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🎯 Agent Skills

Agent Skills are self-contained folders with instructions and bundled resources that enhance AI capabilities for specialized tasks. Based on the Agent Skills specification, each skill contains a SKILL.md file with detailed instructions that agents load on-demand.

Skills differ from other primitives by supporting bundled assets (scripts, code samples, reference data) that agents can utilize when performing specialized tasks.

How to Contribute

See CONTRIBUTING.md for guidelines on how to contribute new agent skills, improve existing ones, and share your use cases.

How to Use Agent Skills

What's Included:

  • Each skill is a folder containing a SKILL.md instruction file
  • Skills may include helper scripts, code templates, or reference data
  • Skills follow the Agent Skills specification for maximum compatibility

When to Use:

  • Skills are ideal for complex, repeatable workflows that benefit from bundled resources
  • Use skills when you need code templates, helper utilities, or reference data alongside instructions
  • Skills provide progressive disclosure - loaded only when needed for specific tasks

Usage:

  • Browse the skills table below to find relevant capabilities
  • Install a skill using the GitHub CLI: gh skills install github/awesome-copilot <skill-name> (requires GitHub CLI v2.90.0+)
  • Or copy the skill folder manually to your local skills directory
  • Reference skills in your prompts or let the agent discover them automatically
Name Description Bundled Assets
acquire-codebase-knowledge
gh skills install github/awesome-copilot 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 trigger for routine feature implementation, bug fixes, or narrow code edits unless the user asks for repository-level discovery. assets/templates
references/inquiry-checkpoints.md
references/stack-detection.md
scripts/scan.py
add-educational-comments
gh skills install github/awesome-copilot add-educational-comments
Add educational comments to the file specified, or prompt asking for file to comment if one is not provided. None
adobe-illustrator-scripting
gh skills install github/awesome-copilot 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 Illustrator DOM objects. Covers the complete JavaScript object model, coordinate system, measurement units, export workflows, and scripting best practices. references/object-model-quick-reference.md
scripts/batch-export-png.jsx
scripts/create-color-grid.jsx
scripts/find-replace-text.jsx
agent-governance
gh skills install github/awesome-copilot agent-governance
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 for agent tool usage
- Adding semantic intent classification to detect dangerous prompts
- Creating trust scoring systems for multi-agent workflows
- Building audit trails for agent actions and decisions
- Enforcing rate limits, content filters, or tool restrictions on agents
- Working with any agent framework (PydanticAI, CrewAI, OpenAI Agents, LangChain, AutoGen)
None
agent-owasp-compliance
gh skills install github/awesome-copilot agent-owasp-compliance
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 2026 standards
- Mapping existing security controls to the 10 agentic risks
- Generating a compliance report for security review or audit
- Comparing agent framework security features against the standard
- Any request like "is my agent OWASP compliant?", "check ASI compliance", or "agentic security audit"
None
agent-supply-chain
gh skills install github/awesome-copilot agent-supply-chain
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
- Detecting tampered, modified, or untracked files in agent tool directories
- Auditing dependency pinning and version policies for agent components
- Building provenance chains for agent plugin promotion (dev → staging → production)
- Any request like "verify plugin integrity", "generate manifest", "check supply chain", or "sign this plugin"
None
agentic-eval
gh skills install github/awesome-copilot agentic-eval
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 code refinement workflows
- Designing rubric-based or LLM-as-judge evaluation systems
- Adding iterative improvement to agent outputs (code, reports, analysis)
- Measuring and improving agent response quality
None
ai-prompt-engineering-safety-review
gh skills install github/awesome-copilot ai-prompt-engineering-safety-review
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 methodologies, and educational content. None
ai-team-orchestration
gh skills install github/awesome-copilot ai-team-orchestration
Bootstrap and run a multi-agent AI development team. Use when: starting a new software project with AI agents, setting up parallel dev/QA teams, creating sprint plans, writing brainstorm prompts with distinct agent voices, recovering a project workflow, or planning sprints. references/anti-patterns.md
references/brainstorm-format.md
references/project-brief-template.md
references/sprint-plan-template.md
appinsights-instrumentation
gh skills install github/awesome-copilot appinsights-instrumentation
Instrument a webapp to send useful telemetry data to Azure App Insights LICENSE.txt
examples
references/ASPNETCORE.md
references/AUTO.md
references/NODEJS.md
references/PYTHON.md
scripts/appinsights.ps1
apple-appstore-reviewer
gh skills install github/awesome-copilot apple-appstore-reviewer
Serves as a reviewer of the codebase with instructions on looking for Apple App Store optimizations or rejection reasons. None
arch-linux-triage
gh skills install github/awesome-copilot arch-linux-triage
Triage and resolve Arch Linux issues with pacman, systemd, and rolling-release best practices. None
architecture-blueprint-generator
gh skills install github/awesome-copilot 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 implementation patterns, and provides extensible blueprints for maintaining architectural consistency and guiding new development. None
arize-ai-provider-integration
gh skills install github/awesome-copilot arize-ai-provider-integration
INVOKE THIS SKILL when creating, reading, updating, or deleting Arize AI integrations. Covers listing integrations, creating integrations for any supported LLM provider (OpenAI, Anthropic, Azure OpenAI, AWS Bedrock, Vertex AI, Gemini, NVIDIA NIM, custom), updating credentials or metadata, and deleting integrations using the ax CLI. references/ax-profiles.md
references/ax-setup.md
arize-annotation
gh skills install github/awesome-copilot arize-annotation
INVOKE THIS SKILL when creating, managing, or using annotation configs on Arize (categorical, continuous, freeform), or applying human annotations to project spans via the Python SDK. Configs are the label schema for human feedback on spans and other surfaces in the Arize UI. Triggers: annotation config, label schema, human feedback schema, bulk annotate spans, update_annotations. references/ax-profiles.md
references/ax-setup.md
arize-dataset
gh skills install github/awesome-copilot arize-dataset
INVOKE THIS SKILL when creating, managing, or querying Arize datasets and examples. Covers dataset CRUD, appending examples, exporting data, and file-based dataset creation using the ax CLI. references/ax-profiles.md
references/ax-setup.md
arize-evaluator
gh skills install github/awesome-copilot arize-evaluator
INVOKE THIS SKILL for LLM-as-judge evaluation workflows on Arize: creating/updating evaluators, running evaluations on spans or experiments, tasks, trigger-run, column mapping, and continuous monitoring. Use when the user says: create an evaluator, LLM judge, hallucination/faithfulness/correctness/relevance, run eval, score my spans or experiment, ax tasks, trigger-run, trigger eval, column mapping, continuous monitoring, query filter for evals, evaluator version, or improve an evaluator prompt. references/ax-profiles.md
references/ax-setup.md
arize-experiment
gh skills install github/awesome-copilot arize-experiment
INVOKE THIS SKILL when creating, running, or analyzing Arize experiments. Covers experiment CRUD, exporting runs, comparing results, and evaluation workflows using the ax CLI. references/ax-profiles.md
references/ax-setup.md
arize-instrumentation
gh skills install github/awesome-copilot arize-instrumentation
INVOKE THIS SKILL when adding Arize AX tracing to an application. Follow the Agent-Assisted Tracing two-phase flow: analyze the codebase (read-only), then implement instrumentation after user confirmation. When the app uses LLM tool/function calling, add manual CHAIN + TOOL spans so traces show each tool's input and output. Leverages https://arize.com/docs/ax/alyx/tracing-assistant and https://arize.com/docs/PROMPT.md. references/ax-profiles.md
arize-link
gh skills install github/awesome-copilot arize-link
Generate deep links to the Arize UI. Use when the user wants a clickable URL to open a specific trace, span, session, dataset, labeling queue, evaluator, or annotation config. references/EXAMPLES.md
arize-prompt-optimization
gh skills install github/awesome-copilot arize-prompt-optimization
INVOKE THIS SKILL when optimizing, improving, or debugging LLM prompts using production trace data, evaluations, and annotations. Covers extracting prompts from spans, gathering performance signal, and running a data-driven optimization loop using the ax CLI. references/ax-profiles.md
references/ax-setup.md
arize-trace
gh skills install github/awesome-copilot arize-trace
INVOKE THIS SKILL when downloading or exporting Arize traces and spans. Covers exporting traces by ID, sessions by ID, and debugging LLM application issues using the ax CLI. references/ax-profiles.md
references/ax-setup.md
aspire
gh skills install github/awesome-copilot aspire
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, debug, configure, deploy, or troubleshoot an Aspire distributed application. references/architecture.md
references/cli-reference.md
references/dashboard.md
references/deployment.md
references/integrations-catalog.md
references/mcp-server.md
references/polyglot-apis.md
references/testing.md
references/troubleshooting.md
aspnet-minimal-api-openapi
gh skills install github/awesome-copilot aspnet-minimal-api-openapi
Create ASP.NET Minimal API endpoints with proper OpenAPI documentation None
audit-integrity
gh skills install github/awesome-copilot audit-integrity
Shared audit integrity framework for all AppSec agents — enforces output quality, intellectual honesty, and continuous improvement through anti-rationalization guards, self-critique loops, retry protocols, non-negotiable behaviors, self-reflection quality gates (1-10 scoring, ≥8 threshold), and a self-learning system with lesson/memory governance for security analysis agents. references/anti-rationalization-guard.md
references/clarification-protocol.md
references/non-negotiable-behaviors.md
references/retry-protocol.md
references/self-critique-loop.md
references/self-learning-system.md
references/self-reflection-quality-gate.md
automate-this
gh skills install github/awesome-copilot 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 levels using tools already installed on the user machine. None
autoresearch
gh skills install github/awesome-copilot autoresearch
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 results. Inspired by Karpathy's autoresearch. USE FOR: autonomous improvement, iterative optimization, experiment loop, auto research, performance tuning, automated experimentation, hill climbing, try things automatically, optimize code, run experiments, autonomous coding loop. DO NOT USE FOR: one-shot tasks, simple bug fixes, code review, or tasks without a measurable metric. None
aws-cdk-python-setup
gh skills install github/awesome-copilot aws-cdk-python-setup
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. None
az-cost-optimize
gh skills install github/awesome-copilot az-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. None
azure-architecture-autopilot
gh skills install github/awesome-copilot azure-architecture-autopilot
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 a RAG architecture" (new design) - "Analyze my current Azure infrastructure", "Draw a diagram for rg-xxx" (existing analysis) - "Foundry is slow", "I want to reduce costs", "Strengthen security" (natural language modification) - Azure resource deployment, Bicep template generation, IaC code generation - Microsoft Foundry, AI Search, OpenAI, Fabric, ADLS Gen2, Databricks, and all Azure services
.gitignore
