github/awesome-copilot
200 skills · 1,601,573 total installs
$npx skills add github/awesome-copilotSkillInstalls
git-commitExecute 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: (excalidraw-diagram-generatorGenerate 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 documentation-writerDiátaxis Documentation Expert. An expert technical writer specializing in creating high-quality software documentation, guided by the principles and structure of the Diátaxis technical documentation agh-cliCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.prdGenerate high-quality Product Requirements Documents (PRDs) for software systems and AI-powered features. Includes executive summaries, user stories, technical specifications, and risk analysis.refactorSurgical code refactoring to improve maintainability without changing behavior. Covers extracting functions, renaming variables, breaking down god functions, improving type safety, eliminating code smmulti-stage-dockerfileCreate optimized multi-stage Dockerfiles for any language or frameworkjava-springbootCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.playwright-generate-testGenerate a Playwright test based on a scenario using Playwright MCPcreate-readmeCreate a README.md file for the projectconventional-commitPrompt 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 sppostgresql-optimizationPostgreSQL-specific development assistant focusing on unique PostgreSQL features, advanced data types, and PostgreSQL-exclusive capabilities. Covers JSONB operations, array types, custom types, range/chrome-devtoolsExpert-level browser automation, debugging, and performance analysis using Chrome DevTools MCP. Use for interacting with web pages, capturing screenshots, analyzing network traffic, and profiling perfdotnet-best-practicesCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.playwright-explore-websiteWebsite exploration for testing using Playwright MCPgithub-issuesCreate, 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/milestonesql-optimizationUniversal SQL performance optimization assistant for comprehensive query tuning, indexing strategies, and database performance analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle)microsoft-docsCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.microsoft-code-referenceLook 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 parametnuget-managerManage 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 prcreate-specificationCreate a new specification file for the solution, optimized for Generative AI consumption.memory-mergerMerges 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`.playwright-automation-fill-in-formAutomate filling in a form using Playwright MCPrefactor-planCreate a concrete plan before starting a multi-file refactor. Use when the user asks to plan, sequence, scope, or safely execute a refactor across multiple files; always investigate first, output the web-design-reviewerThis 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", "fiazure-devops-cliManage 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, devopssql-code-reviewUniversal 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 injavascript-typescript-jestBest practices for writing JavaScript/TypeScript tests using Jest, including mocking strategies, test structure, and common patterns.create-implementation-planCreate a new implementation plan file for new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.pytest-coverageRun pytest tests with coverage, discover lines missing coverage, and increase coverage to 100%.create-agentsmdCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.penpot-uiux-designComprehensive 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 designwebapp-testingToolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser lgame-engineExpert 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 detearchitecture-blueprint-generatorComprehensive project architecture blueprint generator that analyzes codebases to create detailed architectural documentation. Automatically detects technology stacks and architectural patterns, genertypescript-mcp-server-generatorGenerate a complete MCP server project in TypeScript with tools, resources, and proper configurationpostgresql-code-reviewPostgreSQL-specific code review assistant focusing on PostgreSQL best practices, anti-patterns, and unique quality standards. Covers JSONB operations, array usage, custom types, schema design, functiojava-junitGet best practices for JUnit 5 unit testing, including data-driven testsreview-and-refactorReview and refactor code in your project according to defined instructionsdotnet-design-pattern-reviewReview the C#/.NET code for design pattern implementation and suggest improvements.update-implementation-planUpdate an existing implementation plan file with new or update requirements to provide new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.make-repo-contributionAll 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 ensureditorconfigGenerates a comprehensive and best-practice-oriented .editorconfig file based on project analysis and user preferences.java-docsEnsure that Java types are documented with Javadoc comments and