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  1. Skill

    create-github-action-workflow-specification

    github/awesome-copilot · skills/create-github-action-workflow-specification

    Create a formal specification for an existing GitHub Actions CI/CD workflow, optimized for AI consumption and workflow maintenance.

    Repository stars: 40,904 · Incomplete scan

  2. Skill

    vcpkg

    github/awesome-copilot · skills/vcpkg

    Guide for setting up vcpkg in C++ projects, managing dependency versions, and cross-compiling. Covers manifest initialization, CMake and Visual Studio integration, classic-to-manifest migration, version pinning, baselines, overrides, triplets, and cross-compilation. Use when a user is working with vcpkg project setup, installation, version management, or cross-platform builds. For specialized tasks, additional references cover custom registries and overlay ports (references/registries.md), CI/CD and binary caching (references/ci.md), and troubleshooting and dependency lifecycle (references/troubleshooting.md).

    Repository stars: 40,904 · Incomplete scan

  3. Skill

    tiny-stepping

    github/awesome-copilot · skills/tiny-stepping

    Incremental development workflow that makes the smallest meaningful change per step and pauses for feedback, so the direction gets validated early before continuing. Use for careful, iterative implementation with continuous validation.

    Repository stars: 40,904 · Incomplete scan

  4. Skill

    power-bi-model-design-review

    github/awesome-copilot · skills/power-bi-model-design-review

    Comprehensive Power BI data model design review prompt for evaluating model architecture, relationships, and optimization opportunities.

    Repository stars: 40,904 · Incomplete scan

  5. Skill

    flowstudio-power-automate-governance

    github/awesome-copilot · skills/flowstudio-power-automate-governance

    Govern Power Automate flows and Power Apps at scale using the FlowStudio MCP cached store. Classify flows by business impact, detect orphaned resources, audit connector usage, enforce compliance standards, manage notification rules, and compute governance scores — all without Dataverse or the CoE Starter Kit. Load this skill when asked to: tag or classify flows, set business impact, assign ownership, detect orphans, audit connectors, check compliance, compute archive scores, manage notification rules, run a governance review, generate a compliance report, offboard a maker, or any task that involves writing governance metadata to flows. Requires a FlowStudio for Teams or MCP Pro+ subscription — see https://mcp.flowstudio.app

    Repository stars: 40,904 · Incomplete scan

  6. Skill

    mcp-release-qa

    github/awesome-copilot · skills/mcp-release-qa

    Verify an MCP server before release by exercising a real protocol session, comparing runtime capabilities with source and documentation, testing failure paths, and recording reproducible evidence. Use when shipping or reviewing an MCP server, tool, resource, prompt, catalog, or install path.

    Repository stars: 40,904 · Incomplete scan

  7. Skill

    create-specification

    github/awesome-copilot · skills/create-specification

    Create a new specification file for the solution, optimized for Generative AI consumption.

    Repository stars: 40,904 · Incomplete scan

  8. Skill

    azure-architecture-autopilot

    github/awesome-copilot · skills/azure-architecture-autopilot

    Design Azure infrastructure using natural language, or analyze existing Azure resources to auto-generate architecture diagrams, refine them through conversation, and deploy with Bicep. When to use this skill: - "Create X on Azure", "Set up a RAG architecture" (new design) - "Analyze my current Azure infrastructure", "Draw a diagram for rg-xxx" (existing analysis) - "Foundry is slow", "I want to reduce costs", "Strengthen security" (natural language modification) - Azure resource deployment, Bicep template generation, IaC code generation - Microsoft Foundry, AI Search, OpenAI, Fabric, ADLS Gen2, Databricks, and all Azure services

    Repository stars: 40,904 · Incomplete scan

  9. Skill

    terraform-azurerm-set-diff-analyzer

    github/awesome-copilot · skills/terraform-azurerm-set-diff-analyzer

    Analyze Terraform plan JSON output for AzureRM Provider to distinguish between false-positive diffs (order-only changes in Set-type attributes) and actual resource changes. Use when reviewing terraform plan output for Azure resources like Application Gateway, Load Balancer, Firewall, Front Door, NSG, and other resources with Set-type attributes that cause spurious diffs due to internal ordering changes.