assets/06-architecture-diagram.png
assets/07-azure-portal-resources.png
assets/08-deployment-succeeded.png
references/ai-data.md
references/architecture-guidance-sources.md
references/azure-common-patterns.md
references/azure-dynamic-sources.md
references/bicep-generator.md
references/bicep-reviewer.md
references/phase0-scanner.md
references/phase1-advisor.md
references/phase4-deployer.md
references/service-gotchas.md
scripts/cli.py
scripts/generator.py
scripts/icons.py
azure-deployment-preflight
gh skills install github/awesome-copilot azure-deployment-preflight
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 issues, and ensure the deployment will succeed. Activate when users mention deploying to Azure, validating Bicep files, checking deployment permissions, previewing infrastructure changes, running what-if, or preparing for azd provision. references/ERROR-HANDLING.md
references/REPORT-TEMPLATE.md
references/VALIDATION-COMMANDS.md
azure-devops-cli
gh skills install github/awesome-copilot 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 mentions Azure DevOps CLI. references/advanced-usage.md
references/boards-and-iterations.md
references/org-and-security.md
references/pipelines-and-builds.md
references/repos-and-prs.md
references/variables-and-agents.md
references/workflows-and-patterns.md
azure-pricing
gh skills install github/awesome-copilot azure-pricing
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, needs pricing data for a cost estimate, mentions Azure pricing, Azure costs, Azure billing, or asks about Copilot Studio pricing, Copilot Credits, or agent usage estimation. Covers compute, storage, networking, databases, AI, Copilot Studio, and all other Azure service families. references/COPILOT-STUDIO-RATES.md
references/COST-ESTIMATOR.md
references/REGIONS.md
references/SERVICE-NAMES.md
azure-resource-health-diagnose
gh skills install github/awesome-copilot azure-resource-health-diagnose
Analyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems. None
azure-resource-visualizer
gh skills install github/awesome-copilot azure-resource-visualizer
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 the resources relate to each other. LICENSE.txt
assets/template-architecture.md
azure-role-selector
gh skills install github/awesome-copilot 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. LICENSE.txt
azure-static-web-apps
gh skills install github/awesome-copilot azure-static-web-apps
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 GitHub Actions CI/CD for Static Web Apps. None
batch-files
gh skills install github/awesome-copilot 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", "scheduled task script", "Windows shell script", or when working with .bat/.cmd files in the workspace. Covers cmd.exe syntax, environment variables, control flow, string processing, error handling, and integration with system tools. assets/executable.txt
assets/library.txt
assets/task.txt
references/batch-files-and-functions.md
references/cygwin.md
references/msys2.md
references/tools-and-resources.md
references/windows-commands.md
references/windows-subsystem-on-linux.md
bigquery-pipeline-audit
gh skills install github/awesome-copilot bigquery-pipeline-audit
Audits Python + BigQuery pipelines for cost safety, idempotency, and production readiness. Returns a structured report with exact patch locations. None
boost-prompt
gh skills install github/awesome-copilot boost-prompt
Interactive prompt refinement workflow: interrogates scope, deliverables, constraints; copies final markdown to clipboard; never writes code. Requires the Joyride extension. None
breakdown-epic-arch
gh skills install github/awesome-copilot breakdown-epic-arch
Prompt for creating the high-level technical architecture for an Epic, based on a Product Requirements Document. None
breakdown-epic-pm
gh skills install github/awesome-copilot breakdown-epic-pm
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. None
breakdown-feature-implementation
gh skills install github/awesome-copilot breakdown-feature-implementation
Prompt for creating detailed feature implementation plans, following Epoch monorepo structure. None
breakdown-feature-prd
gh skills install github/awesome-copilot breakdown-feature-prd
Prompt for creating Product Requirements Documents (PRDs) for new features, based on an Epic. None
breakdown-plan
gh skills install github/awesome-copilot breakdown-plan
Issue Planning and Automation prompt that generates comprehensive project plans with Epic > Feature > Story/Enabler > Test hierarchy, dependencies, priorities, and automated tracking. None
breakdown-test
gh skills install github/awesome-copilot breakdown-test
Test Planning and Quality Assurance prompt that generates comprehensive test strategies, task breakdowns, and quality validation plans for GitHub projects. None
centos-linux-triage
gh skills install github/awesome-copilot centos-linux-triage
Triage and resolve CentOS issues using RHEL-compatible tooling, SELinux-aware practices, and firewalld. None
chrome-devtools
gh skills install github/awesome-copilot chrome-devtools
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. None
cli-mastery
gh skills install github/awesome-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. references/final-exam.md
references/module-1-slash-commands.md
references/module-2-keyboard-shortcuts.md
references/module-3-modes.md
references/module-4-agents.md
references/module-5-skills.md
references/module-6-mcp.md
references/module-7-advanced.md
references/module-8-configuration.md
references/scenarios.md
cloud-design-patterns
gh skills install github/awesome-copilot 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 system architectures. references/architecture-design.md
references/azure-service-mappings.md
references/best-practices.md
references/deployment-operational.md
references/event-driven.md
references/messaging-integration.md
references/performance.md
references/reliability-resilience.md
references/security.md
code-exemplars-blueprint-generator
gh skills install github/awesome-copilot 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, Python) with configurable analysis depth, categorization methods, and documentation formats to establish coding standards and maintain consistency across development teams. None
code-tour
gh skills install github/awesome-copilot code-tour
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", "tour for this bug", "RCA tour", "architecture tour", "explain how X works", "vibe check", "PR review tour", "contributor guide", "help someone ramp up", or any request for a structured walkthrough through code. Supports 20 developer personas (new joiner, bug fixer, architect, PR reviewer, vibecoder, security reviewer, and more), all CodeTour step types (file/line, selection, pattern, uri, commands, view), and tour-level fields (ref, isPrimary, nextTour). Works with any repository in any language. references/codetour-schema.json
references/examples.md
scripts/generate_from_docs.py
scripts/validate_tour.py
codeql
gh skills install github/awesome-copilot codeql
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 commands, SARIF output, security analysis setup, or troubleshooting CodeQL analysis. references/alert-management.md
references/cli-commands.md
references/compiled-languages.md
references/sarif-output.md
references/troubleshooting.md
references/workflow-configuration.md
comment-code-generate-a-tutorial
gh skills install github/awesome-copilot 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. None
containerize-aspnet-framework
gh skills install github/awesome-copilot containerize-aspnet-framework
Containerize an ASP.NET .NET Framework project by creating Dockerfile and .dockerfile files customized for the project. None
containerize-aspnetcore
gh skills install github/awesome-copilot containerize-aspnetcore
Containerize an ASP.NET Core project by creating Dockerfile and .dockerfile files customized for the project. None
context-map
gh skills install github/awesome-copilot context-map
Generate a map of all files relevant to a task before making changes None
conventional-commit
gh skills install github/awesome-copilot 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, examples, and validation. None
convert-plaintext-to-md
gh skills install github/awesome-copilot convert-plaintext-to-md
Convert a text-based document to markdown following instructions from prompt, or if a documented option is passed, follow the instructions for that option. None
copilot-cli-quickstart
gh skills install github/awesome-copilot copilot-cli-quickstart
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: This skill targets GitHub Copilot CLI specifically and uses CLI-specific tools (ask_user, sql, fetch_copilot_cli_documentation). None
copilot-instructions-blueprint-generator
gh skills install github/awesome-copilot 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 existing codebase patterns and avoiding assumptions. None
copilot-sdk
gh skills install github/awesome-copilot 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 SDK, GitHub SDK, agentic app, embed Copilot, programmable agent, MCP server, custom agent. None
copilot-spaces
gh skills install github/awesome-copilot 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 project documentation, code, and instructions. None
copilot-usage-metrics
gh skills install github/awesome-copilot copilot-usage-metrics
Retrieve and display GitHub Copilot usage metrics for organizations and enterprises using the GitHub CLI and REST API. get-enterprise-metrics.sh
get-enterprise-user-metrics.sh
get-org-metrics.sh
get-org-user-metrics.sh
cosmosdb-datamodeling
gh skills install github/awesome-copilot cosmosdb-datamodeling
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_data_model.md" file None
create-agentsmd
gh skills install github/awesome-copilot create-agentsmd
Prompt for generating an AGENTS.md file for a repository None
create-architectural-decision-record
gh skills install github/awesome-copilot create-architectural-decision-record
Create an Architectural Decision Record (ADR) document for AI-optimized decision documentation. None
create-github-action-workflow-specification
gh skills install github/awesome-copilot create-github-action-workflow-specification
Create a formal specification for an existing GitHub Actions CI/CD workflow, optimized for AI consumption and workflow maintenance. None
create-github-issue-feature-from-specification
gh skills install github/awesome-copilot create-github-issue-feature-from-specification
Create GitHub Issue for feature request from specification file using feature_request.yml template. None
create-github-issues-feature-from-implementation-plan
gh skills install github/awesome-copilot create-github-issues-feature-from-implementation-plan
Create GitHub Issues from implementation plan phases using feature_request.yml or chore_request.yml templates. None
create-github-issues-for-unmet-specification-requirements
gh skills install github/awesome-copilot create-github-issues-for-unmet-specification-requirements
Create GitHub Issues for unimplemented requirements from specification files using feature_request.yml template. None
create-github-pull-request-from-specification
gh skills install github/awesome-copilot create-github-pull-request-from-specification
Create GitHub Pull Request for feature request from specification file using pull_request_template.md template. None
create-implementation-plan
gh skills install github/awesome-copilot create-implementation-plan
Create a new implementation plan file for new features, refactoring existing code or upgrading packages, design, architecture or infrastructure. None
create-llms
gh skills install github/awesome-copilot create-llms
Create an llms.txt file from scratch based on repository structure following the llms.txt specification at https://llmstxt.org/ None
create-readme
gh skills install github/awesome-copilot create-readme
Create a README.md file for the project None
create-specification
gh skills install github/awesome-copilot create-specification
Create a new specification file for the solution, optimized for Generative AI consumption. None
create-spring-boot-java-project
gh skills install github/awesome-copilot create-spring-boot-java-project
Create Spring Boot Java Project Skeleton None
create-spring-boot-kotlin-project
gh skills install github/awesome-copilot create-spring-boot-kotlin-project
Create Spring Boot Kotlin Project Skeleton None
