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Skill
add-educational-comments
github/awesome-copilot · skills/add-educational-comments
Add educational comments to the file specified, or prompt asking for file to comment if one is not provided.
Repository stars: 40,904 · Incomplete scan
Skill
azure-pricing
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
react19-source-patterns
github/awesome-copilot · skills/react19-source-patterns
Reference for React 19 source-file migration patterns, including API changes, ref handling, and context updates.
Repository stars: 40,904 · Incomplete scan
Skill
prd
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
arize-annotation
github/awesome-copilot · skills/arize-annotation
Creates and manages annotation configs (categorical, continuous, freeform label schemas) and annotation queues (human review workflows) on Arize. Applies human annotations to project spans via the Python SDK. Use when the user mentions annotation config, annotation queue, label schema, human feedback, bulk annotate spans, update_annotations, labeling queue, annotate record, or human review.
Repository stars: 40,904 · Incomplete scan
Skill
gitmoji
github/awesome-copilot · skills/gitmoji
Generates commit messages following the gitmoji convention (https://gitmoji.dev) — picks the right emoji for the intent of the change and writes a well-formed message. Use when asked to "write a gitmoji commit", "add an emoji to my commit message", "which gitmoji should I use", "gitmoji this change", or when a project uses gitmoji-style commit messages. Works from a git diff, staged changes, or a plain description of the change. Generates the message only — does not run git commands.
Repository stars: 40,904 · Incomplete scan
Skill
aws-cdk-python-setup
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
diagnose
github/awesome-copilot · skills/diagnose
Perform a systematic diagnostic scan of an AI workflow across 5 quality dimensions — prompt quality, context efficiency, tool health, architecture fitness, and safety — producing a scored report with prioritized remediation actions.
Repository stars: 40,904 · Incomplete scan
Skill
csharp-tunit
github/awesome-copilot · skills/csharp-tunit
Get best practices for TUnit unit testing, including data-driven tests
Repository stars: 40,904 · Incomplete scan
Skill
dataverse-python-advanced-patterns
github/awesome-copilot · skills/dataverse-python-advanced-patterns
Generate production code for Dataverse SDK using advanced patterns, error handling, and optimization techniques.
Repository stars: 40,904 · Incomplete scan
Skill
react18-batching-patterns
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
meeting-minutes
github/awesome-copilot · skills/meeting-minutes
Generate concise, actionable meeting minutes for internal meetings. Includes metadata, attendees, agenda, decisions, action items (owner + due date), and follow-up steps.
Repository stars: 40,904 · Incomplete scan
Skill
from-the-other-side-vega
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
microsoft-store-publisher
github/awesome-copilot · skills/microsoft-store-publisher
Prepare, validate, submit, and monitor Windows desktop apps in Microsoft Partner Center. Use for MSIX packaging, Store identity, listings, WACK, Partner Center automation, certification, and publishing.
Repository stars: 40,904 · Incomplete scan
Skill
competitor-ad-intelligence
github/awesome-copilot · skills/competitor-ad-intelligence
Use this skill when the user asks to analyze, tear down, or reverse-engineer a competitor's paid ads. Trigger for prompts like "what ads is [competitor] running", "tear down their ad strategy", "competitor ad analysis", "find ad angles we haven't tried", or "reverse-engineer their paid funnel". Do not trigger for organic/SEO competitor research or website positioning analysis.
Repository stars: 40,904 · Incomplete scan
Skill
power-bi-performance-troubleshooting
github/awesome-copilot · skills/power-bi-performance-troubleshooting
Systematic Power BI performance troubleshooting prompt for identifying, diagnosing, and resolving performance issues in Power BI models, reports, and queries.
Repository stars: 40,904 · Incomplete scan
Skill
entra-agent-user
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
penpot-uiux-design
github/awesome-copilot · skills/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".
Repository stars: 40,904 · Incomplete scan
Skill
agentic-eval
github/awesome-copilot · skills/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
Repository stars: 40,904 · Incomplete scan
Skill
security-review
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
acquire-codebase-knowledge
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
codebase-memory-mcp
github/awesome-copilot · skills/codebase-memory-mcp
Use when exploring unfamiliar code, mapping architecture, finding symbols or relationships, tracing callers, callees, data flow or dependencies, assessing impact, auditing dead or complex code, or handling explicit Codebase Memory requests. Otherwise skip tasks confined to a supplied known file, tiny one-file check, exact literal, configuration value, error string, or non-code text.
