pipelines, deployment debugging, and GitOps workflows focused on making deployments boring and reliable
- AgentMIT
SE: Product Manager
Product management guidance for creating GitHub issues, aligning business value with user needs, and making data-driven product decisions
- AgentMIT
SE: Responsible AI
Responsible AI specialist ensuring AI works for everyone through bias prevention, accessibility compliance, ethical development, and inclusive design
- AgentMIT
SE: Security
Security-focused code review specialist with OWASP Top 10, Zero Trust, LLM security, and enterprise security standards
- AgentMIT
SE: Tech Writer
Technical writing specialist for creating developer documentation, technical blogs, tutorials, and educational content
- AgentMIT
SE: UX Designer
Jobs-to-be-Done analysis, user journey mapping, and UX research artifacts for Figma and design workflows
- AgentMIT
Search & AI Optimization Expert
Expert guidance for modern search optimization: SEO, Answer Engine Optimization (AEO), and Generative Engine Optimization (GEO) with AI-ready content strategies
- SkillMIT
Secret Scanning
Guide for configuring and managing GitHub secret scanning, push protection, custom patterns, and secret alert remediation. For pre-commit secret scanning in AI coding agents via the GitHub MCP Server, this skill references the Advanced Secu
- HookMIT
Secrets Scanner
Scans files modified during a Copilot coding agent session for leaked secrets, credentials, and sensitive data
- PluginMIT
Security & Code Quality Plugin
Security frameworks, accessibility guidelines, performance optimization, and code quality best practices for building secure, maintainable, and high-performance applications.
- SkillMIT
Security Review
AI-powered codebase security scanner that reasons about code like a security researcher — tracing data flows, understanding component interactions, and catching vulnerabilities that pattern-matching tools miss. Use this skill when asked to
- InstructionMIT
Security Standards
Comprehensive secure coding standards based on OWASP Top 10 2025, with 55+ anti-patterns, detection regex, framework-specific fixes for modern web and backend frameworks, and AI/LLM security guidance.
- InstructionMIT
Self-explanatory Code Commenting Instructions
Guidelines for GitHub Copilot to write comments to achieve self-explanatory code with less comments. Examples are in JavaScript but it should work on any language that has comments.
- SkillMIT
Semantic Kernel
Create, update, refactor, explain, or review Semantic Kernel solutions using shared guidance plus language-specific references for .NET and Python.
- AgentMIT
Senior Cloud Architect
Expert in modern architecture design patterns, NFR requirements, and creating comprehensive architectural diagrams and documentation
- AgentMIT
Sensei - Junior Mentor
Socratic mentor for junior developers. Guides through questions, never gives direct answers. Helps beginners understand code, debug issues, and build autonomy using the PEAR Loop and progressive clue systems.
- SkillMIT
Server-Side Conversion Tracking
Set up server-side conversion tracking so purchases are reported accurately to Facebook, TikTok, Google and Bing despite iOS restrictions, ad blockers and cookie loss. Use when conversions are under-reported, when platform-reported purchase
- HookMIT
Session Auto-Commit
Automatically commits and pushes changes when a Copilot coding agent session ends
- HookMIT
Session Logger
Logs all Copilot coding agent session activity for audit and analysis
- SkillMIT
Setup My IQ: Create and Update Context Portfolio
Create, set up, or update the personal context portfolio: structured markdown files describing who you are, how you work, your teams, and your tool/ADO configuration. Runs the interview workflow for first-time setup and targeted edits for u
- InstructionMIT
Shell Scripting Guidelines
Shell scripting best practices and conventions for bash, sh, zsh, and other shells
- AgentMIT
Shopify Expert
Expert Shopify development assistant specializing in theme development, Liquid templating, app development, and Shopify APIs
- SkillMIT
Shopify review triage - public low-star reviews to a P0-P3 brief
Use this skill when someone wants public Shopify App Store reviews, low-star reviews, or merchant feedback triaged, prioritized, clustered, or turned into a product or support brief. Trigger for prompts like "triage these app store reviews"
- SkillMIT
Shuffle JSON Data
Shuffle repetitive JSON objects safely by validating schema consistency before randomising entries.
