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  1. Skill

    arize-dataset

    github/awesome-copilot · skills/arize-dataset

    Creates, 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, evaluation examples, or mentions create dataset, list datasets, export dataset, append examples, dataset version, golden dataset, or test set.

    Repository stars: 40,904 · Incomplete scan

  2. Skill

    mcp-implementation-security-review

    github/awesome-copilot · skills/mcp-implementation-security-review

    Review the implementation source code of MCP (Model Context Protocol) servers, clients, and tool handlers against a security baseline — authentication, sessions, rate limiting, input-schema validation, official-SDK usage, RCE vectors, and the OWASP MCP Top 10 — producing a report with file/line evidence. Use this skill when: - Reviewing an MCP server implementation for security before release - Checking a server against the baseline controls (MCP-01 to MCP-05) and the OWASP MCP Top 10 - Auditing tools for RCE vectors (command/code injection, unsafe deserialization, path traversal, SSTI, dependency hijacking, SSRF) - Verifying auth, session, rate-limiting, and input-validation controls on a network-exposed server - Reviewing MCP client code that handles untrusted server responses and session IDs - Requests like "review this MCP server for security" or "is my MCP server implementation secure?"

    Repository stars: 40,904 · Incomplete scan

  3. Skill

    qdrant-model-migration

    github/awesome-copilot · skills/qdrant-model-migration

    Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update to a new model', 'zero-downtime model change', 'how to re-embed my data', or 'can I use two models at once'. Also use when upgrading model dimensions, switching providers, or A/B testing models.

    Repository stars: 40,904 · Incomplete scan

  4. Skill

    javascript-typescript-jest

    github/awesome-copilot · skills/javascript-typescript-jest

    Best practices for writing JavaScript/TypeScript tests using Jest, including mocking strategies, test structure, and common patterns.

    Repository stars: 40,904 · Incomplete scan

  5. Skill

    import-infrastructure-as-code

    github/awesome-copilot · skills/import-infrastructure-as-code

    Import existing Azure resources into Terraform using Azure CLI discovery and Azure Verified Modules (AVM). Use when asked to reverse-engineer live Azure infrastructure, generate Infrastructure as Code from existing subscriptions/resource groups/resource IDs, map dependencies, derive exact import addresses from downloaded module source, prevent configuration drift, and produce AVM-based Terraform files ready for validation and planning across any Azure resource type.

    Repository stars: 40,904 · Incomplete scan

  6. Skill

    github-release

    github/awesome-copilot · skills/github-release

    Guides IA through releasing a new version of a GitHub library end-to-end. Handles SemVer versioning and Keep a Changelog formatting automatically.

    Repository stars: 40,904 · Incomplete scan

  7. Skill

    csharp-mstest

    github/awesome-copilot · skills/csharp-mstest

    Get best practices for MSTest 3.x/4.x unit testing, including modern assertion APIs and data-driven tests

    Repository stars: 40,904 · Incomplete scan

  8. Skill

    sql-code-review

    github/awesome-copilot · skills/sql-code-review

    Universal 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 injection prevention, access control, code standards, and anti-pattern detection. Complements SQL optimization prompt for complete development coverage.

    Repository stars: 40,904 · Incomplete scan

  9. Skill

    editorconfig

    github/awesome-copilot · skills/editorconfig

    Generates a comprehensive and best-practice-oriented .editorconfig file based on project analysis and user preferences.

    Repository stars: 40,904 · Incomplete scan

  10. Skill

    convert-plaintext-to-md

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

    Convert a text-based document to markdown following instructions from prompt, or if a documented option is passed, follow the instructions for that option.

    Repository stars: 40,904 · Incomplete scan

  11. Skill

    postgresql-code-review

    github/awesome-copilot · skills/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).

    Repository stars: 40,904 · Incomplete scan

  12. Skill

    phoenix-tracing

    github/awesome-copilot · skills/phoenix-tracing

    OpenInference semantic conventions and instrumentation for Phoenix AI observability. Use when implementing LLM tracing, creating custom spans, or deploying to production.

