github.com/github/awesome-copilot
Skill | Added | Review |
|---|---|---|
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) | 88 1.47x Agent success vs baseline Impact 100% 1.47xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 0c3c5bb | |
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. | 65 1.52x Agent success vs baseline Impact 81% 1.52xAverage score across 4 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 78 1.75x Agent success vs baseline Impact 84% 1.75xAverage score across 6 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 82 1.06x Agent success vs baseline Impact 81% 1.06xAverage score across 6 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
vscode-ext-localization Guidelines for proper localization of VS Code extensions, following VS Code extension development guidelines, libraries and good practices | 68 1.42x Agent success vs baseline Impact 100% 1.42xAverage score across 5 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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 | 51 1.23x Agent success vs baseline Impact 90% 1.23xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 86 1.75x Agent success vs baseline Impact 93% 1.75xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 82 3.48x Agent success vs baseline Impact 87% 3.48xAverage score across 3 eval scenarios Securityby Risky Do not use without reviewing Reviewed: Version: 4020587 | |
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. | 81 1.04x Agent success vs baseline Impact 97% 1.04xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 79 1.09x Agent success vs baseline Impact 96% 1.09xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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 | 90 1.08x Agent success vs baseline Impact 94% 1.08xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 91 1.42x Agent success vs baseline Impact 97% 1.42xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 83 1.12x Agent success vs baseline Impact 46% 1.12xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 96 1.05x Agent success vs baseline Impact 95% 1.05xAverage score across 6 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 90 3.44x Agent success vs baseline Impact 93% 3.44xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 92 1.72x Agent success vs baseline Impact 100% 1.72xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 81 1.17x Agent success vs baseline Impact 73% 1.17xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 88 1.53x Agent success vs baseline Impact 98% 1.53xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 93 1.45x Agent success vs baseline Impact 93% 1.45xAverage score across 12 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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 | 94 0.98x Agent success vs baseline Impact 92% 0.98xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 69 1.36x Agent success vs baseline Impact 90% 1.36xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 78 1.54x Agent success vs baseline Impact 94% 1.54xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 90 1.34x Agent success vs baseline Impact 93% 1.34xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 34 1.00x No change in agent success vs baseline Impact 100% 1.00xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 83 1.38x Agent success vs baseline Impact 98% 1.38xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 96 1.33x Agent success vs baseline Impact 100% 1.33xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 93 1.13x Agent success vs baseline Impact 91% 1.13xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
appinsights-instrumentation Instrument a webapp to send useful telemetry data to Azure App Insights | 68 1.81x Agent success vs baseline Impact 96% 1.81xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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 | 84 1.08x Agent success vs baseline Impact 92% 1.08xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
multi-stage-dockerfile Create optimized multi-stage Dockerfiles for any language or framework | 53 1.13x Agent success vs baseline Impact 99% 1.13xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
ruby-mcp-server-generator Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem. | 68 3.80x Agent success vs baseline Impact 95% 3.80xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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). | 71 1.14x Agent success vs baseline Impact 97% 1.14xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 71 1.67x Agent success vs baseline Impact 97% 1.67xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
dataverse-python-quickstart Generate Python SDK setup + CRUD + bulk + paging snippets using official patterns. | 56 1.63x Agent success vs baseline Impact 100% 1.63xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
rust-mcp-server-generator Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK | 92 2.36x Agent success vs baseline Impact 97% 2.36xAverage score across 9 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
playwright-explore-website Website exploration for testing using Playwright MCP | 66 0.98x Agent success vs baseline Impact 80% 0.98xAverage score across 6 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
java-junit Get best practices for JUnit 5 unit testing, including data-driven tests | 75 1.15x Agent success vs baseline Impact 95% 1.15xAverage score across 6 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
csharp-async Get best practices for C# async programming | 69 1.47x Agent success vs baseline Impact 81% 1.47xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
power-apps-code-app-scaffold Scaffold a complete Power Apps Code App project with PAC CLI setup, SDK integration, and connector configuration | 63 1.85x Agent success vs baseline Impact 100% 1.85xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 76 1.29x Agent success vs baseline Impact 88% 1.29xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
dataverse-python-advanced-patterns Generate production code for Dataverse SDK using advanced patterns, error handling, and optimization techniques. | 49 1.63x Agent success vs baseline Impact 93% 1.63xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