    Repository stars: 40,904 · Incomplete scan

  10. Skill

    python-pypi-package-builder

    github/awesome-copilot · skills/python-pypi-package-builder

    End-to-end skill for building, testing, linting, versioning, and publishing a production-grade Python library to PyPI. Covers all four build backends (setuptools+setuptools_scm, hatchling, flit, poetry), PEP 440 versioning, semantic versioning, dynamic git-tag versioning, OOP/SOLID design, type hints (PEP 484/526/544/561), Trusted Publishing (OIDC), and the full PyPA packaging flow. Use for: creating Python packages, pip-installable SDKs, CLI tools, framework plugins, pyproject.toml setup, py.typed, setuptools_scm, semver, mypy, pre-commit, GitHub Actions CI/CD, or PyPI publishing.

    Repository stars: 40,904 · Incomplete scan

  11. Skill

    folder-structure-blueprint-generator

    github/awesome-copilot · skills/folder-structure-blueprint-generator

    Comprehensive technology-agnostic prompt for analyzing and documenting project folder structures. Auto-detects project types (.NET, Java, React, Angular, Python, Node.js, Flutter), generates detailed blueprints with visualization options, naming conventions, file placement patterns, and extension templates for maintaining consistent code organization across diverse technology stacks.

    Repository stars: 40,904 · Incomplete scan

  12. Skill

    remember-interactive-programming

    github/awesome-copilot · skills/remember-interactive-programming

    A micro-prompt that reminds the agent that it is an interactive programmer. Works great in Clojure when Copilot has access to the REPL (probably via Backseat Driver). Will work with any system that has a live REPL that the agent can use. Adapt the prompt with any specific reminders in your workflow and/or workspace.

    Repository stars: 40,904 · Incomplete scan

  13. Skill

    qdrant-memory-usage-optimization

    github/awesome-copilot · skills/qdrant-performance-optimization/memory-usage-optimization

    Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory usage so high?', 'how to reduce RAM?'. Also use when memory doesn't match calculations, quantization didn't help, or nodes crash during recovery.

    Repository stars: 40,904 · Incomplete scan

  14. Skill

    azure-resource-visualizer

    github/awesome-copilot · skills/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.

    Repository stars: 40,904 · Incomplete scan

  15. Skill

    qdrant-search-strategies

    github/awesome-copilot · skills/qdrant-search-quality/search-strategies

    Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'BM25 or sparse vectors?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback', 'recommendation API', 'discovery API', 'ColBERT reranking', or 'missing keyword matches'

    Repository stars: 40,904 · Incomplete scan

  16. Skill

    azure-deployment-preflight

    github/awesome-copilot · skills/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.

    Repository stars: 40,904 · Incomplete scan

  17. Skill

    spring-boot-4-migration

    github/awesome-copilot · skills/spring-boot-4-migration

    Migrate a Spring Boot 3.x application to Spring Boot 4.0 (Spring Framework 7, Jackson 3, modular starters, JSpecify). Use only for an explicit Boot 3.x to 4 migration, or to fix build or test failures caused by it, or to review one. Not for 3.x patch bumps or 4.0 to 4.1 upgrades; follow the target Boot version release notes and upgrade guide for those. Covers Maven and Gradle (Kotlin DSL, version catalogs).

    Repository stars: 40,904 · Incomplete scan

  18. Skill

    java-development

    github/awesome-copilot · skills/java-development

    Day-to-day plain Java development without a framework: Maven and Gradle usage and wrappers, project layout, dependency and vulnerability management, modern Java idioms by JDK version (records, sealed types, pattern matching, virtual threads), SLF4J logging, error and null handling, immutability, concurrency basics, static analysis and formatting (Spotless, Error Prone, -Xlint), packaging (jar, jlink, jpackage) and GitHub Actions CI. Use when writing, building, reviewing or maintaining ordinary Java code.

    Repository stars: 40,904 · Incomplete scan

  19. Skill

    test-gap-audit

    github/awesome-copilot · skills/test-gap-audit

    Run a read-only audit for missing, weak, stale, or mis-scoped test coverage. If the user does not name a scope, audit the full repository and identify important code paths, routes, features, services, workflows, and contracts that lack proper tests. If the user names a feature, PR, branch, route, workflow, service, bug fix, API, security-sensitive path, or risky code change, focus only on that specific scope. Use when the user asks what tests are missing, whether coverage is enough, what regression tests to add, or how to prove a change is safe. This is not a general bug audit and not a security review; it evaluates whether behavior is covered by tests.