    Repository stars: 40,904 · Incomplete scan

  13. Skill

    flowstudio-power-automate-debug

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

    Debug failing Power Automate cloud flows using the FlowStudio MCP server. The Graph API only shows top-level status codes. This skill gives your agent action-level inputs and outputs to find the actual root cause. Load this skill when asked to: debug a flow, investigate a failed run, why is this flow failing, inspect action outputs, find the root cause of a flow error, fix a broken Power Automate flow, diagnose a timeout, trace a DynamicOperationRequestFailure, check connector auth errors, read error details from a run, or troubleshoot expression failures. Requires a FlowStudio MCP subscription — see https://mcp.flowstudio.app

    Repository stars: 40,904 · Incomplete scan

  14. Skill

    acreadiness-policy

    github/awesome-copilot · skills/acreadiness-policy

    Help 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 baselines with team overrides. Use when the user asks about strict mode, AI-only scoring, custom weights, CI gating, or wants org-wide standardisation.

    Repository stars: 40,904 · Incomplete scan

  15. Skill

    fabric-lakehouse

    github/awesome-copilot · skills/fabric-lakehouse

    Use this skill to get context about Fabric Lakehouse and its features for software systems and AI-powered functions. It offers descriptions of Lakehouse data components, organization with schemas and shortcuts, access control, and code examples. This skill supports users in designing, building, and optimizing Lakehouse solutions using best practices.

    Repository stars: 40,904 · Incomplete scan

  16. Skill

    globestudio

    github/awesome-copilot · skills/globestudio

    Creates, edits and embeds dotted world maps and animated 3D globes with Globestudio (globestudio.app), a free open source studio with 21 looks. Use when the user wants a dotted map, a dotted or 3D globe, a spinning earth or a stylized world map for a website hero, background, slide, social post or video; when they paste a globestudio.app link or a ?c= config; or when code uses @globestudio/react, @globestudio/element, the globe-studio web component or globestudio.app/embed. Also use it to highlight a country, continent or region, plot points and arcs, match brand colors, or prepare PNG, SVG, GLB, MP4, WebM or GIF exports. Not for interactive tiled maps, routing, geocoding or GIS analysis (Mapbox, MapLibre, deck.gl), or for ordinary charts.

    Repository stars: 40,904 · Incomplete scan

  17. Skill

    migrating-oracle-to-postgres-stored-procedures

    github/awesome-copilot · skills/migrating-oracle-to-postgres-stored-procedures

    Migrates 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 applies explicit collation mapping (`COLLATE "C"` only when appropriate, locale collations when required). Use when converting Oracle stored procedures or functions to PostgreSQL equivalents during a database migration.

    Repository stars: 40,904 · Incomplete scan

  18. Skill

    image-manipulation-image-magick

    github/awesome-copilot · skills/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.

    Repository stars: 40,904 · Incomplete scan

  19. Skill

    remember

    github/awesome-copilot · skills/remember

    Transforms lessons learned into domain-organized memory instructions (global or workspace). Syntax: `/remember [>domain [scope]] lesson clue` where scope is `global` (default), `user`, `workspace`, or `ws`.

    Repository stars: 40,904 · Incomplete scan

  20. Skill

    foundry-hosted-agent-copilotkit

    github/awesome-copilot · skills/foundry-hosted-agent-copilotkit

    Build and evolve agentic web apps that pair a CopilotKit React frontend with a Microsoft Agent Framework agent running as a Microsoft Foundry hosted agent, connected over the AG-UI protocol. Covers choosing the wiring, using Foundry-native primitives instead of hand-rolled plumbing, agent tools, human-in-the-loop approvals, generative UI and shared state, local run and azd deploy, debugging the event stream, and safe upgrades.

    Repository stars: 40,904 · Incomplete scan

  21. Skill

    breakdown-test

    github/awesome-copilot · skills/breakdown-test

    Test Planning and Quality Assurance prompt that generates comprehensive test strategies, task breakdowns, and quality validation plans for GitHub projects.

    Repository stars: 40,904 · Incomplete scan

  22. Skill

    content-management-systems

    github/awesome-copilot · skills/content-management-systems

    Workflow for building and modifying content management systems across WordPress, Shopify, Wix, Squarespace, Drupal, WooCommerce, Joomla, HubSpot CMS Hub, Webflow, Adobe Experience Manager, and similar platforms. Use when working on CMS themes, plugins, apps, modules, admin panels, media uploads, content models, editors, markdown pipelines, or static export workflows.