playwright-generate-test Generate a Playwright test based on a scenario using Playwright MCP | 57 1.28x Agent success vs baseline Impact 100% 1.28xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
typespec-create-api-plugin Generate a TypeSpec API plugin with REST operations, authentication, and Adaptive Cards for Microsoft 365 Copilot | 72 1.96x Agent success vs baseline Impact 100% 1.96xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
refactor-plan Plan a multi-file refactor with proper sequencing and rollback steps | 69 2.58x Agent success vs baseline Impact 80% 2.58xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
mcp-create-declarative-agent Skill converted from mcp-create-declarative-agent.prompt.md | 44 1.97x Agent success vs baseline Impact 97% 1.97xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
csharp-tunit Get best practices for TUnit unit testing, including data-driven tests | 64 1.07x Agent success vs baseline Impact 87% 1.07xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
typescript-mcp-server-generator Generate a complete MCP server project in TypeScript with tools, resources, and proper configuration | 57 1.50x Agent success vs baseline Impact 98% 1.50xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 89 1.44x Agent success vs baseline Impact 94% 1.44xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
add-educational-comments Add educational comments to the file specified, or prompt asking for file to comment if one is not provided. | 47 1.12x Agent success vs baseline Impact 91% 1.12xAverage score across 3 eval scenarios Securityby Risky Do not use without reviewing Reviewed: Version: 4020587 | |
csharp-nunit Get best practices for NUnit unit testing, including data-driven tests | 73 1.31x Agent success vs baseline Impact 84% 1.31xAverage score across 6 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
openapi-to-application-code Generate a complete, production-ready application from an OpenAPI specification | 67 1.58x Agent success vs baseline Impact 81% 1.58xAverage score across 6 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
csharp-mcp-server-generator Generate a complete MCP server project in C# with tools, prompts, and proper configuration | 56 1.17x Agent success vs baseline Impact 94% 1.17xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
create-technical-spike Create time-boxed technical spike documents for researching and resolving critical development decisions before implementation. | 80 2.66x Agent success vs baseline Impact 96% 2.66xAverage score across 6 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
create-github-issues-feature-from-implementation-plan Create GitHub Issues from implementation plan phases using feature_request.yml or chore_request.yml templates. | 72 1.33x Agent success vs baseline Impact 84% 1.33xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
power-bi-dax-optimization Comprehensive Power BI DAX formula optimization prompt for improving performance, readability, and maintainability of DAX calculations. | 52 1.15x Agent success vs baseline Impact 73% 1.15xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
python-mcp-server-generator Generate a complete MCP server project in Python with tools, resources, and proper configuration | 61 1.20x Agent success vs baseline Impact 95% 1.20xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
structured-autonomy-plan Structured Autonomy Planning Prompt | 55 4.30x Agent success vs baseline Impact 99% 4.30xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
csharp-xunit Get best practices for XUnit unit testing, including data-driven tests | 64 0.94x Agent success vs baseline Impact 90% 0.94xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 88 1.17x Agent success vs baseline Impact 100% 1.17xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
java-springboot Get best practices for developing applications with Spring Boot. | 54 1.06x Agent success vs baseline Impact 100% 1.06xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
what-context-needed Ask Copilot what files it needs to see before answering a question | 65 2.78x Agent success vs baseline Impact 89% 2.78xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
mcp-copilot-studio-server-generator Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support | 59 1.43x Agent success vs baseline Impact 96% 1.43xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
dataverse-python-production-code Generate production-ready Python code using Dataverse SDK with error handling, optimization, and best practices | 66 1.32x Agent success vs baseline Impact 98% 1.32xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 69 1.86x Agent success vs baseline Impact 80% 1.86xAverage score across 3 eval scenarios Securityby Risky Do not use without reviewing Reviewed: Version: 4020587 | |
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. | 74 1.24x Agent success vs baseline Impact 91% 1.24xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
dotnet-best-practices Ensure .NET/C# code meets best practices for the solution/project. | 57 1.77x Agent success vs baseline Impact 94% 1.77xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
mcp-create-adaptive-cards Skill converted from mcp-create-adaptive-cards.prompt.md | 56 1.23x Agent success vs baseline Impact 100% 1.23xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 74 1.56x Agent success vs baseline Impact 89% 1.56xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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"). | 91 1.92x Agent success vs baseline Impact 98% 1.92xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
dataverse-python-usecase-builder Generate complete solutions for specific Dataverse SDK use cases with architecture recommendations | 54 2.39x Agent success vs baseline Impact 98% 2.39xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
structured-autonomy-generate Structured Autonomy Implementation Generator Prompt | 51 1.55x Agent success vs baseline Impact 98% 1.55xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
power-bi-model-design-review Comprehensive Power BI data model design review prompt for evaluating model architecture, relationships, and optimization opportunities. | 53 1.08x Agent success vs baseline Impact 89% 1.08xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