- SkillApache-2.0
Skill Creator
Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with varia
- PluginMIT
Skill Image Gen
Generate images using AI directly from your coding workflow. Supports OpenAI (gpt-image-2) and Google Gemini. BYO API key — the skill guides you through setup on first use.
- SkillMIT
SKILL: Creating Agent Users in Microsoft Entra Agent ID
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.
- SkillApache-2.0
Slack GIF Creator
Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request animated GIFs for Slack like "make me a GIF of X doing Y for Slack."
- SkillMIT
Slang Shader Expert
Use when working with Slang shaders, shader modules, HLSL-compatible GPU code, graphics pipelines, compute shaders, tessellation, ray tracing, parameter blocks, generics, interfaces, capabilities, cross-compilation, shader optimization, sha
- SkillMIT
Snowflake Semantic Views
Create, alter, and validate Snowflake semantic views using Snowflake CLI (snow). Use when asked to build or troubleshoot semantic views/semantic layer definitions with CREATE/ALTER SEMANTIC VIEW, to validate semantic-view DDL against Snowfl
- AgentMIT
Software Engineer Agent
Expert-level software engineering agent. Deliver production-ready, maintainable code. Execute systematically and specification-driven. Document comprehensively. Operate autonomously and adaptively.
- PluginMIT
Software Engineering Team Plugin
7 specialized agents covering the full software development lifecycle from UX design and architecture to security and DevOps.
- SkillMIT
Speak Summary
Convert text, markdown, or a summary produced by another skill into a listenable MP3 using local CPU-only neural text-to-speech. Rewrites written prose for the ear before synthesising. Use when the user asks to "read this out", "turn this i
- InstructionMIT
Spec Driven Workflow v1
Specification-Driven Workflow v1 provides a structured approach to software development, ensuring that requirements are clearly defined, designs are meticulously planned, and implementations are thoroughly documented and validated.
- AgentMIT
Specification
Generate or update specification documents for new or existing functionality.
- SkillMIT
Sponsor Finder
Find which of a GitHub repository's dependencies are sponsorable via GitHub Sponsors. Uses deps.dev API for dependency resolution across npm, PyPI, Cargo, Go, RubyGems, Maven, and NuGet. Checks npm funding metadata, FUNDING.yml files, and w
- InstructionMIT
Spring Boot 3.x to 4.0 Migration Guide
Comprehensive guide for migrating Spring Boot applications from 3.x to 4.0, focusing on Gradle Kotlin DSL and version catalogs
- SkillMIT
Spring Boot Best Practices
Get best practices for developing applications with Spring Boot.
- InstructionMIT
Spring Boot Development
Guidelines for building Spring Boot base applications
- SkillMIT
Spring Boot Testing
Expert Spring Boot 4 testing specialist that selects the best Spring Boot testing techniques for your situation with Junit 6 and AssertJ.
- SkillMIT
Spring Boot with Kotlin Best Practices
Get best practices for developing applications with Spring Boot and Kotlin.
- SkillMIT
SQL Code Review
Universal SQL code review assistant that performs comprehensive security, maintainability, and code quality analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Focuses on SQL injection prevention, access control, code
- InstructionMIT
SQL Development
Guidelines for generating SQL statements and stored procedures
- SkillMIT
SQL Object Impact Analysis
Before modifying a table, column, stored procedure, view, or trigger in a legacy codebase, trace every place that references it — across other SQL objects (procs, views, triggers) AND application code (C#, Angular/TypeScript, JS, or any lan
- SkillMIT
SQL Performance Optimization Assistant
Universal SQL performance optimization assistant for comprehensive query tuning, indexing strategies, and database performance analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Provides execution plan analysis, pagi
- SkillMIT
SQL Server Table Reconciliation
Use when: comparing SQL Server tables across instances, data migration validation, ETL verification, row mismatch detection, schema drift, reconciliation report, production vs staging comparison. Uses mssql-python driver with Apache Arrow f
- SkillMIT
SSMA Console — Oracle to SQL Server Migration
Use when: SSMA console operations — create project, generate assessment report, convert schema, migrate data, Oracle to SQL Server migration, schema conversion, data migration
- AgentMIT
stackhawk-security-onboarding
Automatically set up StackHawk security testing for your repository with generated configuration and GitHub Actions workflow