    Repository stars: 40,904 · Incomplete scan

  23. Skill

    sql-server-table-reconciliation

    github/awesome-copilot · skills/sql-server-table-reconciliation

    Use when: comparing SQL Server tables across instances, data migration validation, ETL verification, row mismatch detection, schema drift, reconciliation report, production vs staging comparison. Uses mssql-python driver with Apache Arrow for fast columnar data transfer and comparison.

    Repository stars: 40,904 · Incomplete scan

  24. Skill

    from-the-other-side-quinn

    github/awesome-copilot · skills/from-the-other-side-quinn

    Collaboration profile for Quinn: curious, energetic, and implementation-focused partnership patterns for Ember sessions with Alison.

    Repository stars: 40,904 · Incomplete scan

  25. Skill

    dotnet-timezone

    github/awesome-copilot · skills/dotnet-timezone

    .NET timezone handling guidance for C# applications. Use when working with TimeZoneInfo, DateTimeOffset, NodaTime, UTC conversion, daylight saving time, scheduling across timezones, cross-platform Windows/IANA timezone IDs, or when a .NET user needs the timezone for a city, address, region, or country and copy-paste-ready C# code.

    Repository stars: 40,904 · Incomplete scan

  26. Skill

    multi-stage-dockerfile

    github/awesome-copilot · skills/multi-stage-dockerfile

    Create optimized multi-stage Dockerfiles for any language or framework

    Repository stars: 40,904 · Incomplete scan

  27. Skill

    github-copilot-starter

    github/awesome-copilot · skills/github-copilot-starter

    Set up complete GitHub Copilot configuration for a new project based on technology stack

    Repository stars: 40,904 · Incomplete scan

  28. Skill

    copilot-sdk

    github/awesome-copilot · skills/copilot-sdk

    Build agentic applications with the Microsoft Copilot SDK, transitioning from GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to MCP servers, or creating custom agents. Triggers on Copilot SDK, Microsoft Copilot SDK, GitHub Copilot SDK, agentic app, embed Copilot, programmable agent, MCP server, custom agent.

    Repository stars: 40,904 · Incomplete scan

  29. Skill

    gtm-0-to-1-launch

    github/awesome-copilot · skills/gtm-0-to-1-launch

    Launch new products from idea to first customers. Use when launching products, finding early adopters, building launch week playbooks, diagnosing why adoption stalls, or learning that press coverage does not equal growth. Includes the three-layer diagnosis, the 2-week experiment cycle, and the launch that got 50K impressions and 12 signups.

    Repository stars: 40,904 · Incomplete scan

  30. Skill

    d365-solution-blueprint

    github/awesome-copilot · skills/d365-solution-blueprint

    Authors a Dynamics 365 Finance and Supply Chain Management Solution Blueprint from scratch through a structured, section-by-section architect interview, establishing scope, target operating model, application and data architecture, integration landscape, migration strategy, security model, ALM, testing, deployment, and support approach, with a decision log capturing rationale and rejected alternatives. Use when the user wants to create D365 implementation architecture documentation, start a D365 implementation, design the architecture, prepare a Solution Blueprint, or identify the architectural decisions the programme must make. Do not use for critique of an existing design; that is a review task rather than blueprint authoring.

    Repository stars: 40,904 · Incomplete scan

  31. Skill

    qdrant-monitoring

    github/awesome-copilot · skills/qdrant-monitoring

    Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', or needs to set up Prometheus, Grafana, or health checks. Also use when debugging production issues that require metric analysis.

    Repository stars: 40,904 · Incomplete scan

  32. Skill

    automate-this

    github/awesome-copilot · skills/automate-this

    Analyze 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 proposes automation at multiple complexity levels using tools already installed on the user machine.

    Repository stars: 40,904 · Incomplete scan

  33. Skill

    salesforce-component-standards

    github/awesome-copilot · skills/salesforce-component-standards

    Quality standards for Salesforce Lightning Web Components (LWC), Aura components, and Visualforce pages. Covers SLDS 2 compliance, accessibility (WCAG 2.1 AA), data access pattern selection, component communication rules, XSS prevention, CSRF enforcement, FLS/CRUD in AuraEnabled methods, view state management, and Jest test requirements. Use this skill when building or reviewing any Salesforce UI component to enforce platform-specific security and quality standards.