create-technical-spike
gh skills install github/awesome-copilot create-technical-spike
Create time-boxed technical spike documents for researching and resolving critical development decisions before implementation. None
create-tldr-page
gh skills install github/awesome-copilot create-tldr-page
Create a tldr page from documentation URLs and command examples, requiring both URL and command name. None
creating-oracle-to-postgres-master-migration-plan
gh skills install github/awesome-copilot creating-oracle-to-postgres-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 migration inventory, or assessing which .NET projects contain Oracle dependencies. None
creating-oracle-to-postgres-migration-bug-report
gh skills install github/awesome-copilot creating-oracle-to-postgres-migration-bug-report
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. references/BUG-REPORT-TEMPLATE.md
creating-oracle-to-postgres-migration-integration-tests
gh skills install github/awesome-copilot creating-oracle-to-postgres-migration-integration-tests
Creates integration test cases for .NET data access artifacts during Oracle-to-PostgreSQL database migrations. Generates DB-agnostic xUnit tests with deterministic seed data that validate behavior consistency across both database systems. Use when creating integration tests for a migrated project, generating test coverage for data access layers, or writing Oracle-to-PostgreSQL migration validation tests. None
csharp-async
gh skills install github/awesome-copilot csharp-async
Get best practices for C# async programming None
csharp-docs
gh skills install github/awesome-copilot csharp-docs
Ensure that C# types are documented with XML comments and follow best practices for documentation. None
csharp-mcp-server-generator
gh skills install github/awesome-copilot csharp-mcp-server-generator
Generate a complete MCP server project in C# with tools, prompts, and proper configuration None
csharp-mstest
gh skills install github/awesome-copilot csharp-mstest
Get best practices for MSTest 3.x/4.x unit testing, including modern assertion APIs and data-driven tests None
csharp-nunit
gh skills install github/awesome-copilot csharp-nunit
Get best practices for NUnit unit testing, including data-driven tests None
csharp-tunit
gh skills install github/awesome-copilot csharp-tunit
Get best practices for TUnit unit testing, including data-driven tests None
csharp-xunit
gh skills install github/awesome-copilot csharp-xunit
Get best practices for XUnit unit testing, including data-driven tests None
daily-prep
gh skills install github/awesome-copilot 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 generates a structured HTML prep file with productivity recommendations. None
data-breach-blast-radius
gh skills install github/awesome-copilot data-breach-blast-radius
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 § 1798.155(a), and HIPAA 45 CFR § 160.404. Cost benchmarks from IBM Cost of a Data Breach Report (annually updated). All citations in references/SOURCES.md for verification. Use when asked: "assess breach impact", "what data could be exposed", "calculate blast radius", "data exposure analysis", "how bad would a breach be", "quantify data risk", "sensitive data inventory", "data flow security audit", "pre-breach assessment", "worst-case breach scenario", "breach readiness", "data risk report", "/data-breach-blast-radius". For any stack handling user data, health records, or financial information. Output labels law-sourced figures (exact) vs heuristic estimates (planning only). Does not replace legal counsel. references/SOURCES.md
references/blast-radius-calculator.md
references/data-classification.md
references/hardening-playbook.md
references/regulatory-impact.md
references/report-format.md
datanalysis-credit-risk
gh skills install github/awesome-copilot datanalysis-credit-risk
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 formatting, abnormal period filtering, missing rate calculation, high-missing variable removal,low-IV variable filtering, high-PSI variable removal, Null Importance denoising, high-correlation variable removal, and cleaning report generation. Applicable scenarios arecredit risk data cleaning, variable screening, pre-loan modeling preprocessing. references/analysis.py
references/func.py
scripts/example.py
dataverse-python-advanced-patterns
gh skills install github/awesome-copilot dataverse-python-advanced-patterns
Generate production code for Dataverse SDK using advanced patterns, error handling, and optimization techniques. None
dataverse-python-production-code
gh skills install github/awesome-copilot dataverse-python-production-code
Generate production-ready Python code using Dataverse SDK with error handling, optimization, and best practices None
dataverse-python-quickstart
gh skills install github/awesome-copilot dataverse-python-quickstart
Generate Python SDK setup + CRUD + bulk + paging snippets using official patterns. None
dataverse-python-usecase-builder
gh skills install github/awesome-copilot dataverse-python-usecase-builder
Generate complete solutions for specific Dataverse SDK use cases with architecture recommendations None
debian-linux-triage
gh skills install github/awesome-copilot debian-linux-triage
Triage and resolve Debian Linux issues with apt, systemd, and AppArmor-aware guidance. None
declarative-agents
gh skills install github/awesome-copilot declarative-agents
Complete development kit for Microsoft 365 Copilot declarative agents with three comprehensive workflows (basic, advanced, validation), TypeSpec support, and Microsoft 365 Agents Toolkit integration None
dependabot
gh skills install github/awesome-copilot dependabot
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 grouped updates, monorepo patterns, multi-ecosystem groups, security update configuration, auto-triage rules, or any GitHub Advanced Security (GHAS) supply chain security topic related to Dependabot. references/dependabot-yml-reference.md
references/example-configs.md
references/pr-commands.md
devops-rollout-plan
gh skills install github/awesome-copilot devops-rollout-plan
Generate comprehensive rollout plans with preflight checks, step-by-step deployment, verification signals, rollback procedures, and communication plans for infrastructure and application changes None
documentation-writer
gh skills install github/awesome-copilot documentation-writer
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. None
dotnet-best-practices
gh skills install github/awesome-copilot dotnet-best-practices
Ensure .NET/C# code meets best practices for the solution/project. None
dotnet-design-pattern-review
gh skills install github/awesome-copilot dotnet-design-pattern-review
Review the C#/.NET code for design pattern implementation and suggest improvements. None
dotnet-timezone
gh skills install github/awesome-copilot dotnet-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 user needs the timezone for a city, address, region, or country and copy-paste-ready C# code. references/code-patterns.md
references/timezone-index.md
dotnet-upgrade
gh skills install github/awesome-copilot dotnet-upgrade
Ready-to-use prompts for comprehensive .NET framework upgrade analysis and execution None
doublecheck
gh skills install github/awesome-copilot 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 source links for human review. assets/verification-report-template.md
draw-io-diagram-generator
gh skills install github/awesome-copilot 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 diagrams, network topology, layout strategy, the hediet.vscode-drawio VS Code extension, and the full agent workflow from request to a ready-to-open file. assets/templates
references/drawio-xml-schema.md
references/shape-libraries.md
references/style-reference.md
scripts/.gitignore
scripts/README.md
scripts/add-shape.py
scripts/validate-drawio.py
editorconfig
gh skills install github/awesome-copilot editorconfig
Generates a comprehensive and best-practice-oriented .editorconfig file based on project analysis and user preferences. None
ef-core
gh skills install github/awesome-copilot ef-core
Get best practices for Entity Framework Core None
email-drafter
gh skills install github/awesome-copilot 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 email, write email, compose email, reply email, follow-up email, analyze email tone, email style. None
entra-agent-user
gh skills install github/awesome-copilot entra-agent-user
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. None
eval-driven-dev
gh skills install github/awesome-copilot eval-driven-dev
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. ALWAYS USE THIS SKILL when the user asks to set up QA, add tests, add evals, evaluate, benchmark, fix wrong behaviors, improve quality, or do quality assurance for any Python project that calls an LLM model. references/1-a-project-analysis.md
references/1-b-entry-point.md
references/1-c-eval-criteria.md
references/2a-instrumentation.md
references/2b-implement-runnable.md
references/2c-capture-and-verify-trace.md
references/3-define-evaluators.md
references/4-build-dataset.md
references/5-run-tests.md
references/6-analyze-outcomes.md
references/evaluators.md
references/runnable-examples
references/testing-api.md
references/wrap-api.md
resources
exam-ready
gh skills install github/awesome-copilot 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 from the provided material. None
excalidraw-diagram-generator
gh skills install github/awesome-copilot 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 flowcharts, relationship diagrams, mind maps, and system architecture diagrams. Outputs .excalidraw JSON files that can be opened directly in Excalidraw. references/element-types.md
references/excalidraw-schema.md
scripts/.gitignore
scripts/README.md
scripts/add-arrow.py
scripts/add-icon-to-diagram.py
scripts/split-excalidraw-library.py
templates
fabric-lakehouse
gh skills install github/awesome-copilot fabric-lakehouse
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 examples. This skill supports users in designing, building, and optimizing Lakehouse solutions using best practices. references/getdata.md
references/pyspark.md
fedora-linux-triage
gh skills install github/awesome-copilot fedora-linux-triage
Triage and resolve Fedora issues with dnf, systemd, and SELinux-aware guidance. None
finalize-agent-prompt
gh skills install github/awesome-copilot finalize-agent-prompt
Finalize prompt file using the role of an AI agent to polish the prompt for the end user. None
finnish-humanizer
gh skills install github/awesome-copilot 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 Finnish content. Identifies 26 patterns (12 Finnish-specific + 14 universal) and 4 style markers. references/patterns.md
first-ask
gh skills install github/awesome-copilot first-ask
Interactive, input-tool powered, task refinement workflow: interrogates scope, deliverables, constraints before carrying out the task; Requires the Joyride extension. None
flowstudio-power-automate-build
gh skills install github/awesome-copilot flowstudio-power-automate-build
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: create a flow, build a new flow, deploy a flow definition, scaffold a Power Automate workflow, construct a flow JSON, update an existing flow's actions, patch a flow definition, add actions to a flow, wire up connections, or generate a workflow definition from scratch. Requires a FlowStudio MCP subscription — see https://mcp.flowstudio.app references/action-patterns-connectors.md
references/action-patterns-core.md
references/action-patterns-data.md
references/build-patterns.md
references/flow-schema.md
references/trigger-types.md
flowstudio-power-automate-debug
gh skills install github/awesome-copilot flowstudio-power-automate-debug
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 to: debug a flow, investigate a failed run, why is this flow failing, inspect action outputs, find the root cause of a flow error, fix a broken Power Automate flow, diagnose a timeout, trace a DynamicOperationRequestFailure, check connector auth errors, read error details from a run, or troubleshoot expression failures. Requires a FlowStudio MCP subscription — see https://mcp.flowstudio.app references/common-errors.md
references/debug-workflow.md
flowstudio-power-automate-governance
gh skills install github/awesome-copilot flowstudio-power-automate-governance