follow best practices for documentation.apple-appstore-reviewerServes as a reviewer of the codebase with instructions on looking for Apple App Store optimizations or rejection reasons.python-mcp-server-generatorGenerate a complete MCP server project in Python with tools, resources, and proper configurationai-prompt-engineering-safety-reviewComprehensive AI prompt engineering safety review and improvement prompt. Analyzes prompts for safety, bias, security vulnerabilities, and effectiveness while providing detailed improvement recommendaagentic-evalPatterns 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-critipdftk-serverSkill 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 watermarkscreate-github-action-workflow-specificationCreate a formal specification for an existing GitHub Actions CI/CD workflow, optimized for AI consumption and workflow maintenance.csharp-asyncGet best practices for C# async programmingmy-pull-requestsCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.nano-banana-pro-openrouterGenerate 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.breakdown-feature-prdPrompt for creating Product Requirements Documents (PRDs) for new features, based on an Epic.refactor-method-complexity-reduceRefactor given method `${input:methodName}` to reduce its cognitive complexity to `${input:complexityThreshold}` or below, by extracting helper methods.scoutqa-testThis 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 amarkdown-to-htmlConvert 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 limy-issuesCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.create-architectural-decision-recordCreate an Architectural Decision Record (ADR) document for AI-optimized decision documentation.dataverse-python-production-codeGenerate production-ready Python code using Dataverse SDK with error handling, optimization, and best practicesmeeting-minutesGenerate concise, actionable meeting minutes for internal meetings. Includes metadata, attendees, agenda, decisions, action items (owner + due date), and follow-up steps.csharp-xunitGet best practices for XUnit unit testing, including data-driven testsprompt-builderCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.powerbi-modelingPower BI semantic modeling assistant for building optimized data models. Use when working with Power BI semantic models, creating measures, designing star schemas, configuring relationships, implementmcp-cliInterface 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 plantuml-asciiGenerate 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 dotnet-upgradeReady-to-use prompts for comprehensive .NET framework upgrade analysis and executionkotlin-springbootGet best practices for developing applications with Spring Boot and Kotlin.azure-deployment-preflightPerforms 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 boost-promptInteractive prompt refinement workflow: interrogates scope, deliverables, constraints; copies final markdown to clipboard; never writes code. Requires the Joyride extension.appinsights-instrumentationInstrument a webapp to send useful telemetry data to Azure App Insightscontext-mapGenerate a map of all files relevant to a task before making changesdevops-rollout-planGenerate comprehensive rollout plans with preflight checks, step-by-step deployment, verification signals, rollback procedures, and communication plans for infrastructure and application changeswrite-coding-standards-from-fileWrite 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.image-manipulation-image-magickProcess and manipulate images using ImageMagick. Supports resizing, format conversion, batch processing, and retrieving image metadata. Use when working with images, creating thumbnails, resizing wallagent-governancePatterns 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) - Implreadme-blueprint-generatorIntelligent README.md generation prompt that analyzes project documentation structure and creates comprehensive repository documentation. Scans .github/copilot directory files and copilot-instructionsgit-flow-branch-creatorIntelligent Git Flow branch creator that analyzes git status/diff and creates appropriate branches following the nvie Git Flow branching model.azure-role-selectorWhen 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 accescreate-spring-boot-java-projectCreate Spring Boot Java Project Skeletoncopilot-sdkCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.project-workflow-analysis-blueprint-generatorComprehensive technology-agnostic prompt generator for documenting end-to-end application workflows. Automatically detects project architecture patterns, technology stacks, and data flow patterns to gcsharp-docsEnsure that C# types are documented with XML comments and follow best practices for documentation.folder-structure-blueprint-generatorComprehensive technology-agnostic prompt for analyzing and documenting project folder structures. Auto-detects project types (.NET, Java, React, Angular, Python, Node.js, Flutter), generates detailed breakdown-planIssue Planning and Automation prompt that generates comprehensive project plans with Epic > Feature > Story/Enabler > Test hierarchy, dependencies, priorities, and automated