- SkillMIT
Steno Mode
Shorthand-first response compression that cuts ~40% of response tokens while preserving technical precision and exact literals. Use when the user says "steno mode", "shorthand mode", "compressed responses", "token reduction", "brief structu
- SkillMIT
Stop Making UI Slop
Stop coding agents from shipping generic UI. Use UIZZE's 800,000+ real web and iOS screens to build product-specific interfaces, define a design contract, cover required states, and run a hard finish gate. Use when designing, implementing,
- PluginMIT
Structured Autonomy Plugin
Premium planning, thrifty implementation
- SkillMIT
structured-autonomy-implement
Structured Autonomy Implementation Prompt
- InstructionMIT
Style Components with Modern Theming (Preview)
Style components with modern theming using Fluent UI
- SkillMIT
Subagent-Driven Development
Use when executing implementation plans with independent tasks in the current session
- SkillMIT
Suggest Awesome GitHub Copilot Custom Agents
Suggest relevant GitHub Copilot Custom Agents files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing custom agents in this repository, and identifying outdated agent
- SkillMIT
Suggest Awesome GitHub Copilot Instructions
Suggest relevant GitHub Copilot instruction files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing instructions in this repository, and identifying outdated instruct
- SkillMIT
Suggest Awesome GitHub Copilot Skills
Suggest relevant GitHub Copilot skills from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing skills in this repository, and identifying outdated skills that need updates.
- InstructionMIT
Svelte 5 and SvelteKit Development Instructions
Svelte 5 and SvelteKit 2 development standards and best practices for component-based user interfaces and full-stack applications
- AgentMIT
SWE
Senior software engineer subagent for implementation tasks: feature development, debugging, refactoring, and testing.
- AgentMIT
Swift MCP Expert
Expert assistance for building Model Context Protocol servers in Swift using modern concurrency features and the official MCP Swift SDK.
- InstructionMIT
Swift MCP Server Development Guidelines
Best practices and patterns for building Model Context Protocol (MCP) servers in Swift using the official MCP Swift SDK package.
- PluginMIT
Swift MCP Server Development Plugin
Comprehensive collection for building Model Context Protocol servers in Swift using the official MCP Swift SDK with modern concurrency features.
- SkillMIT
Swift MCP Server Generator
Generate a complete Model Context Protocol server project in Swift using the official MCP Swift SDK package.
- InstructionMIT
Symfony Development Instructions
Symfony development standards aligned with official Symfony Best Practices
- SkillMIT
System Instructions
Generate production-ready Python code using Dataverse SDK with error handling, optimization, and best practices
- SkillMIT
System Instructions
Generate complete solutions for specific Dataverse SDK use cases with architecture recommendations
- SkillMIT
System.CommandLine CLI Developer Skill
Use this skill when adding, modifying, or reviewing CLI commands in a .NET project built with System.CommandLine. Triggers include: creating a new CLI command, adding options or arguments, wiring command handlers, registering subcommands, b
- SkillMIT
Systematic Debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
- InstructionMIT
Tailwind CSS v4+ Installation with Vite
Tailwind CSS v4+ installation and configuration for Vite projects using the official @tailwindcss/vite plugin
- InstructionMIT
taming-copilot
Prevent Copilot from wreaking havoc across your codebase, keeping it under control.
- InstructionMIT
TanStack Start with Shadcn/ui Development Guide
Guidelines for building TanStack Start applications
- InstructionMIT
Task Plan Implementation Instructions
Instructions for implementing task plans with progressive tracking and change record - Brought to you by microsoft/edge-ai
- AgentMIT
Task Planner Instructions
Task planner for creating actionable implementation plans - Brought to you by microsoft/edge-ai
- AgentMIT
Task Researcher Instructions
Task research specialist for comprehensive project analysis - Brought to you by microsoft/edge-ai
- PluginMIT
Tasks by microsoft/edge-ai Plugin
Task Researcher and Task Planner for intermediate to expert users and large codebases - Brought to you by microsoft/edge-ai
- InstructionMIT
TaskSync V5 Protocol
TaskSync V5 - Allows you to give the agent new instructions or feedback after completing a task using terminal while agent is running.