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 compute governance scores — all without Dataverse or the CoE Starter Kit. Load this skill when asked to: tag or classify flows, set business impact, assign ownership, detect orphans, audit connectors, check compliance, compute archive scores, manage notification rules, run a governance review, generate a compliance report, offboard a maker, or any task that involves writing governance metadata to flows. Requires a FlowStudio for Teams or MCP Pro+ subscription — see https://mcp.flowstudio.app None
flowstudio-power-automate-mcp
gh skills install github/awesome-copilot flowstudio-power-automate-mcp
Give your AI agent the same visibility you have in the Power Automate portal — plus a bit more. The Graph API only returns top-level run status. Flow Studio MCP exposes action-level inputs, outputs, loop iterations, and nested child flow failures. Use when asked to: list flows, read a flow definition, check run history, inspect action outputs, resubmit a run, cancel a running flow, view connections, get a trigger URL, validate a definition, monitor flow health, or any task that requires talking to the Power Automate API through an MCP tool. Also use for Power Platform environment discovery and connection management. Requires a FlowStudio MCP subscription or compatible server — see https://mcp.flowstudio.app references/MCP-BOOTSTRAP.md
references/action-types.md
references/connection-references.md
references/tool-reference.md
flowstudio-power-automate-monitoring
gh skills install github/awesome-copilot flowstudio-power-automate-monitoring
Monitor Power Automate flow health, track failure rates, and inventory tenant assets using the FlowStudio MCP cached store. The live API only returns top-level run status. Store tools surface aggregated stats, per-run failure details with remediation hints, maker activity, and Power Apps inventory — all from a fast cache with no rate-limit pressure on the PA API. Load this skill when asked to: check flow health, find failing flows, get failure rates, review error trends, list all flows with monitoring enabled, check who built a flow, find inactive makers, inventory Power Apps, see environment or connection counts, get a flow summary, or any tenant-wide health overview. Requires a FlowStudio for Teams or MCP Pro+ subscription — see https://mcp.flowstudio.app None
fluentui-blazor
gh skills install github/awesome-copilot fluentui-blazor
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 library, using FluentUI components like FluentButton, FluentDataGrid, FluentDialog, FluentToast, FluentNavMenu, FluentTextField, FluentSelect, FluentAutocomplete, FluentDesignTheme, or any component prefixed with "Fluent". Also use when troubleshooting missing providers, JS interop issues, or theming. references/DATAGRID.md
references/LAYOUT-AND-NAVIGATION.md
references/SETUP.md
references/THEMING.md
folder-structure-blueprint-generator
gh skills install github/awesome-copilot 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, naming conventions, file placement patterns, and extension templates for maintaining consistent code organization across diverse technology stacks. None
foundry-agent-sync
gh skills install github/awesome-copilot 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 — making them immediately available for invocation. Use when the user asks to create agents in Foundry, sync, deploy, register, or push agents to Foundry, update agent instructions, or scaffold the manifest and sync script for a new repository. Triggers: 'create agent in foundry', 'sync foundry agents', 'deploy agents to foundry', 'register agents in foundry', 'push agents', 'create foundry agent manifest', 'scaffold agent sync'. None
freecad-scripts
gh skills install github/awesome-copilot 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 any FreeCAD Python API task. Covers FreeCAD scripting basics, geometry creation, FeaturePython objects, interface tools, and macro development. references/geometry-and-shapes.md
references/gui-and-interface.md
references/parametric-objects.md
references/scripting-fundamentals.md
references/workbenches-and-advanced.md
from-the-other-side-vega
gh skills install github/awesome-copilot 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 who need a partner that can keep up with high-energy creative work. Not shown directly to users — informs how Ember shows up. None
game-engine
gh skills install github/awesome-copilot game-engine
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, add game controls, or work with 2D/3D rendering. Covers techniques for platformers, breakout-style games, maze games, tilemaps, audio, multiplayer via WebRTC, and publishing games. assets/2d-maze-game.md
assets/2d-platform-game.md
assets/gameBase-template-repo.md
assets/paddle-game-template.md
assets/simple-2d-engine.md
references/3d-web-games.md
references/algorithms.md
references/basics.md
references/game-control-mechanisms.md
references/game-engine-core-principles.md
references/game-publishing.md
references/techniques.md
references/terminology.md
references/web-apis.md
gdpr-compliant
gh skills install github/awesome-copilot gdpr-compliant
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, designing cloud infrastructure, or reviewing pull requests for privacy compliance. Trigger this skill for any task involving personal data, user accounts, cookies, analytics, emails, audit logs, encryption, pseudonymization, anonymization, data exports, breach response, CI/CD pipelines that process real data, or any question framed as "is this GDPR-compliant?". Inspired by CNIL developer guidance and GDPR Articles 5, 25, 32, 33, 35. references/Security.md
references/data-rights.md
gen-specs-as-issues
gh skills install github/awesome-copilot gen-specs-as-issues
This workflow guides you through a systematic approach to identify missing features, prioritize them, and create detailed specifications for implementation. None
generate-custom-instructions-from-codebase
gh skills install github/awesome-copilot generate-custom-instructions-from-codebase
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 technology migrations, major refactoring, or framework version upgrades. None
geofeed-tuner
gh skills install github/awesome-copilot geofeed-tuner
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, ISP, mobile carrier, cloud provider, hosting company, IXP, or satellite provider asking about IP geolocation accuracy, or geofeed authoring best practices. Helps create, refine, and improve CSV-format IP geolocation feeds with opinionated recommendations beyond RFC 8805 compliance. Do NOT use for private or internal IP address management — applies only to publicly routable IP addresses. assets/example
assets/iso3166-1.json
assets/iso3166-2.json
assets/small-territories.json
references/rfc8805.txt
references/snippets-python3.md
scripts/templates
gh-cli
gh skills install github/awesome-copilot gh-cli
GitHub CLI (gh) comprehensive reference for repositories, issues, pull requests, Actions, projects, releases, gists, codespaces, organizations, extensions, and all GitHub operations from the command line. None
git-commit
gh skills install github/awesome-copilot git-commit
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 changes, (2) Generating conventional commit messages from diff, (3) Interactive commit with optional type/scope/description overrides, (4) Intelligent file staging for logical grouping None
git-flow-branch-creator
gh skills install github/awesome-copilot 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. None
github-copilot-starter
gh skills install github/awesome-copilot github-copilot-starter
Set up complete GitHub Copilot configuration for a new project based on technology stack None
github-issues
gh skills install github/awesome-copilot 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, set issue fields (dates, priority, custom fields), set issue types, manage issue workflows, link issues, add dependencies, or track blocked-by/blocking relationships. Triggers on requests like "create an issue", "file a bug", "request a feature", "update issue X", "set the priority", "set the start date", "link issues", "add dependency", "blocked by", "blocking", or any GitHub issue management task. references/dependencies.md
references/images.md
references/issue-fields.md
references/issue-types.md
references/projects.md
references/search.md
references/sub-issues.md
references/templates.md
go-mcp-server-generator
gh skills install github/awesome-copilot go-mcp-server-generator
Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk. None
gsap-framer-scroll-animation
gh skills install github/awesome-copilot gsap-framer-scroll-animation
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 Next.js. Covers GSAP ScrollTrigger (pinning, scrubbing, snapping, timelines, horizontal scroll, ScrollSmoother, matchMedia) and Framer Motion / Motion v12 (useScroll, useTransform, useSpring, whileInView, variants). Use this skill even if the user just says "animate on scroll", "fade in as I scroll", "make it scroll like Apple", "parallax effect", "sticky section", "scroll progress bar", or "entrance animation". Also triggers for Copilot prompt patterns for GSAP or Framer Motion code generation. Pairs with the premium-frontend-ui skill for creative philosophy and design-level polish. references/framer.md
references/gsap.md
gtm-0-to-1-launch
gh skills install github/awesome-copilot gtm-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-layer diagnosis, the 2-week experiment cycle, and the launch that got 50K impressions and 12 signups. None
gtm-ai-gtm
gh skills install github/awesome-copilot gtm-ai-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 enterprises. None
gtm-board-and-investor-communication
gh skills install github/awesome-copilot gtm-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 "Three Things" narrative model, the 4-tier metric hierarchy, and the pre-brief pattern that prevents board surprises. None
gtm-developer-ecosystem
gh skills install github/awesome-copilot gtm-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. None
gtm-enterprise-account-planning
gh skills install github/awesome-copilot gtm-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 "stale MAP equals dead deal" pattern. None
gtm-enterprise-onboarding
gh skills install github/awesome-copilot gtm-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. Includes the Week 4 ghosting pattern. None
gtm-operating-cadence
gh skills install github/awesome-copilot gtm-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 all time without producing decisions. None
gtm-partnership-architecture
gh skills install github/awesome-copilot gtm-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 partner deployment. None
gtm-positioning-strategy
gh skills install github/awesome-copilot gtm-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 change that improved enterprise deal progression. None
gtm-product-led-growth
gh skills install github/awesome-copilot gtm-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 parallel test where sales-led won 10x on revenue. None
gtm-technical-product-pricing
gh skills install github/awesome-copilot gtm-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. None
image-manipulation-image-magick
gh skills install github/awesome-copilot image-manipulation-image-magick
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 operations. None
impediment-prioritization
gh skills install github/awesome-copilot impediment-prioritization
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 triage impediments, countermeasures, remediation items, risks, findings, gaps, action items, or backlog entries; or mentions value-stream prioritization, A3 / lean countermeasure ranking, ROI vs. effort scoring, or building a remediation / improvement backlog. Works with GHQR findings, audit results, retrospective action items, risk registers, architecture review gaps, or any free-form {impediment, countermeasure} list. references/scoring-rubric.md
import-infrastructure-as-code
gh skills install github/awesome-copilot import-infrastructure-as-code
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 groups/resource IDs, map dependencies, derive exact import addresses from downloaded module source, prevent configuration drift, and produce AVM-based Terraform files ready for validation and planning across any Azure resource type. None
integrate-context-matic