    Repository stars: 40,904 · Incomplete scan

  34. Skill

    comment-code-generate-a-tutorial

    github/awesome-copilot · skills/comment-code-generate-a-tutorial

    Transform this Python script into a polished, beginner-friendly project by refactoring the code, adding clear instructional comments, and generating a complete markdown tutorial.

    Repository stars: 40,904 · Incomplete scan

  35. Skill

    speak-summary

    github/awesome-copilot · skills/speak-summary

    Convert text, markdown, or a summary produced by another skill into a listenable MP3 using local CPU-only neural text-to-speech. Rewrites written prose for the ear before synthesising. Use when the user asks to "read this out", "turn this into audio", "make an MP3", "I want to listen to this", "podcast version", or wants a spoken digest for a commute or breakfast.

    Repository stars: 40,904 · Incomplete scan

  36. Skill

    sandbox-npm-install

    github/awesome-copilot · skills/sandbox-npm-install

    Install npm packages in a Docker sandbox environment. Use this skill whenever you need to install, reinstall, or update node_modules inside a container where the workspace is mounted via virtiofs. Native binaries (esbuild, lightningcss, rollup) crash on virtiofs, so packages must be installed on the local ext4 filesystem and symlinked back.

    Repository stars: 40,904 · Incomplete scan

  37. Skill

    channels-setup

    CopilotKit/CopilotKit · skills/channels-setup

    Use when a developer wants to build their first CopilotKit Channels agent and get it answering in Slack or Microsoft Teams: "set up a channel", "connect my agent to Slack", "get my agent into Teams", or starting from nothing and wanting a working channel end to end. Covers the whole path: inspecting or scaffolding the project, building the AG-UI agent, creating and reconciling the managed Channel with the public CopilotKit CLI, running the long-running host, and proving a real provider mention gets a reply. The workflow is not in this file. Run `npx --yes copilotkit@latest onboard start` and follow the graph it prints.

    Repository stars: 38,557 · Incomplete scan

  38. Skill

    copilotkit-channels

    CopilotKit/CopilotKit · skills/copilotkit-channels

    Use for the CODE half of a managed Intelligence Channel with Slack or Microsoft Teams: customising the Channel a CLI-scaffolded project already ships, or — for a project the CLI did not generate — writing the Channel declaration, the long-running host, and the awaited activation call. Teams provider setup is in scope, because the CLI or dashboard wizard performs it. Creating a Slack app for the first time is not: if no Slack app exists yet, use setup-slack-channel for the provider half and return here for the code.

    Repository stars: 38,557 · Incomplete scan

  39. Skill

    intelligence-vocabulary

    CopilotKit/CopilotKit · skills/intelligence-vocabulary

    Locks customer-facing CopilotKit Intelligence docs to one approved name per concept. Use when writing, editing, or reviewing Intelligence docs, nav labels, signup labels, or image alt text in showcase/shell-docs. Don't use for renaming code identifiers, route slugs, env vars, API fields, or component names, or for docs that do not mention Intelligence.

    Repository stars: 38,557 · Incomplete scan

  40. Skill

    copilotkit-cli

    CopilotKit/CopilotKit · skills/copilotkit-cli

    Use for the CopilotKit CLI — `npx copilotkit@latest`. Covers proving a project's wiring with `verify` before debugging anything by hand, scaffolding with `create`, signing in and selecting a hosted Intelligence project, agent-assisted onboarding of an existing app, generating type-safe agent ids, and importing thread history. Reach for `verify` first whenever a CopilotKit app is not working.

    Repository stars: 38,557 · Incomplete scan

  41. Skill

    mcp-builder

    CopilotKit/CopilotKit · examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-builder

    DEPRECATED: This skill has been replaced by `mcp-app-builder`. Check if `mcp-app-builder` is available in the skills folder. If not, install it: `npx skills install mcp-use/mcp-use --skill mcp-app-builder` Use `mcp-app-builder` instead of this skill. Build Model Context Protocol (MCP) servers with mcp-use framework. Use when creating MCP servers, defining tools/resources/prompts, working with mcp-use, bootstrapping MCP projects, or when user mentions MCP development, tools, resources, or prompts.