tracking.ef-coreCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.next-intl-add-languageAdd new language to a Next.js + next-intl applicationrememberTransforms lessons learned into domain-organized memory instructions (global or workspace). Syntax: `/remember [>domain [scope]] lesson clue` where scope is `global` (default), `user`, `workspace`, oradd-educational-commentsAdd educational comments to the file specified, or prompt asking for file to comment if one is not provided.breakdown-feature-implementationPrompt for creating detailed feature implementation plans, following Epoch monorepo structure.java-refactoring-extract-methodRefactoring using Extract Methods in Java Languageupdate-specificationUpdate an existing specification file for the solution, optimized for Generative AI consumption based on new requirements or updates to any existing code.create-github-pull-request-from-specificationCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.openapi-to-application-codeGenerate a complete, production-ready application from an OpenAPI specificationrust-mcp-server-generatorGenerate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDKcreate-github-issues-feature-from-implementation-planCreate GitHub Issues from implementation plan phases using feature_request.yml or chore_request.yml templates.finnish-humanizerDetect 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 aspnet-minimal-api-openapiCreate ASP.NET Minimal API endpoints with proper OpenAPI documentationtechnology-stack-blueprint-generatorComprehensive technology stack blueprint generator that analyzes codebases to create detailed architectural documentation. Automatically detects technology stacks, programming languages, and implementaspireAspire skill covering the Aspire CLI, AppHost orchestration, service discovery, integrations, MCP server, VS Code extension, Dev Containers, GitHub Codespaces, templates, dashboard, and deployment. Usfinalize-agent-promptFinalize prompt file using the role of an AI agent to polish the prompt for the end user.create-technical-spikeCreate time-boxed technical spike documents for researching and resolving critical development decisions before implementation.copilot-instructions-blueprint-generatorTechnology-agnostic blueprint generator for creating comprehensive copilot-instructions.md files that guide GitHub Copilot to produce code consistent with project standards, architecture patterns, andrepo-story-timeGenerate a comprehensive repository summary and narrative story from commit historygithub-copilot-starterSet up complete GitHub Copilot configuration for a new project based on technology stackwhat-context-neededAsk Copilot what files it needs to see before answering a questiongenerate-custom-instructions-from-codebaseMigration and code evolution instructions generator for GitHub Copilot. Analyzes differences between two project versions (branches, commits, or releases) to create precise instructions allowing Copilcreate-github-issues-for-unmet-specification-requirementsCreate GitHub Issues for unimplemented requirements from specification files using feature_request.yml template.csharp-nunitGet best practices for NUnit unit testing, including data-driven testscreate-github-issue-feature-from-specificationCreate GitHub Issue for feature request from specification file using feature_request.yml template.update-markdown-file-indexUpdate a markdown file section with an index/table of files from a specified folder.go-mcp-server-generatorGenerate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk.suggest-awesome-github-copilot-skillsCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.terraform-azurerm-set-diff-analyzerAnalyze 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 terraforjava-refactoring-remove-parameterRefactoring using Remove Parameter in Java Languagecode-exemplars-blueprint-generatorTechnology-agnostic prompt generator that creates customizable AI prompts for scanning codebases and identifying high-quality code exemplars. Supports multiple programming languages (.NET, Java, JavaSpower-bi-model-design-reviewComprehensive Power BI data model design review prompt for evaluating model architecture, relationships, and optimization opportunities.comment-code-generate-a-tutorialTransform this Python script into a polished, beginner-friendly project by refactoring the code, adding clear instructional comments, and generating a complete markdown tutorial.php-mcp-server-generatorGenerate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDKcsharp-mstestGet best practices for MSTest 3.x/4.x unit testing, including modern assertion APIs and data-driven testscontainerize-aspnetcoreContainerize an ASP.NET Core project by creating Dockerfile and .dockerfile files customized for the project.csharp-tunitGet best practices for TUnit unit testing, including data-driven testsfirst-askInteractive, input-tool powered, task refinement workflow: interrogates scope, deliverables, constraints before carrying out the task; Requires the Joyride extension.bigquery-pipeline-auditAudits Python + BigQuery pipelines for cost safety, idempotency, and production readiness. Returns a structured report with exact patch