GitHub

Spec Kit

2 skills · 148,152 stars · MIT

• Add Community Extension Add a community extension to the Spec Kit catalog from a GitHub issue submission.
• Code Review Reviews Spec Kit code changes for consistency with applicable design documents, positive and nega…

Awesome Copilot

452 skills · 40,875 stars · MIT

• Add Arize AX tracing to an LLM app for the first time Get LLM traces flowing to Arize AX with auto-instrumentation and OpenTelemetry.
• Add automated evals and QA tests to LLM-powered Python apps Run your Python LLM app end-to-end with real inputs, score outputs, and get an action plan for fixes
• Add Azure Application Insights telemetry to ASP.NET Core and Node.js apps Get health, performance and error telemetry flowing from your web app into Azure App Insights.
• Add explanatory comments to code so it teaches its own concepts Turn a code file into a learning resource with line-by-line teaching notes.
• Add policy controls, audit trails and tool limits to AI agents Restrict which tools your agent can call and log every action it takes.
• Add progress reporting to batch scripts without changing their output contract Make long-running Python, PowerShell, and Node.js batch scripts report progress, failures, and final
• Analyze ad campaign data to cut, scale, and reallocate budget Turn raw Google, Meta, and LinkedIn ad data into cut, scale, and budget decisions.
• Analyze competitor paid ads and find new ad angles Scrape rivals' Meta and Google ads, map hooks and funnels, and get counter-plays.
• Analyze documents with verifiable source screenshots in Word Get a Word report where every claim links to a highlighted screenshot of its source.
• Apply GDPR privacy engineering to code, APIs and data models Concrete GDPR rules for building APIs, data stores, auth, logs and retention.
• Assemble a vetted stack of AI agent skills for a multi-step goal Find, check, and combine the smallest set of compatible agent skills for your workflow.
• Assess a repository's AI readiness and produce an HTML score report Score your repo's AI readiness across 9 pillars with a shareable HTML dashboard.
• Audit an AI agent workflow for prompt, tool and safety problems Score your agent's prompts, context use, tools, architecture and safety, with prioritized fixes.
• Audit an iOS app for App Store rejection risks and fixes Find likely App Store rejection causes in your iOS code and metadata before you submit.
• Audit and cut GitHub Actions CI minutes and costs Find wasted workflow runs and slow CI, then apply safe fixes that lower your Actions bill.
• Audit Python BigQuery pipelines for cost, idempotency and prod readiness Find runaway BigQuery costs, unsafe reruns and silent failures before they hit prod.
• Automate a repetitive screen-recorded workflow with ffmpeg and scripts Turn a screen recording of a tedious manual task into working automation scripts.
• Automate Adobe Illustrator with ExtendScript JSX scripts Write, debug and batch-run .jsx scripts that control Illustrator documents, paths, text and exports.
• Automate and debug live Chrome pages with DevTools MCP Drive a running Chrome tab to click, fill forms, capture screenshots, read console and network logs,
• Build 2D and 3D web games with Canvas, WebGL and JavaScript Game loops, physics, sprites, controls and starter templates for browser games.
• Build a CopilotKit React app with a Foundry hosted agent over AG-UI Wire a React chat UI to a Microsoft Foundry hosted agent with tools and approvals.
• Build a Kotlin MCP server project with typed tools and tests A ready-to-run Kotlin/JVM MCP server with Gradle, stdio transport, tools and tests.
• Build a Microsoft Fabric Lakehouse with Delta tables and shortcuts Design, organize and secure a Fabric Lakehouse using Delta tables, schemas and OneLake access contro
• Build an auditable evidence map for a contested technical decision A sourced JSON map showing what supports, contradicts, and remains unknown about a decision.
• Build and deploy Power Automate cloud flows via MCP Create, edit and deploy Power Automate flows through FlowStudio MCP without the portal.
• Build and modify CMS themes, plugins, and content models Theme, plugin, editor, media, and content-model changes across major CMS platforms.
• Build ASP.NET Minimal API endpoints with OpenAPI docs Typed ASP.NET Minimal API endpoints with built-in .NET 9 OpenAPI documentation.
• Build Blazor apps with Fluent UI components in .NET Set up Microsoft Fluent UI Blazor components with providers, icons, and dialogs that actually work.
• Build Dataverse Python solutions with the PowerPlatform SDK Get a complete, production-ready Dataverse data solution in Python, with its architecture and code.
• Build MCP servers and tools in C#/.NET with ModelContextProtocol SDK Create STDIO or HTTP MCP servers in C# that expose tools, prompts and resources to AI clients.
• Build Microsoft 365 Copilot declarative agents with TypeSpec Scaffold, validate and test Copilot agent manifests against the v1.5 schema.
• Build self-critique loops to improve LLM agent outputs Patterns for reflection, evaluator-optimizer and LLM-as-judge refinement loops
• Build trust and keep pace in high-energy partnerships with AI Lived patterns for being an AI partner that keeps up, pushes back, and earns trust.
• Check an AI agent codebase for OWASP ASI security compliance Scan your agent project against the 10 OWASP Agentic Security risks and get a compliance report.
• Check React 18.3.1 and React 19 dependency compatibility before upgrading Know which packages break on React 18.3.1 or 19 before you upgrade.
• Choose the least-privilege Azure RBAC role for an identity Get the minimal Azure role for a user or service, with CLI and Bicep to assign it.
• Choose usage-based vs seat-based pricing for a technical product Decide between usage, seat, hybrid and outcome pricing for APIs, dev tools and SaaS.
• Clean and screen credit risk data before loan model training Filter missing, low-IV, unstable-PSI and noisy variables from raw credit data.
• Compare and evaluate AI model performance with Arize experiments Run, export, and compare model evaluation experiments from the command line.
• Configure Dependabot dependency updates and security alerts for GitHub repos Set up dependabot.yml so dependency PRs and vulnerability fixes arrive without noise.
• Connect an AI agent to Power Automate with FlowStudio MCP Auth setup, a reusable MCP helper in Python or Node.js, and tool discovery for Power Automate.
• Connect Arduino sensors to Azure IoT Hub and IoT Edge Get a secure, offline-tolerant design for sending Arduino telemetry to Azure cloud and edge.
• Containerize an ASP.NET .NET Framework app for Windows Docker Get a tailored Dockerfile to run your legacy ASP.NET app in Windows containers.
• Containerize an ASP.NET Core app with a production Dockerfile Get a Linux Dockerfile and .dockerignore tuned to your .NET project.
• Convert Excel and GridCraft .xlsx Files to Markdown Turn GridCraft and Excel workbooks into Markdown tables, with sheet images extracted
• Convert Markdown to Word and WordCraft .docx files Turn Markdown docs into styled .docx files with a title page, TOC and embedded PNG diagrams
• Convert PDF files to Markdown in Acrobat and PdfCraft Turn any PDF report, paper, or form into clean Markdown text, tables, and images.
• Convert plain text documentation files to Markdown Turn plain text docs into clean, platform-ready Markdown with headers, lists and tables.