gh skills install github/awesome-copilot integrate-context-matic
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 integrate a third-party API, add an API client, implement features with an external API, or work with any third-party API or SDK. None
issue-fields-migration
gh skills install github/awesome-copilot 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", "convert labels to issue fields", "copy project field values to issue fields", or ask about adopting issue fields. Issue fields are org-level typed metadata (single select, text, number, date) that replace label-based workarounds with structured, searchable, cross-repo fields. references/issue-fields-api.md
references/labels-api.md
references/projects-api.md
java-add-graalvm-native-image-support
gh skills install github/awesome-copilot java-add-graalvm-native-image-support
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. None
java-docs
gh skills install github/awesome-copilot java-docs
Ensure that Java types are documented with Javadoc comments and follow best practices for documentation. None
java-junit
gh skills install github/awesome-copilot java-junit
Get best practices for JUnit 5 unit testing, including data-driven tests None
java-mcp-server-generator
gh skills install github/awesome-copilot java-mcp-server-generator
Generate a complete Model Context Protocol server project in Java using the official MCP Java SDK with reactive streams and optional Spring Boot integration. None
java-refactoring-extract-method
gh skills install github/awesome-copilot java-refactoring-extract-method
Refactoring using Extract Methods in Java Language None
java-refactoring-remove-parameter
gh skills install github/awesome-copilot java-refactoring-remove-parameter
Refactoring using Remove Parameter in Java Language None
java-springboot
gh skills install github/awesome-copilot java-springboot
Get best practices for developing applications with Spring Boot. None
javascript-typescript-jest
gh skills install github/awesome-copilot javascript-typescript-jest
Best practices for writing JavaScript/TypeScript tests using Jest, including mocking strategies, test structure, and common patterns. None
javax-to-jakarta-migration
gh skills install github/awesome-copilot javax-to-jakarta-migration
Migrate Java code from javax.* to jakarta.* namespace. Use when upgrading to Tomcat 11, Jakarta EE 10, or when javax imports are detected in the codebase. None
kotlin-mcp-server-generator
gh skills install github/awesome-copilot kotlin-mcp-server-generator
Generate a complete Kotlin MCP server project with proper structure, dependencies, and implementation using the official io.modelcontextprotocol:kotlin-sdk library. None
kotlin-springboot
gh skills install github/awesome-copilot kotlin-springboot
Get best practices for developing applications with Spring Boot and Kotlin. None
legacy-circuit-mockups
gh skills install github/awesome-copilot 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 computer schematics, or design vintage electronics projects. Supports 555 timers, W65C02S microprocessors, 28C256 EEPROMs, W65C22 VIA chips, 7400-series logic gates, LEDs, resistors, capacitors, switches, buttons, crystals, and wires. references/28256-eeprom.md
references/555.md
references/6502.md
references/6522.md
references/6C62256.md
references/7400-series.md
references/assembly-compiler.md
references/assembly-language.md
references/basic-electronic-components.md
references/breadboard.md
references/common-breadboard-components.md
references/connecting-electronic-components.md
references/emulator-28256-eeprom.md
references/emulator-6502.md
references/emulator-6522.md
references/emulator-6C62256.md
references/emulator-lcd.md
references/lcd.md
references/minipro.md
references/t48eeprom-programmer.md
linkedin-post-formatter
gh skills install github/awesome-copilot 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 thought leadership post, convert content to LinkedIn format, LinkedIn carousel text, Unicode bold italic formatting. references/unicode-charmap.md
lsp-setup
gh skills install github/awesome-copilot lsp-setup
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 configuration (user-level or repo-level). Use when you need deeper code understanding and no LSP server is configured, or when the user asks to set up, install, or configure an LSP server. references/lsp-servers.md
make-repo-contribution
gh skills install github/awesome-copilot make-repo-contribution
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 asked to create an issue, commit messages, to push code, or create a PR, use this skill so everything is done correctly. assets/issue-template.md
assets/pr-template.md
make-skill-template
gh skills install github/awesome-copilot make-skill-template
Create new Agent Skills for GitHub Copilot from prompts or by duplicating this template. Use when asked to "create a skill", "make a new skill", "scaffold a skill", or when building specialized AI capabilities with bundled resources. Generates SKILL.md files with proper frontmatter, directory structure, and optional scripts/references/assets folders. None
markdown-to-html
gh skills install github/awesome-copilot markdown-to-html
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 similar web templating systems that utilize markdown documents, converting them to html. Use when asked to "convert markdown to html", "transform md to html", "render markdown", "generate html from markdown", or when working with .md files and/or web a templating system that converts markdown to HTML output. Supports CLI and Node.js workflows with GFM, CommonMark, and standard Markdown flavors. references/basic-markdown-to-html.md
references/basic-markdown.md
references/code-blocks-to-html.md
references/code-blocks.md
references/collapsed-sections-to-html.md
references/collapsed-sections.md
references/gomarkdown.md
references/hugo.md
references/jekyll.md
references/marked.md
references/pandoc.md
references/tables-to-html.md
references/tables.md
references/writing-mathematical-expressions-to-html.md
references/writing-mathematical-expressions.md
mcp-cli
gh skills install github/awesome-copilot 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. None
mcp-copilot-studio-server-generator
gh skills install github/awesome-copilot mcp-copilot-studio-server-generator
Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support None
mcp-create-adaptive-cards
gh skills install github/awesome-copilot mcp-create-adaptive-cards
Skill converted from mcp-create-adaptive-cards.prompt.md None
mcp-create-declarative-agent
gh skills install github/awesome-copilot mcp-create-declarative-agent
Skill converted from mcp-create-declarative-agent.prompt.md None
mcp-deploy-manage-agents
gh skills install github/awesome-copilot mcp-deploy-manage-agents
Skill converted from mcp-deploy-manage-agents.prompt.md None
mcp-security-audit
gh skills install github/awesome-copilot 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 MCP servers use pinned versions (not @latest)
- Detecting unpinned dependencies in MCP server configurations
- Auditing which MCP servers a project registers and whether they're on an approved list
- Checking for environment variable usage vs. hardcoded credentials in MCP configs
- Any request like "is my MCP config secure?", "audit my MCP servers", or "check .mcp.json"
keywords: [mcp, security, audit, secrets, shell-injection, supply-chain, governance]
None
meeting-minutes
gh skills install github/awesome-copilot meeting-minutes
Generate concise, actionable meeting minutes for internal meetings. Includes metadata, attendees, agenda, decisions, action items (owner + due date), and follow-up steps. None
memory-merger
gh skills install github/awesome-copilot 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. None
mentoring-juniors
gh skills install github/awesome-copilot mentoring-juniors
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 understand", "can you teach me", "teach me", "mentor me", "guide me", "what does this error mean", "why doesn't this work", "why does not this work", "I'm a beginner", "Im a beginner", "I'm learning", "Im learning", "I'm new to this", "Im new to this", "walk me through", "how does this work", "what's wrong with my code", "what's wrong", "can you break this down", "ELI5", "step by step", "where do I start", "what am I missing", "newbie here", "junior dev", "first time using", "how do I", "what is", "is this right", "not sure", "need help", "struggling", "show me", "help me debug", "best practice", "too complex", "overwhelmed", "lost", "debug this", "/socratic", "/hint", "/concept", "/pseudocode". Progressive clue systems, teaching techniques, and success metrics. None
microsoft-agent-framework
gh skills install github/awesome-copilot microsoft-agent-framework
Create, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python. references/dotnet.md
references/python.md
microsoft-code-reference
gh skills install github/awesome-copilot 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 troubleshoot errors. Catches hallucinated methods, wrong signatures, and deprecated patterns by querying official docs. None
microsoft-docs
gh skills install github/awesome-copilot 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 that lives outside learn.microsoft.com. None
microsoft-skill-creator
gh skills install github/awesome-copilot 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.). Investigates topics deeply, then generates a hybrid skill storing essential knowledge locally while enabling dynamic deeper investigation. references/skill-templates.md
migrating-oracle-to-postgres-stored-procedures
gh skills install github/awesome-copilot migrating-oracle-to-postgres-stored-procedures
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 COLLATE "C" for Oracle-compatible text sorting. Use when converting Oracle stored procedures or functions to PostgreSQL equivalents during a database migration. None
minecraft-plugin-development
gh skills install github/awesome-copilot 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 data, configuration files, Adventure text, and version-safe API usage. Trigger for requests like "build a Minecraft plugin", "add a Paper command", "fix a Bukkit listener", "create plugin.yml", "implement a minigame mechanic", "add a perk or quest system", or "debug server plugin behavior". references/bootstrap-registration.md
references/build-test-and-runtime-validation.md
references/config-data-and-async.md
references/maps-heroes-and-feature-modules.md
references/minigame-instance-flow.md
references/persistent-progression-and-events.md
references/project-patterns.md
references/state-sessions-and-phases.md
mkdocs-translations
gh skills install github/awesome-copilot mkdocs-translations
Generate a language translation for a mkdocs documentation stack. None
model-recommendation
gh skills install github/awesome-copilot model-recommendation
Analyze chatmode or prompt files and recommend optimal AI models based on task complexity, required capabilities, and cost-efficiency None
msstore-cli
gh skills install github/awesome-copilot msstore-cli
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 CI/CD for Store publishing, or integrate with Partner Center. Supports Windows App SDK/WinUI, UWP, .NET MAUI, Flutter, Electron, React Native, and PWA applications. None
multi-stage-dockerfile
gh skills install github/awesome-copilot multi-stage-dockerfile
Create optimized multi-stage Dockerfiles for any language or framework None
my-issues
gh skills install github/awesome-copilot my-issues
List my issues in the current repository None
my-pull-requests
gh skills install github/awesome-copilot my-pull-requests
List my pull requests in the current repository None
nano-banana-pro-openrouter
gh skills install github/awesome-copilot 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. assets/SYSTEM_TEMPLATE
scripts/generate_image.py
napkin
gh skills install github/awesome-copilot napkin
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 analysis, suggestions, and ideas. assets/napkin.html
assets/step1-activate.svg
assets/step2-whiteboard.svg
assets/step3-draw.svg
assets/step4-share.svg
assets/step5-response.svg
next-intl-add-language
gh skills install github/awesome-copilot next-intl-add-language
Add new language to a Next.js + next-intl application None
noob-mode
gh skills install github/awesome-copilot 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. references/examples.md