    Repository stars: 40,904 · Incomplete scan

  20. Skill

    swift-mcp-server-generator

    github/awesome-copilot · skills/swift-mcp-server-generator

    Generate a complete Model Context Protocol server project in Swift using the official MCP Swift SDK package.

    Repository stars: 40,904 · Incomplete scan

  21. Skill

    github-actions-hardening

    github/awesome-copilot · skills/github-actions-hardening

    Security hardening reviewer for GitHub Actions workflow files (.github/workflows/*.yml). Reasons about the Actions threat model that pattern matchers and general code linters miss — untrusted-input script injection, privileged triggers running fork code, mutable action references, and over-scoped tokens. Use this skill when asked to review, audit, harden, or secure a GitHub Actions workflow, when writing a new workflow, or for any request like "is this workflow safe?", "review my CI for security issues", "why is pull_request_target dangerous here?", "pin my actions", or "lock down GITHUB_TOKEN permissions". Covers script injection via ${{ }} interpolation, pull_request_target / workflow_run privilege escalation, SHA-pinning of third-party actions, least-privilege permissions, GITHUB_ENV/GITHUB_OUTPUT injection, secret exposure, OIDC over long-lived credentials, and self-hosted runner exposure on public repositories.

    Repository stars: 40,904 · Incomplete scan

  22. Skill

    agent-supply-chain

    github/awesome-copilot · skills/agent-supply-chain

    Verify supply chain integrity for AI agent plugins, tools, and dependencies. Use this skill when: - Generating SHA-256 integrity manifests for agent plugins or tool packages - Verifying that installed plugins match their published manifests - Detecting tampered, modified, or untracked files in agent tool directories - Auditing dependency pinning and version policies for agent components - Building provenance chains for agent plugin promotion (dev → staging → production) - Any request like "verify plugin integrity", "generate manifest", "check supply chain", or "sign this plugin"

    Repository stars: 40,904 · Incomplete scan

  23. Skill

    agent-architecture

    github/awesome-copilot · skills/agent-architecture

    Design AI agent architectures through requirements discovery, or audit and diagnose architectural flaws in existing agents. Architecture only; excludes implementation and general code review.

    Repository stars: 40,904 · Incomplete scan

  24. Skill

    namecheap

    github/awesome-copilot · skills/namecheap

    Manage DNS records for domains registered with Namecheap via their API. List domains, view/add/update/remove DNS host entries (A, AAAA, CNAME, MX, TXT, etc.), and guide users through API setup including public IP detection and credential configuration. Use when the user mentions Namecheap, DNS records, domain management, or wants to add/change/remove A records, CNAME records, MX records, or TXT records for their domains.

    Repository stars: 40,904 · Incomplete scan

  25. Skill

    qdrant-scaling-query-volume

    github/awesome-copilot · skills/qdrant-scaling/scaling-query-volume

    Guides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'large limit values', 'paginating search results', 'fetching many vectors', or 'high cardinality results'.

    Repository stars: 40,904 · Incomplete scan

  26. Skill

    convert-excel-to-md

    github/awesome-copilot · skills/convert-excel-to-md

    Converts Excel (.xlsx) workbooks into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from. Use this skill whenever the user shares, references, or asks about a .xlsx file — even if they don't say "convert" or "markdown" explicitly. This includes requests to "read", "summarize", "review", "extract data from", "compare", "chart", or "analyze" a spreadsheet, workbook, budget, data export, or tracker. Always run the bundled conversion script to produce Markdown first; do not attempt to parse .xlsx content directly or write ad-hoc extraction code. Also use this skill for batch requests involving a whole folder of Excel workbooks. IMPORTANT: When the user references a folder or set of documents containing multiple file types (.pdf, .docx, .xlsx), invoke ALL three sibling skills — convert-pdf-to-md, convert-word-to-md, and convert-excel-to-md — so no file type is silently skipped.