- AgentMIT
TaxCore Technical Writer
A domain-expert technical writer for the TaxCore electronic fiscal invoicing ecosystem. Use this agent to create, improve, or review documentation for TaxCore applications — including the Secure Element Reader, smart card workflows, fiscal
- AgentMIT
TDD Green Phase - Make Tests Pass Quickly
Implement minimal code to satisfy GitHub issue requirements and make failing tests pass without over-engineering.
- AgentMIT
TDD Red Phase - Write Failing Tests First
Guide test-first development by writing failing tests that describe desired behaviour from GitHub issue context before implementation exists.
- AgentMIT
TDD Refactor Phase - Improve Quality & Security
Improve code quality, apply security best practices, and enhance design whilst maintaining green tests and GitHub issue compliance.
- AgentMIT
Technical Debt Remediation Plan
Generate technical debt remediation plans for code, tests, and documentation.
- SkillMIT
Technical Job Search
Use this skill when a software engineer asks for help with job search tasks: parsing or analyzing a job description, tailoring a CV/resume, writing a cover letter, evaluating a job offer, or drafting a post-interview follow-up email. Do not
- SkillMIT
Technical Product Pricing
Pricing strategy for technical products. Use when choosing usage-based vs seat-based, designing freemium thresholds, structuring enterprise pricing conversations, deciding when to raise prices, or using price as a positioning signal.
- PluginMIT
Technical Spike Plugin
Tools for creation, management and research of technical spikes to reduce unknowns and assumptions before proceeding to specification and implementation of solutions.
- AgentMIT
Technical spike research mode
Systematically research and validate technical spike documents through exhaustive investigation and controlled experimentation.
- AgentMIT
technical-content-evaluator
Elite technical content editor and curriculum architect for evaluating technical training materials, documentation, and educational content. Reviews for technical accuracy, pedagogical excellence, content flow, code validation, and ensures
- AgentMIT
terminal-helper
Fast terminal syntax and command helper for PowerShell and Bash
- AgentMIT
Terraform Agent
Terraform infrastructure specialist with automated HCP Terraform workflows. Leverages Terraform MCP server for registry integration, workspace management, and run orchestration. Generates compliant code using latest provider/module versions
- SkillMIT
Terraform AzureRM Set Diff Analyzer
Analyze Terraform plan JSON output for AzureRM Provider to distinguish between false-positive diffs (order-only changes in Set-type attributes) and actual resource changes. Use when reviewing terraform plan output for Azure resources like A
- InstructionMIT
Terraform Conventions
Terraform Conventions and Guidelines
- AgentMIT
Terraform IaC Reviewer
Terraform-focused agent that reviews and creates safer IaC changes with emphasis on state safety, least privilege, module patterns, drift detection, and plan/apply discipline
- InstructionMIT
Terraform on SAP BTP – Best Practices & Conventions
Terraform conventions and guidelines for SAP Business Technology Platform (SAP BTP).
- AgentMIT
terraform-aws-implement
Act as an AWS Terraform Infrastructure as Code coding specialist that creates and reviews Terraform for AWS resources.
- AgentMIT
terraform-aws-planning
Act as implementation planner for your AWS Terraform Infrastructure as Code task.
- AgentMIT
Terratest Module Testing
Generate and refactor Go Terratest suites for Terraform modules, including CI-safe patterns, staged tests, and negative-path validation.
- SkillMIT
Test Gap Audit
Run a read-only audit for missing, weak, stale, or mis-scoped test coverage. If the user does not name a scope, audit the full repository and identify important code paths, routes, features, services, workflows, and contracts that lack prop
- SkillMIT
Test Generation with Playwright MCP
Generate a Playwright test based on a scenario using Playwright MCP
- SkillMIT
Test Planning & Quality Assurance Prompt
Test Planning and Quality Assurance prompt that generates comprehensive test strategies, task breakdowns, and quality validation plans for GitHub projects.
- SkillMIT
Test-Driven Development (TDD)
Use when implementing any feature or bugfix, before writing implementation code
- PluginMIT
Testing & Test Automation Plugin
Comprehensive collection for writing tests, test automation, and test-driven development including unit tests, integration tests, and end-to-end testing strategies.