references/glossary.md
nuget-manager
gh skills install github/awesome-copilot 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 updating versions. None
onboard-context-matic
gh skills install github/awesome-copilot onboard-context-matic
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 endpoint_search live, and ends with a menu of things the user can ask the agent to do. USE FOR: first-time setup; "what can this MCP do?"; "show me the available APIs"; "onboard me"; "how do I use the context-matic server"; "give me a tour". DO NOT USE FOR: actually integrating an API end-to-end (use integrate-context-matic instead). None
oo-component-documentation
gh skills install github/awesome-copilot oo-component-documentation
Create or update standardized object-oriented component documentation using a shared template plus mode-specific guidance for new and existing docs. assets/documentation-template.md
references/create-mode.md
references/update-mode.md
openapi-to-application-code
gh skills install github/awesome-copilot openapi-to-application-code
Generate a complete, production-ready application from an OpenAPI specification None
pdftk-server
gh skills install github/awesome-copilot 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, burst documents into pages, repair corrupted PDFs, attach or extract files, or perform any PDF manipulation from the command line. references/download.md
references/pdftk-cli-examples.md
references/pdftk-man-page.md
references/pdftk-server-license.md
references/third-party-materials.md
penpot-uiux-design
gh skills install github/awesome-copilot penpot-uiux-design
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) Designing dashboards, forms, navigation, or landing pages, (4) Applying accessibility standards and best practices, (5) Following platform guidelines (iOS, Android, Material Design), (6) Reviewing or improving existing Penpot designs for usability. Triggers: "design a UI", "create interface", "build layout", "design dashboard", "create form", "design landing page", "make it accessible", "design system", "component library". references/accessibility.md
references/component-patterns.md
references/platform-guidelines.md
references/setup-troubleshooting.md
phoenix-cli
gh skills install github/awesome-copilot phoenix-cli
Debug LLM applications using the Phoenix CLI. Fetch traces, analyze errors, review experiments, inspect datasets, and query the GraphQL API. Use when debugging AI/LLM applications, analyzing trace data, working with Phoenix observability, or investigating LLM performance issues. None
phoenix-evals
gh skills install github/awesome-copilot phoenix-evals
Build and run evaluators for AI/LLM applications using Phoenix. references/axial-coding.md
references/common-mistakes-python.md
references/error-analysis-multi-turn.md
references/error-analysis.md
references/evaluate-dataframe-python.md
references/evaluators-code-python.md
references/evaluators-code-typescript.md
references/evaluators-custom-templates.md
references/evaluators-llm-python.md
references/evaluators-llm-typescript.md
references/evaluators-overview.md
references/evaluators-pre-built.md
references/evaluators-rag.md
references/experiments-datasets-python.md
references/experiments-datasets-typescript.md
references/experiments-overview.md
references/experiments-running-python.md
references/experiments-running-typescript.md
references/experiments-synthetic-python.md
references/experiments-synthetic-typescript.md
references/fundamentals-anti-patterns.md
references/fundamentals-model-selection.md
references/fundamentals.md
references/observe-sampling-python.md
references/observe-sampling-typescript.md
references/observe-tracing-setup.md
references/production-continuous.md
references/production-guardrails.md
references/production-overview.md
references/setup-python.md
references/setup-typescript.md
references/validation-evaluators-python.md
references/validation-evaluators-typescript.md
references/validation.md
phoenix-tracing
gh skills install github/awesome-copilot phoenix-tracing
OpenInference semantic conventions and instrumentation for Phoenix AI observability. Use when implementing LLM tracing, creating custom spans, or deploying to production. references/annotations-overview.md
references/annotations-python.md
references/annotations-typescript.md
references/fundamentals-flattening.md
references/fundamentals-overview.md
references/fundamentals-required-attributes.md
references/fundamentals-universal-attributes.md
references/instrumentation-auto-python.md
references/instrumentation-auto-typescript.md
references/instrumentation-manual-python.md
references/instrumentation-manual-typescript.md
references/metadata-python.md
references/metadata-typescript.md
references/production-python.md
references/production-typescript.md
references/projects-python.md
references/projects-typescript.md
references/sessions-python.md
references/sessions-typescript.md
references/setup-python.md
references/setup-typescript.md
references/span-agent.md
references/span-chain.md
references/span-embedding.md
references/span-evaluator.md
references/span-guardrail.md
references/span-llm.md
references/span-reranker.md
references/span-retriever.md
references/span-tool.md
php-mcp-server-generator
gh skills install github/awesome-copilot php-mcp-server-generator
Generate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK None
planning-oracle-to-postgres-migration-integration-testing
gh skills install github/awesome-copilot planning-oracle-to-postgres-migration-integration-testing
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 a structured testing plan. Use when planning integration test coverage for a migrated project, identifying which data access methods need tests, or preparing for Oracle-to-PostgreSQL migration validation. None
plantuml-ascii
gh skills install github/awesome-copilot plantuml-ascii
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 diagrams to ASCII art, Creating sequence diagrams, class diagrams, flowcharts in ASCII format, Generating Unicode-enhanced ASCII art with -utxt flag None
playwright-automation-fill-in-form
gh skills install github/awesome-copilot playwright-automation-fill-in-form
Automate filling in a form using Playwright MCP None
playwright-explore-website
gh skills install github/awesome-copilot playwright-explore-website
Website exploration for testing using Playwright MCP None
playwright-generate-test
gh skills install github/awesome-copilot playwright-generate-test
Generate a Playwright test based on a scenario using Playwright MCP None
polyglot-test-agent
gh skills install github/awesome-copilot polyglot-test-agent
Generates comprehensive, workable unit tests for any programming language using a multi-agent pipeline. Use when asked to generate tests, write unit tests, improve test coverage, add test coverage, create test files, or test a codebase. Supports C#, TypeScript, JavaScript, Python, Go, Rust, Java, and more. Orchestrates research, planning, and implementation phases to produce tests that compile, pass, and follow project conventions. unit-test-generation.prompt.md
postgresql-code-review
gh skills install github/awesome-copilot postgresql-code-review
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 security features like Row Level Security (RLS). None
postgresql-optimization
gh skills install github/awesome-copilot postgresql-optimization
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, window functions, and PostgreSQL extensions ecosystem. None
power-apps-code-app-scaffold
gh skills install github/awesome-copilot power-apps-code-app-scaffold
Scaffold a complete Power Apps Code App project with PAC CLI setup, SDK integration, and connector configuration None
power-bi-dax-optimization
gh skills install github/awesome-copilot power-bi-dax-optimization
Comprehensive Power BI DAX formula optimization prompt for improving performance, readability, and maintainability of DAX calculations. None
power-bi-model-design-review
gh skills install github/awesome-copilot power-bi-model-design-review
Comprehensive Power BI data model design review prompt for evaluating model architecture, relationships, and optimization opportunities. None
power-bi-performance-troubleshooting
gh skills install github/awesome-copilot power-bi-performance-troubleshooting
Systematic Power BI performance troubleshooting prompt for identifying, diagnosing, and resolving performance issues in Power BI models, reports, and queries. None
power-bi-report-design-consultation
gh skills install github/awesome-copilot power-bi-report-design-consultation
Power BI report visualization design prompt for creating effective, user-friendly, and accessible reports with optimal chart selection and layout design. None
power-platform-architect
gh skills install github/awesome-copilot power-platform-architect
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. None
power-platform-mcp-connector-suite
gh skills install github/awesome-copilot power-platform-mcp-connector-suite
Generate complete Power Platform custom connector with MCP integration for Copilot Studio - includes schema generation, troubleshooting, and validation None
powerbi-modeling
gh skills install github/awesome-copilot powerbi-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. Triggers on queries about DAX calculations, table relationships, dimension/fact table design, naming conventions, model documentation, cardinality, cross-filter direction, calculation groups, and data model best practices. Always connects to the active model first using power-bi-modeling MCP tools to understand the data structure before providing guidance. references/MEASURES-DAX.md
references/PERFORMANCE.md
references/RELATIONSHIPS.md
references/RLS.md
references/STAR-SCHEMA.md
prd
gh skills install github/awesome-copilot 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. None
premium-frontend-ui
gh skills install github/awesome-copilot premium-frontend-ui
A comprehensive guide for GitHub Copilot to craft immersive, high-performance web experiences with advanced motion, typography, and architectural craftsmanship. None
project-workflow-analysis-blueprint-generator
gh skills install github/awesome-copilot project-workflow-analysis-blueprint-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 blueprints covering entry points, service layers, data access, error handling, and testing approaches across multiple technologies including .NET, Java/Spring, React, and microservices architectures. None
prompt-builder
gh skills install github/awesome-copilot prompt-builder
Guide users through creating high-quality GitHub Copilot prompts with proper structure, tools, and best practices. None
publish-to-pages
gh skills install github/awesome-copilot 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 publish, deploy, or share a presentation or HTML file via GitHub Pages. scripts/convert-pdf.py
scripts/convert-pptx.py
scripts/publish.sh
pytest-coverage
gh skills install github/awesome-copilot pytest-coverage
Run pytest tests with coverage, discover lines missing coverage, and increase coverage to 100%. None
python-mcp-server-generator
gh skills install github/awesome-copilot python-mcp-server-generator
Generate a complete MCP server project in Python with tools, resources, and proper configuration None
python-pypi-package-builder
gh skills install github/awesome-copilot python-pypi-package-builder
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 versioning, dynamic git-tag versioning, OOP/SOLID design, type hints (PEP 484/526/544/561), Trusted Publishing (OIDC), and the full PyPA packaging flow. Use for: creating Python packages, pip-installable SDKs, CLI tools, framework plugins, pyproject.toml setup, py.typed, setuptools_scm, semver, mypy, pre-commit, GitHub Actions CI/CD, or PyPI publishing. references/architecture-patterns.md
references/ci-publishing.md
references/community-docs.md
references/library-patterns.md
references/pyproject-toml.md
references/release-governance.md
references/testing-quality.md
references/tooling-ruff.md
references/versioning-strategy.md
scripts/scaffold.py
qdrant-clients-sdk
gh skills install github/awesome-copilot qdrant-clients-sdk
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments. None
qdrant-deployment-options
gh skills install github/awesome-copilot qdrant-deployment-options
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'. Also use when choosing between deployment types for a new project. None