    Repository stars: 40,904 · Incomplete scan

  27. Skill

    azure-smart-city-iot-solution-builder

    github/awesome-copilot · skills/azure-smart-city-iot-solution-builder

    Design 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.

    Repository stars: 40,904 · Incomplete scan

  28. Skill

    protobuf-grpc-api-review

    github/awesome-copilot · skills/protobuf-grpc-api-review

    Review Protocol Buffer (.proto) and gRPC API changes for wire and JSON compatibility, safe schema evolution, rollout hazards, and RPC contract quality. Use when reviewing proto diffs, adding or changing messages and services, planning migrations, or diagnosing cross-version failures.

    Repository stars: 40,904 · Incomplete scan

  29. Skill

    vscode-ext-localization

    github/awesome-copilot · skills/vscode-ext-localization

    Guidelines for proper localization of VS Code extensions, following VS Code extension development guidelines, libraries and good practices

    Repository stars: 40,904 · Incomplete scan

  30. Skill

    dataverse-python-quickstart

    github/awesome-copilot · skills/dataverse-python-quickstart

    Generate Python SDK setup + CRUD + bulk + paging snippets using official patterns.

    Repository stars: 40,904 · Incomplete scan

  31. Skill

    legacy-circuit-mockups

    github/awesome-copilot · skills/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.

    Repository stars: 40,904 · Incomplete scan

  32. Skill

    create-architectural-decision-record

    github/awesome-copilot · skills/create-architectural-decision-record

    Create an Architectural Decision Record (ADR) document for AI-optimized decision documentation.

    Repository stars: 40,904 · Incomplete scan

  33. Skill

    api-breaking-change-detector

    github/awesome-copilot · skills/api-breaking-change-detector

    Cross-references C# Web API controllers/DTOs against their TypeScript/JavaScript consumers (React, Angular, Vue, Svelte, Node.js, or hand-written/auto-generated HTTP clients like Fetch, Axios, NSwag) to catch contract drift in both directions: backend changes that break client applications (renamed/removed JSON keys, new required parameters, status code shifts) and frontend code sending fields the backend no longer reads. Works directly against source code, not exported OpenAPI spec files. Use when the user asks to check for breaking API changes, verify frontend/backend contract sync, or audit a DTO/controller change against its TypeScript/JS consumers before merging. Not for generating new API code from a spec (see openapi-to-application-code) or scaffolding new endpoints (see aspnet-minimal-api-openapi).

    Repository stars: 40,904 · Incomplete scan

  34. Skill

    system-commandline-cli

    github/awesome-copilot · skills/system-commandline-cli

    Use this skill when adding, modifying, or reviewing CLI commands in a .NET project built with System.CommandLine. Triggers include: creating a new CLI command, adding options or arguments, wiring command handlers, registering subcommands, building command groups, or any architecture decision about CLI command structure. Also use when the user mentions 'System.CommandLine', 'CommandBase', 'SetAction', 'ParseResult', 'RootCommand', 'subcommand', or asks to add a verb to the CLI. Do NOT use for general C# coding, web APIs, UI work, or non-CLI projects.

    Repository stars: 40,904 · Incomplete scan

  35. Skill

    signal-write

    github/awesome-copilot · skills/signal-write

    Emit structured agent signals — hands-up, blocked, done, checkpoint, partnership. Signals are written as JSON to .signals/ for dashboard consumption and noted in the journal for persistence.

    Repository stars: 40,904 · Incomplete scan

  36. Skill

    java-docs

    github/awesome-copilot · skills/java-docs

    Ensure that Java types are documented with Javadoc comments and follow best practices for documentation.

    Repository stars: 40,904 · Incomplete scan

  37. Skill

    creating-oracle-to-postgres-migration-integration-tests

    github/awesome-copilot · skills/creating-oracle-to-postgres-migration-integration-tests

    Creates integration test cases targeting Oracle for .NET data access artifacts. Tests capture Oracle expected behavior as the authoritative baseline; they are written once and later ported to PostgreSQL by migrating the test project in Phase 6. Use only during Phase 3, before any PostgreSQL migration work has begun. Do not invoke during Phase 6 or against a project that has already been migrated.