- PluginMIT
The Workshop
Stop being the switchboard between your AI agents — direct a team. The Workshop puts long-running AI agents (desks) in the same room, on the same work, each with its own memory and history, sharing one workspace so you direct the work inste
- SkillApache-2.0
Theme Factory Skill
Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a
- AgentMIT
Thinking Beast Mode
A transcendent coding agent with quantum cognitive architecture, adversarial intelligence, and unrestricted creative freedom.
- SkillMIT
Threat Model Analyst
Full STRIDE-A threat model analysis and incremental update skill for repositories and systems. Supports two modes: (1) Single analysis — full STRIDE-A threat model of a repository, producing architecture overviews, DFD diagrams, STRIDE-A an
- SkillMIT
Tiny Stepping
Incremental development workflow that makes the smallest meaningful change per step and pauses for feedback, so the direction gets validated early before continuing. Use for careful, iterative implementation with continuous validation.
- SkillMIT
TLDR Prompt
Create tldr summaries for GitHub Copilot files (prompts, agents, instructions, collections), MCP servers, or documentation from URLs and queries.
- HookMIT
Tool Guardian
Blocks dangerous tool operations (destructive file ops, force pushes, DB drops) before the Copilot coding agent executes them
- SkillMIT
Transloadit Media Processing
Process media files (video, audio, images, documents) using Transloadit. Use when asked to encode video to HLS/MP4, generate thumbnails, resize or watermark images, extract audio, concatenate clips, add subtitles, OCR documents, or run any
- AgentMIT
Trojan Skill Hunter
Audits agent, skill, instruction, hook, and MCP-config contributions for hidden prompt injection, tool poisoning, unicode steganography, and excessive-agency red flags before they are merged, installed, or trusted — mapped to the OWASP Top
- SkillMIT
Tugboat
Anxiety-aware, evidence-driven collaboration for stalled or high-stakes work when a user says uncertainty, repeated setbacks, or lack of visible progress is causing significant anxiety or distress. Use immediately when explicitly invoked; w
- SkillMIT
TUnit Best Practices
Get best practices for TUnit unit testing, including data-driven tests
- InstructionMIT
TypeScript MCP Server Development
Instructions for building Model Context Protocol (MCP) servers using the TypeScript SDK
- PluginMIT
TypeScript MCP Server Development Plugin
Complete toolkit for building Model Context Protocol (MCP) servers in TypeScript/Node.js using the official SDK. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guidance.
- AgentMIT
TypeScript MCP Server Expert
Expert assistant for developing Model Context Protocol (MCP) servers in TypeScript
- InstructionMIT
TypeSpec for Microsoft 365 Copilot Development Guidelines
Guidelines and best practices for building TypeSpec-based declarative agents and API plugins for Microsoft 365 Copilot
- PluginMIT
TypeSpec for Microsoft 365 Copilot Plugin
Comprehensive collection of prompts, instructions, and resources for building declarative agents and API plugins using TypeSpec for Microsoft 365 Copilot extensibility.
- SkillMIT
UI Screenshots
Capture screenshots of web apps during development using Playwright and PIL. Supports full-page captures, interactive states, and an iterate-on-crop workflow that avoids slow re-screenshots.
- PluginMIT
UIZZE Plugin
Build product-specific interfaces with a focused UIZZE workflow, optional real-screen evidence, and a practical finish check.
- AgentMIT
Ultimate Transparent Thinking Beast Mode
Ultimate Transparent Thinking Beast Mode
- SkillMIT
unit-test-vue-pinia
Write and review unit tests for Vue 3 + TypeScript + Vitest + Pinia codebases. Use when creating or updating tests for components, composables, and stores; mocking Pinia with createTestingPinia; applying Vue Test Utils patterns; and enforci
- AgentMIT
Universal Janitor
Perform janitorial tasks on any codebase including cleanup, simplification, and tech debt remediation.
- AgentMIT
Universal PR Comment Addresser
Address PR comments
- SkillMIT
Update Azure Verified Modules in Bicep Files
Update Azure Verified Modules (AVM) to latest versions in Bicep files.