Repository stars: 40,904 · Incomplete scan
Skill
copilot-spaces
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
eval-driven-dev
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
react-audit-grep-patterns
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
azure-devops-cli
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
finnish-humanizer
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
napkin
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
breakdown-epic-pm
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
project-workflow-analysis-blueprint-generator
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
email-drafter
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
java-mcp-server-generator
github/awesome-copilot · skills/java-mcp-server-generator
Use this skill when the user wants to create a Model Context Protocol (MCP) server in Java or in a Spring Boot app. Also use it when the user wants AI agents, such as GitHub Copilot or Claude, to use Java code, an API, or a database. Use it even if the user does not say "MCP". The skill makes a Maven or Gradle project with the MCP Java SDK 2.x, tools, JUnit tests, and client configuration. Do not use it for Quarkus/Quarkiverse MCP servers (use the `quarkus-mcp-server-sse` instruction), for an MCP client or for a server in another language.
Repository stars: 40,904 · Incomplete scan
Skill
cosmosdb-datamodeling
github/awesome-copilot · skills/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
Repository stars: 40,904 · Incomplete scan
Skill
conventional-branch
github/awesome-copilot · skills/conventional-branch
Create Git branches following the Conventional Branch specification (feature/, bugfix/, hotfix/, release/, chore/, plus AI agent prefixes ai/, copilot/, cursor/, claude/, codex/). Use when creating a new branch, naming a branch, or checking whether a branch name complies with the spec.
Repository stars: 40,904 · Incomplete scan
Skill
kotlin-springboot
github/awesome-copilot · skills/kotlin-springboot
Get best practices for developing applications with Spring Boot and Kotlin.
Repository stars: 40,904 · Incomplete scan
Skill
playwright-automation-fill-in-form
github/awesome-copilot · skills/playwright-automation-fill-in-form
Automate filling in a form using Playwright MCP
Repository stars: 40,904 · Incomplete scan
Skill
excalidraw-diagram-generator
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
python-mcp-server-generator
github/awesome-copilot · skills/python-mcp-server-generator
Use this skill when the user wants to create a new Model Context Protocol (MCP) server in Python. Also use it to expose Python functions, an API, or a database to AI clients as MCP tools. The skill makes a uv project with the MCP Python SDK v2 (MCPServer), typed tools, in-memory tests, and client configuration. Do not use it for an MCP client or for a server in another language.
Repository stars: 40,904 · Incomplete scan
Skill
make-repo-contribution
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
dataverse-python-usecase-builder
github/awesome-copilot · skills/dataverse-python-usecase-builder
Generate complete solutions for specific Dataverse SDK use cases with architecture recommendations
Repository stars: 40,904 · Incomplete scan
Skill
data-breach-blast-radius
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
create-tldr-page
github/awesome-copilot · skills/create-tldr-page
Create a tldr page from documentation URLs and command examples, requiring both URL and command name.
Repository stars: 40,904 · Incomplete scan
Skill
mvvm-toolkit-di
github/awesome-copilot · skills/mvvm-toolkit-di
Wire CommunityToolkit.Mvvm ViewModels into Microsoft.Extensions.DependencyInjection. Covers the .NET Generic Host composition root, constructor injection, service lifetimes (Singleton / Transient / Scoped), IMessenger registration, resolving ViewModels in Views, keyed services, testing seams, and the legacy Ioc.Default escape hatch. Use across WPF, WinUI 3, .NET MAUI, Uno, and Avalonia.
Repository stars: 40,904 · Incomplete scan
Skill
sponsor-finder
github/awesome-copilot · skills/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").
Repository stars: 40,904 · Incomplete scan
Skill
azure-role-selector
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
azure-container-registry-cli
github/awesome-copilot · skills/azure-container-registry-cli
Manage Azure Container Registry via the az acr CLI including registries, images, cloud builds, ACR Tasks, authentication, tokens, geo-replication, and networking. Use when working with ACR, az acr commands, pushing/importing/purging container images in Azure, or when the user mentions Azure Container Registry.
Repository stars: 40,904 · Incomplete scan
Skill
arize-link
github/awesome-copilot · skills/arize-link
Generates deep links to the Arize UI for traces, spans, sessions, datasets, labeling queues, evaluators, and annotation configs. Produces clickable URLs for sharing Arize resources with team members. Use when the user wants to link to or open a trace, span, session, dataset, evaluator, or annotation config in the Arize UI.
Repository stars: 40,904 · Incomplete scan
Skill
kotlin-mcp-server-generator
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
conventional-commit
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Skill
gtm-operating-cadence
github/awesome-copilot · skills/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.
Repository stars: 40,904 · Incomplete scan
Automated signals, not a guarantee. How the checks work.