qdrant-model-migration
gh skills install github/awesome-copilot qdrant-model-migration
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 I use two models at once'. Also use when upgrading model dimensions, switching providers, or A/B testing models. None
qdrant-monitoring
gh skills install github/awesome-copilot 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, Grafana, or health checks. Also use when debugging production issues that require metric analysis. debugging
setup
qdrant-performance-optimization
gh skills install github/awesome-copilot 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. indexing-performance-optimization
memory-usage-optimization
search-speed-optimization
qdrant-scaling
gh skills install github/awesome-copilot 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 capacity'. minimize-latency
scaling-data-volume
scaling-qps
scaling-query-volume
qdrant-search-quality
gh skills install github/awesome-copilot 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?', 'which embedding model?', 'should I use hybrid search?', 'should I use reranking?'. Also use when search quality degrades after quantization, model change, or data growth. diagnosis
search-strategies
qdrant-version-upgrade
gh skills install github/awesome-copilot qdrant-version-upgrade
Guidance on how to upgrade your Qdrant version without interrupting the availability of your application and ensuring data integrity. None
quality-playbook
gh skills install github/awesome-copilot quality-playbook
Explore any codebase from scratch and generate six quality artifacts: a quality constitution (QUALITY.md), spec-traced functional tests, a code review protocol with regression test generation, an integration testing protocol, a multi-model spec audit (Council of Three), and an AI bootstrap file (AGENTS.md). Includes state machine completeness analysis and missing safeguard detection. Works with any language (Python, Java, Scala, TypeScript, Go, Rust, etc.). Use this skill whenever the user asks to set up a quality playbook, generate functional tests from specifications, create a quality constitution, build testing protocols, audit code against specs, or establish a repeatable quality system for a project. Also trigger when the user mentions 'quality playbook', 'spec audit', 'Council of Three', 'fitness-to-purpose', 'coverage theater', or wants to go beyond basic test generation to build a full quality system grounded in their actual codebase. LICENSE.txt
references/constitution.md
references/defensive_patterns.md
references/functional_tests.md
references/review_protocols.md
references/schema_mapping.md
references/spec_audit.md
references/verification.md
quasi-coder
gh skills install github/awesome-copilot quasi-coder
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 incorrect terminology. Excels at translating non-technical or semi-technical descriptions into production-quality code. None
react-audit-grep-patterns
gh skills install github/awesome-copilot 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. Contains every grep pattern needed to find deprecated APIs, removed APIs, unsafe lifecycle methods, batching vulnerabilities, test file issues, dependency conflicts, and React 19 specific removals. Always use this skill when writing audit scan commands - do not rely on memory for grep syntax, especially for the multi-line async setState patterns which require context flags. references/dep-scans.md
references/react18-scans.md
references/react19-scans.md
references/test-scans.md
react18-batching-patterns
gh skills install github/awesome-copilot react18-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 .then() or .catch(), or in a native event handler. Use it before writing any flushSync call - the decision tree here prevents unnecessary flushSync overuse. Also use this skill when fixing test failures caused by intermediate state assertions that break after React 18 upgrade. references/batching-categories.md
references/flushSync-guide.md
react18-dep-compatibility
gh skills install github/awesome-copilot react18-dep-compatibility
React 18.3.1 and React 19 dependency compatibility matrix. references/apollo-details.md
references/router-migration.md
react18-enzyme-to-rtl
gh skills install github/awesome-copilot react18-enzyme-to-rtl
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.instance(), Enzyme configure/Adapter calls, or any test file that imports from enzyme. This skill covers the full API mapping and the philosophy shift from implementation testing to behavior testing. Always read this skill before rewriting Enzyme tests - do not translate Enzyme APIs 1:1, that produces brittle RTL tests. references/async-patterns.md
references/enzyme-api-map.md
react18-legacy-context
gh skills install github/awesome-copilot react18-legacy-context
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 cross-file migration requiring the provider AND all consumers to be updated together. Use it before touching any contextTypes or childContextTypes code, because migrating only the provider without the consumers (or vice versa) will cause a runtime failure. Always read this skill before writing any context migration - the cross-file coordination steps here prevent the most common context migration bugs. references/context-file-template.md
references/multi-context.md
references/single-context.md
react18-lifecycle-patterns
gh skills install github/awesome-copilot react18-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 component needs its lifecycle methods migrated, when deciding between getDerivedStateFromProps vs componentDidUpdate, when adding getSnapshotBeforeUpdate, or when fixing React 18 UNSAFE_ lifecycle warnings. Always use this skill before writing any lifecycle migration code - do not guess the pattern from memory, the decision trees here prevent the most common migration mistakes. references/componentWillMount.md
references/componentWillReceiveProps.md
references/componentWillUpdate.md
react18-string-refs
gh skills install github/awesome-copilot react18-string-refs
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, refs in lists, callback refs, and refs passed to child components. Always use this skill before writing any ref migration code - the multiple-refs-in-list pattern is particularly tricky and this skill prevents the most common mistakes. Use it for React 18.3.1 migration (string refs warn) and React 19 migration (string refs removed). references/patterns.md
react19-concurrent-patterns
gh skills install github/awesome-copilot react19-concurrent-patterns
Preserve React 18 concurrent patterns and adopt React 19 APIs (useTransition, useDeferredValue, Suspense, use(), useOptimistic, Actions) during migration. references/react19-actions.md
references/react19-suspense.md
references/react19-use.md
react19-source-patterns
gh skills install github/awesome-copilot react19-source-patterns
Reference for React 19 source-file migration patterns, including API changes, ref handling, and context updates. references/api-migrations.md
react19-test-patterns
gh skills install github/awesome-copilot react19-test-patterns
Provides before/after patterns for migrating test files to React 19 compatibility, including act() imports, Simulate removal, and StrictMode call count changes. None
readme-blueprint-generator
gh skills install github/awesome-copilot readme-blueprint-generator
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, technology stack, architecture, development workflow, coding standards, and testing approaches while generating well-structured markdown documentation with proper formatting, cross-references, and developer-focused content. None
refactor
gh skills install github/awesome-copilot 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 drastic than repo-rebuilder; use for gradual improvements. None
refactor-method-complexity-reduce
gh skills install github/awesome-copilot refactor-method-complexity-reduce
Refactor given method ${input:methodName} to reduce its cognitive complexity to ${input:complexityThreshold} or below, by extracting helper methods. None
refactor-plan
gh skills install github/awesome-copilot refactor-plan
Plan a multi-file refactor with proper sequencing and rollback steps None
remember
gh skills install github/awesome-copilot remember
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. None
remember-interactive-programming
gh skills install github/awesome-copilot 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. Adapt the prompt with any specific reminders in your workflow and/or workspace. None
repo-story-time
gh skills install github/awesome-copilot repo-story-time
Generate a comprehensive repository summary and narrative story from commit history None
resemble-detect
gh skills install github/awesome-copilot resemble-detect
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 LICENSE
references/api-reference.md
review-and-refactor
gh skills install github/awesome-copilot review-and-refactor
Review and refactor code in your project according to defined instructions None
reviewing-oracle-to-postgres-migration
gh skills install github/awesome-copilot reviewing-oracle-to-postgres-migration
Identifies Oracle-to-PostgreSQL migration risks by cross-referencing code against known behavioral differences (empty strings, refcursors, type coercion, sorting, timestamps, concurrent transactions, etc.). Use when planning a database migration, reviewing migration artifacts, or validating that integration tests cover Oracle/PostgreSQL differences. references/REFERENCE.md
references/empty-strings-handling.md
references/no-data-found-exceptions.md
references/oracle-parentheses-from-clause.md
references/oracle-to-postgres-sorting.md
references/oracle-to-postgres-timestamp-timezone.md
references/oracle-to-postgres-to-char-numeric.md
references/oracle-to-postgres-type-coercion.md
references/postgres-concurrent-transactions.md
references/postgres-refcursor-handling.md
roundup
gh skills install github/awesome-copilot 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. None
roundup-setup
gh skills install github/awesome-copilot 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 your workflow. references/config-template.md
ruby-mcp-server-generator
gh skills install github/awesome-copilot ruby-mcp-server-generator
Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem. None
ruff-recursive-fix
gh skills install github/awesome-copilot 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. None
rust-mcp-server-generator
gh skills install github/awesome-copilot rust-mcp-server-generator
Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK None
salesforce-apex-quality
gh skills install github/awesome-copilot salesforce-apex-quality
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 Apex idioms. Use this skill when reviewing or generating Apex classes, trigger handlers, batch jobs, or test classes to catch governor limit risks, security gaps, and quality issues before deployment. None
salesforce-component-standards
gh skills install github/awesome-copilot salesforce-component-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, CSRF enforcement, FLS/CRUD in AuraEnabled methods, view state management, and Jest test requirements. Use this skill when building or reviewing any Salesforce UI component to enforce platform-specific security and quality standards. None
salesforce-flow-design
gh skills install github/awesome-copilot salesforce-flow-design
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 ensure correct type selection, no DML/Get Records in loops, proper fault connectors on all data-changing elements, and appropriate automation density checks before deployment. None
sandbox-npm-install
gh skills install github/awesome-copilot 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, rollup) crash on virtiofs, so packages must be installed on the local ext4 filesystem and symlinked back. scripts/install.sh
scaffolding-oracle-to-postgres-migration-test-project
gh skills install github/awesome-copilot scaffolding-oracle-to-postgres-migration-test-project
Scaffolds an xUnit integration test project for validating Oracle-to-PostgreSQL database migration behavior in .NET solutions. Creates the test project, transaction-rollback base class, and seed data manager. Use when setting up test infrastructure before writing migration integration tests, or when a test project is needed for Oracle-to-PostgreSQL validation. None