- InstructionMIT
Update Code from Shorthand
Shorthand code will be in the file provided from the prompt or raw data in the prompt, and will be used to update the code file when the prompt has the text `UPDATE CODE FROM SHORTHAND`.
- InstructionMIT
Update Documentation on Code Change
Automatically update README.md and documentation files when application code changes require documentation updates
- SkillMIT
Update Implementation Plan
Update an existing implementation plan file with new or update requirements to provide new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.
- SkillMIT
Update LLMs.txt File
Update the llms.txt file in the root folder to reflect changes in documentation or specifications following the llms.txt specification at https://llmstxt.org/
- SkillMIT
Update Markdown File Index
Update a markdown file section with an index/table of files from a specified folder.
- SkillMIT
Update Specification
Update an existing specification file for the solution, optimized for Generative AI consumption based on new requirements or updates to any existing code.
- InstructionMIT
Upgrading from .NET MAUI 9 to .NET MAUI 10
Instructions for upgrading .NET MAUI applications from version 9 to version 10, including breaking changes, deprecated APIs, and migration strategies for ListView to CollectionView.
- SkillMIT
Upstash Redis Skill
Use Redis over HTTP from serverless and edge runtimes with @upstash/redis, and add rate limiting with @upstash/ratelimit. Use when the user mentions Upstash Redis, needs Redis from a Next.js route handler or middleware, Vercel, Cloudflare W
- InstructionMIT
Use Cliche Data in Documentation
Ensure documentation and examples use only generic, cliche placeholder data — never real or sensitive data sourced from local scripts, configuration, task files, or prompt context.
- InstructionMIT
Use Code Components in Power Pages
Using code components in Power Pages sites
- SkillMIT
Using Git Worktrees
Use when starting feature work that needs isolation from current workspace or before executing implementation plans - ensures an isolated workspace exists via native tools or git worktree fallback
- SkillMIT
using-superpowers
Use when starting any conversation - establishes how to find and use skills, requiring skill invocation before ANY response including clarifying questions
- SkillMIT
v-development
Guide GitHub Copilot through V language development: installing the toolchain, project layout with v.mod, building, testing, formatting, and writing idiomatic V including Option/Result error handling. Use when the user works with V source f
- SkillMIT
vcpkg
Guide for setting up vcpkg in C++ projects, managing dependency versions, and cross-compiling. Covers manifest initialization, CMake and Visual Studio integration, classic-to-manifest migration, version pinning, baselines, overrides, triple
- SkillMIT
Verification Before Completion
Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always
- SkillMIT
Verify Agent Action
Review a proposed AI-agent action or human-approval packet before execution. Use when an agent wants to run a consequential tool, command, deployment, message, purchase, credential operation, or data mutation; when checking whether approval
- InstructionMIT
Verify packages before installing or importing
Verify PyPI and npm package and symbol names against the attester.dev existence oracle before installing or importing, so hallucinated dependencies never reach code
- PluginMIT
Visual PR Plugin
Capture, annotate, and embed screenshots and animated GIF demos in pull request descriptions. Includes Playwright-based UI capture, PIL image annotations, PR embedding workflows for GitHub and Azure DevOps, and screen recording with variabl
- InstructionMIT
Visual Studio Extension Development with Community.VisualStudio.Toolkit
Guidelines for Visual Studio extension (VSIX) development using Community.VisualStudio.Toolkit
- SkillMIT
VS Code extension command contribution
Guidelines for contributing commands in VS Code extensions. Indicates naming convention, visibility, localization and other relevant attributes, following VS Code extension development guidelines, libraries and good practices
- SkillMIT
VS Code extension localization
Guidelines for proper localization of VS Code extensions, following VS Code extension development guidelines, libraries and good practices
- AgentMIT
VS Code Insiders Accessibility Tracker
Specialized agent for tracking and analyzing accessibility improvements in VS Code Insiders builds
- AgentMIT
VSCode Tour Expert
Expert agent for creating and maintaining VSCode CodeTour files with comprehensive schema support and best practices
- InstructionMIT
Vue 3 Development Instructions
Comprehensive Vue 3 development standards and best practices: Composition API, `<script setup>`, the full reactivity system, compiler macros (defineModel/defineSlots/defineOptions), built-in components (Teleport/Suspense/Transition/KeepAliv
- SkillApache-2.0
Web Application Testing
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
- SkillMIT
Web Application Testing
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
- SkillApache-2.0
Web Artifacts Builder
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components
- SkillMIT
Web Design Reviewer
This skill enables visual inspection of websites running locally or remotely to identify and fix design issues. Triggers on requests like "review website design", "check the UI", "fix the layout", "find design problems". Detects issues with
- SkillMIT
webmcpify — make any web app agent-ready, verifiably
Make a web app agent-ready — propose a WebMCP tool manifest, integrate, verify in a real browser, heal; unrelated code stays untouched. Use for "webmcpify", "add WebMCP", or "expose app actions to AI agents".