power-bi-performance-troubleshooting Systematic Power BI performance troubleshooting prompt for identifying, diagnosing, and resolving performance issues in Power BI models, reports, and queries. | 65 1.11x Agent success vs baseline Impact 94% 1.11xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
playwright-explore-website Website exploration for testing using Playwright MCP | 66 0.98x Agent success vs baseline Impact 80% 0.98xAverage score across 6 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
openapi-to-application-code Generate a complete, production-ready application from an OpenAPI specification | 59 1.58x Agent success vs baseline Impact 81% 1.58xAverage score across 6 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
create-technical-spike Create time-boxed technical spike documents for researching and resolving critical development decisions before implementation. | 80 2.66x Agent success vs baseline Impact 96% 2.66xAverage score across 6 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
mcp-deploy-manage-agents Skill converted from mcp-deploy-manage-agents.prompt.md | 44 1.11x Agent success vs baseline Impact 99% 1.11xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
breakdown-feature-implementation Prompt for creating detailed feature implementation plans, following Epoch monorepo structure. | 57 2.82x Agent success vs baseline Impact 96% 2.82xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
java-docs Ensure that Java types are documented with Javadoc comments and follow best practices for documentation. | 72 1.00x No change in agent success vs baseline Impact 94% 1.00xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
csharp-nunit Get best practices for NUnit unit testing, including data-driven tests | 68 1.31x Agent success vs baseline Impact 84% 1.31xAverage score across 6 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
containerize-aspnet-framework Containerize an ASP.NET .NET Framework project by creating Dockerfile and .dockerfile files customized for the project. | 75 1.22x Agent success vs baseline Impact 99% 1.22xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
containerize-aspnetcore Containerize an ASP.NET Core project by creating Dockerfile and .dockerfile files customized for the project. | 72 1.33x Agent success vs baseline Impact 100% 1.33xAverage score across 3 eval scenarios Securityby Risky Do not use without reviewing Reviewed: Version: 4020587 | |
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. | 62 1.16x Agent success vs baseline Impact 94% 1.16xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
create-spring-boot-kotlin-project Create Spring Boot Kotlin Project Skeleton | 67 2.94x Agent success vs baseline Impact 100% 2.94xAverage score across 3 eval scenarios Securityby Risky Do not use without reviewing Reviewed: Version: 4020587 | |
tldr-prompt Create tldr summaries for GitHub Copilot files (prompts, agents, instructions, collections), MCP servers, or documentation from URLs and queries. | 69 2.11x Agent success vs baseline Impact 89% 2.11xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 55 1.40x Agent success vs baseline Impact 91% 1.40xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
github-copilot-starter Set up complete GitHub Copilot configuration for a new project based on technology stack | 66 1.81x Agent success vs baseline Impact 98% 1.81xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 74 1.56x Agent success vs baseline Impact 89% 1.56xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
rust-mcp-server-generator Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK | 92 2.36x Agent success vs baseline Impact 97% 2.36xAverage score across 9 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 76 1.04x Agent success vs baseline Impact 100% 1.04xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
review-and-refactor Review and refactor code in your project according to defined instructions | 50 0.98x Agent success vs baseline Impact 96% 0.98xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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. | 51 1.12x Agent success vs baseline Impact 89% 1.12xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
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. | 64 1.00x No change in agent success vs baseline Impact 96% 1.00xAverage score across 3 eval scenarios Securityby Passed No known issues Reviewed: Version: 4020587 | |
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). | 65 2.06x Agent success vs baseline Impact 89% 2.06xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 4020587 | |
create-spring-boot-java-project Create Spring Boot Java Project Skeleton | 56 2.34x Agent success vs baseline Impact 96% 2.34xAverage score across 3 eval scenarios Securityby Risky Do not use without reviewing Reviewed: Version: 4020587 | |
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. | 90 3.92x Agent success vs baseline Impact 98% 3.92xAverage score across 3 eval scenarios Securityby Risky Do not use without reviewing Reviewed: Version: 4020587 | |
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. | 87 3.10x Agent success vs baseline Impact 90% 3.10xAverage score across 3 eval scenarios Securityby Critical Do not install without reviewing Reviewed: Version: 4020587 | |
mcp-configure Configure an MCP server for GitHub Copilot with your Dataverse environment. | 71 1.47x Agent success vs baseline Impact 99% 1.47xAverage score across 3 eval scenarios Securityby Risky Do not use without reviewing Reviewed: Version: a56ee4b | |
suggest-awesome-github-copilot-prompts Suggest relevant GitHub Copilot prompt files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing prompts in this repository, and identifying outdated prompts that need updates. | 72 1.47x Agent success vs baseline Impact 75% 1.47xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 9ef5453 | |
suggest-awesome-github-copilot-prompts Suggest relevant GitHub Copilot prompt files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing prompts in this repository, and identifying outdated prompts that need updates. | 72 1.47x Agent success vs baseline Impact 75% 1.47xAverage score across 3 eval scenarios Securityby Advisory Suggest reviewing before use Reviewed: Version: 9ef5453 |