locations.swift-mcp-server-generatorGenerate a complete Model Context Protocol server project in Swift using the official MCP Swift SDK package.suggest-awesome-github-copilot-agentsCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.suggest-awesome-github-copilot-instructionsCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.tldr-promptCreate tldr summaries for GitHub Copilot files (prompts, agents, instructions, collections), MCP servers, or documentation from URLs and queries.java-mcp-server-generatorGenerate a complete Model Context Protocol server project in Java using the official MCP Java SDK with reactive streams and optional Spring Boot integration.copilot-usage-metricsRetrieve and display GitHub Copilot usage metrics for organizations and enterprises using the GitHub CLI and REST API.power-apps-code-app-scaffoldScaffold a complete Power Apps Code App project with PAC CLI setup, SDK integration, and connector configurationtransloadit-media-processingProcess 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, acreate-spring-boot-kotlin-projectCreate Spring Boot Kotlin Project Skeletondataverse-python-usecase-builderGenerate complete solutions for specific Dataverse SDK use cases with architecture recommendationstypespec-create-api-pluginGenerate a TypeSpec API plugin with REST operations, authentication, and Adaptive Cards for Microsoft 365 Copilotjava-add-graalvm-native-image-supportGraalVM 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 psponsor-finderFind 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 fukotlin-mcp-server-generatorGenerate a complete Kotlin MCP server project with proper structure, dependencies, and implementation using the official io.modelcontextprotocol:kotlin-sdk library.cosmosdb-datamodelingStep-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: "cosmmcp-copilot-studio-server-generatorGenerate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP supportazure-resource-health-diagnoseAnalyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems.containerize-aspnet-frameworkContainerize an ASP.NET .NET Framework project by creating Dockerfile and .dockerfile files customized for the project.power-platform-mcp-connector-suiteGenerate complete Power Platform custom connector with MCP integration for Copilot Studio - includes schema generation, troubleshooting, and validationupdate-avm-modules-in-bicepUpdate Azure Verified Modules (AVM) to latest versions in Bicep files.ruby-mcp-server-generatorGenerate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem.datanalysis-credit-riskCredit 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 befsuggest-awesome-github-copilot-promptsCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.noob-modePlain-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 indicatwinui3-migration-guideUWP-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)azure-pricingFetches 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 seflowstudio-power-automate-mcpFoundation skill for Power Automate via FlowStudio MCP — auth setup, the reusable MCP helper (Python + Node.js), tool discovery via `list_skills` / `tool_search`, and oversized-response handling. Loadsecret-scanningGuide 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,draw-io-diagram-generatorUse 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, sequissue-fields-migrationBulk-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", "micreating-oracle-to-postgres-migration-integration-testsCreates 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 conmigrating-oracle-to-postgres-stored-proceduresMigrates 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 apcreating-oracle-to-postgres-migration-bug-reportCreates 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 severitscaffolding-oracle-to-postgres-migration-test-projectScaffolds 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 freecad-scriptsExpert 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 PySiacquire-codebase-knowledgeUse 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 repacreadiness-assessRun the AgentRC readiness assessment on the current repository and produce a static HTML dashboard at reports/index.html. Wraps `npx github:microsoft/agentrc readiness` and hands off rendering to the acreadiness-generate-instructionsGenerate tailored AI agent instruction files via AgentRC instructions command. Produces .github/copilot-instructions.md (default, recommended for Copilot in VS Code) plus optional per-area .instructioacreadiness-policyHelp the user pick, write, or apply an AgentRC policy. Policies customise readiness scoring by disabling irrelevant checks, overriding impact/level, setting pass-rate thresholds, or chaining org baseladobe-illustrator-scriptingWrite, debug, and optimize Adobe Illustrator automation scripts using ExtendScript (JavaScript/JSX). Use when creating or modifying scripts that manipulate documents, layers, paths, text frames, coloragent-owasp-complianceCheck 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 - Runninagent-supply-chainVerify 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 installedagentic-workflowsRoute gh-aw workflow design/create/debug/upgrade requests to the right