scoutqa-test
gh skills install github/awesome-copilot scoutqa-test
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 application testing scenarios including smoke tests, accessibility audits, e-commerce flows, and user flow validation using ScoutQA CLI. Use this skill proactively after implementing web application features to verify they work correctly. None
secret-scanning
gh skills install github/awesome-copilot 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 Security plugin (advanced-security@copilot-plugins). Use this skill when enabling secret scanning, setting up push protection, defining custom patterns, triaging alerts, resolving blocked pushes, or when an agent needs to scan code for secrets before committing. references/alerts-and-remediation.md
references/custom-patterns.md
references/push-protection.md
security-review
gh skills install github/awesome-copilot 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 scan code for security vulnerabilities, find bugs, check for SQL injection, XSS, command injection, exposed API keys, hardcoded secrets, insecure dependencies, access control issues, or any request like "is my code secure?", "review for security issues", "audit this codebase", or "check for vulnerabilities". Covers injection flaws, authentication and access control bugs, secrets exposure, weak cryptography, insecure dependencies, and business logic issues across JavaScript, TypeScript, Python, Java, PHP, Go, Ruby, and Rust. references/language-patterns.md
references/report-format.md
references/secret-patterns.md
references/vuln-categories.md
references/vulnerable-packages.md
semantic-kernel
gh skills install github/awesome-copilot semantic-kernel
Create, update, refactor, explain, or review Semantic Kernel solutions using shared guidance plus language-specific references for .NET and Python. references/dotnet.md
references/python.md
shuffle-json-data
gh skills install github/awesome-copilot shuffle-json-data
Shuffle repetitive JSON objects safely by validating schema consistency before randomising entries. None
snowflake-semanticview
gh skills install github/awesome-copilot snowflake-semanticview
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 Snowflake via CLI, or to guide Snowflake CLI installation and connection setup. None
sponsor-finder
gh skills install github/awesome-copilot 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 web search. Verifies every link. Shows direct and transitive dependencies with OSSF Scorecard health data. Invoke with /sponsor followed by a GitHub owner/repo (e.g. "/sponsor expressjs/express"). None
spring-boot-testing
gh skills install github/awesome-copilot 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. references/assertj-basics.md
references/assertj-collections.md
references/context-caching.md
references/datajpatest.md
references/instancio.md
references/mockitobean.md
references/mockmvc-classic.md
references/mockmvc-tester.md
references/restclienttest.md
references/resttestclient.md
references/sb4-migration.md
references/test-slices-overview.md
references/testcontainers-jdbc.md
references/webmvctest.md
sql-code-review
gh skills install github/awesome-copilot 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 standards, and anti-pattern detection. Complements SQL optimization prompt for complete development coverage. None
sql-optimization
gh skills install github/awesome-copilot sql-optimization
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, pagination optimization, batch operations, and performance monitoring guidance. None
structured-autonomy-generate
gh skills install github/awesome-copilot structured-autonomy-generate
Structured Autonomy Implementation Generator Prompt None
structured-autonomy-implement
gh skills install github/awesome-copilot structured-autonomy-implement
Structured Autonomy Implementation Prompt None
structured-autonomy-plan
gh skills install github/awesome-copilot structured-autonomy-plan
Structured Autonomy Planning Prompt None
suggest-awesome-github-copilot-agents
gh skills install github/awesome-copilot suggest-awesome-github-copilot-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 agents that need updates. None
suggest-awesome-github-copilot-instructions
gh skills install github/awesome-copilot 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 instructions that need updates. None
suggest-awesome-github-copilot-skills
gh skills install github/awesome-copilot 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. None
swift-mcp-server-generator
gh skills install github/awesome-copilot swift-mcp-server-generator
Generate a complete Model Context Protocol server project in Swift using the official MCP Swift SDK package. None
technology-stack-blueprint-generator
gh skills install github/awesome-copilot 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 (.NET, Java, JavaScript, React, Python). Generates configurable blueprints with version information, licensing details, usage patterns, coding conventions, and visual diagrams. Provides implementation-ready templates and maintains architectural consistency for guided development. None
terraform-azurerm-set-diff-analyzer
gh skills install github/awesome-copilot 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 Application Gateway, Load Balancer, Firewall, Front Door, NSG, and other resources with Set-type attributes that cause spurious diffs due to internal ordering changes. references/azurerm_set_attributes.json
references/azurerm_set_attributes.md
scripts/.gitignore
scripts/README.md
scripts/analyze_plan.py
threat-model-analyst
gh skills install github/awesome-copilot 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 analysis, prioritized findings, and executive assessments. (2) Incremental analysis — takes a previous threat model report as baseline, compares the codebase at the latest (or a given commit), and produces an updated report with change tracking (new, resolved, still-present threats), STRIDE heatmap, findings diff, and an embedded HTML comparison. Only activate when the user explicitly requests a threat model analysis, incremental update, or invokes /threat-model-analyst directly. references/analysis-principles.md
references/diagram-conventions.md
references/incremental-orchestrator.md
references/orchestrator.md
references/output-formats.md
references/skeletons
references/tmt-element-taxonomy.md
references/verification-checklist.md
tldr-prompt
gh skills install github/awesome-copilot tldr-prompt
Create tldr summaries for GitHub Copilot files (prompts, agents, instructions, collections), MCP servers, or documentation from URLs and queries. None
transloadit-media-processing
gh skills install github/awesome-copilot 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 media processing pipeline. Covers 86+ processing robots for file transformation at scale. None
typescript-mcp-server-generator
gh skills install github/awesome-copilot typescript-mcp-server-generator
Generate a complete MCP server project in TypeScript with tools, resources, and proper configuration None
typespec-api-operations
gh skills install github/awesome-copilot typespec-api-operations
Add GET, POST, PATCH, and DELETE operations to a TypeSpec API plugin with proper routing, parameters, and adaptive cards None
typespec-create-agent
gh skills install github/awesome-copilot typespec-create-agent
Generate a complete TypeSpec declarative agent with instructions, capabilities, and conversation starters for Microsoft 365 Copilot None
typespec-create-api-plugin
gh skills install github/awesome-copilot typespec-create-api-plugin
Generate a TypeSpec API plugin with REST operations, authentication, and Adaptive Cards for Microsoft 365 Copilot None
unit-test-vue-pinia
gh skills install github/awesome-copilot 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 enforcing black-box assertions over implementation details. references/pinia-patterns.md
update-avm-modules-in-bicep
gh skills install github/awesome-copilot update-avm-modules-in-bicep
Update Azure Verified Modules (AVM) to latest versions in Bicep files. None
update-implementation-plan
gh skills install github/awesome-copilot 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. None
update-llms
gh skills install github/awesome-copilot update-llms
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/ None
update-markdown-file-index
gh skills install github/awesome-copilot update-markdown-file-index
Update a markdown file section with an index/table of files from a specified folder. None
update-specification
gh skills install github/awesome-copilot 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. None
vardoger-analyze
gh skills install github/awesome-copilot vardoger-analyze
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/, extracts recurring preferences and conventions, and writes a fenced personalization block into ~/.copilot/copilot-instructions.md. Runs entirely on the user's machine via the local vardoger CLI (pipx install vardoger); no network calls and no uploads. Triggers: 'personalize my copilot', 'analyze my copilot history', 'tailor copilot to me', 'run vardoger', 'update my copilot instructions from history', 'make copilot learn my style'. None
vscode-ext-commands
gh skills install github/awesome-copilot vscode-ext-commands
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 None
vscode-ext-localization
gh skills install github/awesome-copilot vscode-ext-localization
Guidelines for proper localization of VS Code extensions, following VS Code extension development guidelines, libraries and good practices None
web-coder
gh skills install github/awesome-copilot web-coder
Expert 10x engineer with comprehensive knowledge of web development, internet protocols, and web standards. Use when working with HTML, CSS, JavaScript, web APIs, HTTP/HTTPS, web security, performance optimization, accessibility, or any web/internet concepts. Specializes in translating web terminology accurately and implementing modern web standards across frontend and backend development. references/accessibility.md
references/architecture-patterns.md
references/browsers-engines.md
references/css-styling.md
references/data-formats-encoding.md
references/development-tools.md
references/glossary.md
references/html-markup.md
references/http-networking.md
references/javascript-programming.md
references/media-graphics.md
references/performance-optimization.md
references/security-authentication.md
references/servers-infrastructure.md
references/web-apis-dom.md
references/web-protocols-standards.md
web-design-reviewer
gh skills install github/awesome-copilot 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 responsive design, accessibility, visual consistency, and layout breakage, then performs fixes at the source code level. references/framework-fixes.md
references/visual-checklist.md
webapp-testing
gh skills install github/awesome-copilot webapp-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. assets/test-helper.js
what-context-needed
gh skills install github/awesome-copilot what-context-needed
Ask Copilot what files it needs to see before answering a question None
winapp-cli
gh skills install github/awesome-copilot winapp-cli
Windows App Development CLI (winapp) for building, packaging, and deploying Windows applications. Use when asked to initialize Windows app projects, create MSIX packages, generate AppxManifest.xml, manage development certificates, add package identity for debugging, sign packages, publish to the Microsoft Store, create external catalogs, or access Windows SDK build tools. Supports .NET (csproj), C++, Electron, Rust, Tauri, and cross-platform frameworks targeting Windows. None
winmd-api-search
gh skills install github/awesome-copilot 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 details (methods, properties, events, enumeration values). LICENSE.txt
scripts/Invoke-WinMdQuery.ps1
scripts/Update-WinMdCache.ps1
scripts/cache-generator
winui3-migration-guide
gh skills install github/awesome-copilot winui3-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), dialogs, pickers, sharing, printing, background tasks, and the most common Copilot code generation mistakes. None
workiq-copilot
gh skills install github/awesome-copilot workiq-copilot
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. None
write-coding-standards-from-file
gh skills install github/awesome-copilot 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. None