- SkillMIT
Website Exploration for Testing
Website exploration for testing using Playwright MCP
- WorkflowMIT
Weekly Comment Sync
Weekly workflow that finds stale code comments or README snippets, makes text-only synchronization updates, and opens a draft pull request when changes are needed.
- AgentMIT
WG Code Alchemist
Ask WG Code Alchemist to transform your code with Clean Code principles and SOLID design
- AgentMIT
WG Code Sentinel
Ask WG Code Sentinel to review your code for security issues.
- SkillMIT
What Context Do You Need?
Ask Copilot what files it needs to see before answering a question
- SkillMIT
What to Do When Changing Embedding Models
Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update to a new model', 'zero-downtime model change', 'how to re-embed my data', or 'can
- SkillMIT
When to Use This Skill
Use this skill to get context about Fabric Lakehouse and its features for software systems and AI-powered functions. It offers descriptions of Lakehouse data components, organization with schemas and shortcuts, access control, and code exam
- SkillMIT
Which Qdrant Deployment Do I Need?
Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which deployment option', 'self-hosted vs cloud', or 'need lowest latency deployment'. Als
- SkillMIT
Wiggins Profile
Narrative and synthesis profile for Wiggins: framing, explanation, and audience-aware communication patterns for Ember sessions.
- AgentMIT
WinForms Expert
Support development of .NET (OOP) WinForms Designer compatible Apps.
- SkillMIT
WinMD API Search
Find and explore Windows desktop APIs. Use when building features that need platform capabilities — camera, file access, notifications, UI controls, AI/ML, sensors, networking, etc. Discovers the right API for a task and retrieves full type
- InstructionMIT
WinUI 3 / Windows App SDK
WinUI 3 and Windows App SDK coding guidelines. Prevents common UWP API misuse, enforces correct XAML namespaces, threading, windowing, and MVVM patterns for desktop Windows apps.
- SkillMIT
WinUI 3 Migration Guide
UWP-to-WinUI 3 migration reference. Maps legacy UWP APIs to correct Windows App SDK equivalents with before/after code snippets. Covers namespace changes, threading (CoreDispatcher to DispatcherQueue), windowing (CoreWindow to AppWindow), d
- InstructionMIT
WordPress Development — Copilot Instructions
Coding, security, and testing rules for WordPress plugins and themes
- SkillMIT
WorkIQ Copilot Skill
Guides the Copilot CLI on how to use the WorkIQ CLI/MCP server to query Microsoft 365 Copilot data (emails, meetings, docs, Teams, people) for live context, summaries, and recommendations.
- AgentMIT
Workshop TA
Room coordinator for a multi-agent workshop. Sees all desks, routes work, tracks state, manages journals, and emits coordination signals. Not a desk — the person who sees the whole room.
- SkillMIT
Write Coding Standards From File
Write a coding standards document for a project using the coding styles from the file(s) and/or folder(s) passed as arguments in the prompt.
- SkillMIT
Writing Plans
Use when you have a spec or requirements for a multi-step task, before touching code
- SkillMIT
Writing Skills
Use when creating new skills, editing existing skills, or verifying skills work before deployment
- SkillMIT
X Twitter Scraper
Build GitHub Copilot workflows with Xquik X API SDKs, REST endpoints, hosted Apify Actor runs, MCP tools, TweetClaw OpenClaw plugin installs, signed webhooks, tweet search, user lookup, follower exports, media actions, and agent automation.
- SkillMIT
XUnit Best Practices
Get best practices for XUnit unit testing, including data-driven tests
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