prompts.ai-readyMake any repo AI-ready — analyzes your codebase and generates AGENTS.md, copilot-instructions.md, CI workflows, issue templates, and more. Mines your PR review patterns and creates files customized toai-team-orchestrationBootstrap 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 anti-ui-slopStop Codex, GitHub Copilot, Claude Code, and Cursor from shipping generic UI. Use UIZZE’s public catalogue of 800,000+ real web and iOS screens to extract product-specific design decisions and enforcearch-linux-triageTriage and resolve Arch Linux issues with pacman, systemd, and rolling-release best practices.arduino-azure-iot-edge-integrationDesign and implement Arduino integration with Azure IoT Hub and IoT Edge, including secure provisioning, resilient telemetry, command handling, and production guardrails.arize-ai-provider-integrationCreates, reads, updates, and deletes Arize AI integrations that store LLM provider credentials used by evaluators and other Arize features. Supports any LLM provider (e.g. OpenAI, Anthropic, Azure Opearize-annotationCreates 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 Pytarize-datasetCreates, manages, and queries Arize datasets and examples. Covers dataset CRUD, appending examples, exporting data, and file-based dataset creation using the ax CLI. Use when the user needs test data,arize-evaluatorHandles LLM-as-judge evaluation workflows on Arize including creating/updating evaluators, running evaluations on spans or experiments, managing tasks, trigger-run operations, column mapping, and contarize-experimentCreates, runs, and analyzes Arize experiments for evaluating and comparing model performance. Covers experiment CRUD, exporting runs, comparing results, and evaluation workflows using the ax CLI. Use arize-instrumentationAdds Arize AX tracing to an LLM application for the first time. Follows a two-phase agent-assisted flow to analyze the codebase then implement instrumentation after user confirmation. Use when the usearize-linkGenerates 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. arize-prompt-optimizationOptimizes, improves, and debugs LLM prompts using production trace data, evaluations, and annotations. Extracts prompts from spans, gathers performance signal, and runs a data-driven optimization looparize-traceDownloads, exports, and inspects existing Arize traces and spans to understand what an LLM app is doing or debug runtime issues. Covers exporting traces by ID, spans by ID, sessions by ID, and root-caaudit-integrityShared audit integrity framework for all AppSec agents — enforces output quality, intellectual honesty, and continuous improvement through anti-rationalization guards, self-critique loops, retry protoautomate-thisAnalyze 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 propoautoresearchAutonomous 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, tesaws-cdk-python-setupSetup 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 daws-cloudwatch-investigationReusable investigation patterns for AWS CloudWatch: Logs Insights query templates, alarm-to-deployment correlation, blast-radius narrowing decision tree, and PromQL-style metric query patterns for straws-cost-optimizeAnalyze AWS resources used in the app (IaC files and/or resources in a target account/region) and optimize costs - creating GitHub issues for identified optimizations.aws-resource-health-diagnoseAnalyze AWS resource health, diagnose issues from CloudWatch logs and metrics, and create a remediation plan for identified problems.aws-resource-queryQuery AWS resources using natural language. Covers EC2, S3, RDS, Lambda, ECS, EKS, Secrets Manager, IAM, VPC, networking, messaging, and more. Strictly read-only — no writes, deletes, or mutations.aws-well-architected-reviewPerform an AWS Well-Architected Framework review of the current workload IaC and architecture, generating findings and GitHub issues for improvements.az-cost-optimizeAnalyze Azure resources used in the app (IaC files and/or resources in a target rg) and optimize costs - creating GitHub issues for identified optimizations.azure-architecture-autopilotDesign 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 thiazure-resource-visualizerAnalyze 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 Azureazure-smart-city-iot-solution-builderDesign and plan end-to-end Azure IoT and Smart City solutions: requirements, architecture, security, operations, cost, and a phased delivery plan with concrete implementation artifacts.azure-static-web-appsHelps 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 Azbatch-filesExpert-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 sbench-readRead artifacts from the shared bench — the workspace where desks leave findings, verdicts, and work products for each other and the operator.brag-sheetTurn vague "what did I do?" into evidence-backed impact statements for performance reviews, self-reviews, promotion packets, and weekly updates. Uniquely mines Copilot CLI session logs to reconstruct breakdown-epic-archPrompt for creating the high-level technical architecture for an Epic, based on a Product Requirements Document.breakdown-epic-pmPrompt 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.