    Repository stars: 40,904 · Incomplete scan

  38. Skill

    ui-screenshots

    github/awesome-copilot · skills/ui-screenshots

    Capture screenshots of web apps during development using Playwright and PIL. Supports full-page captures, interactive states, and an iterate-on-crop workflow that avoids slow re-screenshots.

    Repository stars: 40,904 · Incomplete scan

  39. Skill

    transloadit-media-processing

    github/awesome-copilot · skills/transloadit-media-processing

    Process media files (video, audio, images, documents) using Transloadit. Use when asked to encode video to HLS/MP4, generate thumbnails, resize or watermark images, extract audio, concatenate clips, add subtitles, OCR documents, or run any media processing pipeline. Covers 86+ processing robots for file transformation at scale.

    Repository stars: 40,904 · Incomplete scan

  40. Skill

    msgraph-sdk

    github/awesome-copilot · skills/msgraph-sdk

    Integrate Microsoft Graph SDK into any project — .NET, TypeScript/JavaScript, or Python. Covers auth patterns (client credentials, OBO, managed identity), SDK setup, calling Graph APIs, batching, delta queries, change notifications, throttling, and permission scopes. Use when accessing Microsoft 365 data (users, mail, calendar, Teams, files, SharePoint) from any application type.

    Repository stars: 40,904 · Incomplete scan

  41. Skill

    microsoft-agent-framework

    github/awesome-copilot · skills/microsoft-agent-framework

    Create, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python.

    Repository stars: 40,904 · Incomplete scan

  42. Skill

    java-springboot

    github/awesome-copilot · skills/java-springboot

    Write and review application code in an existing Spring Boot 3/4 project: controllers, validation and ProblemDetail errors, Spring Data JPA/JDBC, RestClient and HTTP interfaces, configuration properties, Kafka/AMQP, caching, scheduling, virtual threads, AOT and startup tuning. Use when adding or changing features. To scaffold a new project use create-spring-boot-java-project instead.

    Repository stars: 40,904 · Incomplete scan

  43. Skill

    batch-script-progress

    github/awesome-copilot · skills/batch-script-progress

    Design and verify runtime output when creating or modifying Python, PowerShell, or Node.js scripts that process multiple files, records, or API requests. Use for batch scripts, bulk operations, silent long-running loops, progress reporting, per-item failures, final counts, stdout separation, or exit-status consistency. Not for UI progress bars, monitoring infrastructure, or progress updates in the AI conversation.

    Repository stars: 40,904 · Incomplete scan

  44. Skill

    qdrant-sliding-time-window

    github/awesome-copilot · skills/qdrant-scaling/scaling-data-volume/sliding-time-window

    Guides sliding time window scaling in Qdrant. Use when someone asks 'only recent data matters', 'how to expire old vectors', 'time-based data rotation', 'delete old data efficiently', 'social media feed search', 'news search', 'log search with retention', or 'how to keep only last N months of data'.

    Repository stars: 40,904 · Incomplete scan

  45. Skill

    tm7-threat-model

    github/awesome-copilot · skills/tm7-threat-model

    Creates valid Microsoft Threat Modeling Tool (.tm7) files compatible with the Microsoft Threat Modeling Tool v7.3+. Use this skill whenever asked to create, generate, or modify a .tm7 threat model file, or when performing STRIDE threat modeling that should output a .tm7 file that opens cleanly in the Microsoft Threat Modeling Tool.

    Repository stars: 40,904 · Incomplete scan

  46. Skill

    vardoger-analyze

    github/awesome-copilot · skills/vardoger-analyze

    Use when the user asks to personalize the GitHub Copilot CLI assistant, adapt Copilot to their style, use vardoger, or analyze their Copilot CLI conversation history. Reads the local session directory at `~/.copilot/session-state/`, extracts recurring preferences and conventions, and writes a fenced personalization block into `~/.copilot/copilot-instructions.md`. Runs entirely on the user's machine via the local `vardoger` CLI (`pipx install vardoger`); no network calls and no uploads. Triggers: 'personalize my copilot', 'analyze my copilot history', 'tailor copilot to me', 'run vardoger', 'update my copilot instructions from history', 'make copilot learn my style'.

    Repository stars: 40,904 · Incomplete scan

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