    Repository stars: 38,557 · Incomplete scan

  42. Skill

    setup-slack-channel

    CopilotKit/CopilotKit · skills/setup-slack-channel

    Use for the PROVIDER half of getting a locally running CopilotKit Channels agent to answer in Slack, when no Slack app exists yet — setting up a Channels bot in Slack for the first time, creating the Slack app and its tokens, attaching it to a managed Intelligence Channel, or when a Channel reports setup_required, sits at "Waiting for runtime", the Channel is Online but a Slack mention gets no reply, or a Slack app was built with Socket Mode instead of an Intelligence Request URL. Scoped to an OpenTag checkout, or the OpenTag example inside a channels-sdk clone — the phases assume those conventions (app/channel.tsx, app/env.ts, INTELLIGENCE_CHANNEL_NAME, a local agent on port 8123) and do not describe a project scaffolded by copilotkit init, which already ships its own channel host. If the Slack app and Channel already exist and the question is about declaring or customising the Channel in code, use the copilotkit-channels skill instead.

    Repository stars: 38,557 · Incomplete scan

  43. Skill

    copilotkit

    CopilotKit/CopilotKit · skills/copilotkit

    Use for any CopilotKit question — adding it to an app, chat UI, frontend or server tools, generative UI, shared state, human-in-the-loop, agent frameworks (LangGraph, CrewAI, Mastra, ADK, PydanticAI, and others), the runtime, Intelligence, threads, voice, or diagnosing something that is not working. Do not answer from memory: this skill exists to point you at the current documentation and source, both of which you can read.

    Repository stars: 38,557 · Incomplete scan

  44. Skill

    inspector-workbench

    CopilotKit/CopilotKit · skills/inspector-workbench

    Runs Inspector UI work on the standalone Threads state lab so the agent can see the overlay. Use when a CopilotKit employee asks an agent to fix, polish, add, or debug Inspector UI, chrome, panes, overlay actions, launcher, Home, Threads, Playground, Memory, or any visual behavior in @copilotkit/web-inspector. Don't use for docs-only Callout updates (load inspector-docs), runtime or core changes with no Inspector UI, showcase cell work, or reading Inspector as a consumer inside an app.

    Repository stars: 38,557 · Incomplete scan

  45. Skill

    chatgpt-app-builder

    CopilotKit/CopilotKit · examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder

    DEPRECATED: This skill has been replaced by `mcp-app-builder`. Check if `mcp-app-builder` is available in the skills folder. If not, install it: `npx skills install mcp-use/mcp-use --skill mcp-app-builder` Use `mcp-app-builder` instead of this skill. Build ChatGPT apps with interactive widgets using mcp-use and OpenAI Apps SDK. Use when creating ChatGPT apps, building MCP servers with widgets, defining React widgets, working with Apps SDK, or when user mentions ChatGPT widgets, mcp-use widgets, or Apps SDK development.

    Repository stars: 38,557 · Incomplete scan

  46. Skill

    mcp-apps-builder

    CopilotKit/CopilotKit · examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder

    **MANDATORY for ALL MCP server work** - mcp-use framework best practices and patterns. **READ THIS FIRST** before any MCP server work, including: - Creating new MCP servers - Modifying existing MCP servers (adding/updating tools, resources, prompts, widgets) - Debugging MCP server issues or errors - Reviewing MCP server code for quality, security, or performance - Answering questions about MCP development or mcp-use patterns - Making ANY changes to server.tool(), server.resource(), server.prompt(), or widgets This skill contains critical architecture decisions, security patterns, and common pitfalls. Always consult the relevant reference files BEFORE implementing MCP features.

    Repository stars: 38,557 · Incomplete scan

  47. Skill

    reskin

    CopilotKit/CopilotKit · examples/showcases/reskinnable-demo/.claude/skills/reskin

    Author a NEW skin for the reskinnable-demo app. A skin is a self-contained domain plugin under src/skins/<id>/ that implements the frozen `Skin` contract (src/shell/skin-contract.ts) to swap the app's entire experience — brand, theme, layout, pages, tools, data, and agent — as a live sales demo. Use when the user says "add a skin", "create a skin", "new skin", "reskin the app", "make a <domain> skin", or wants the app re-themed as a new product. Do NOT use for editing the shell itself (src/shell/**), the shared token vocabulary (src/app/globals.css), or the shipped skins unless explicitly asked.

    Repository stars: 38,557 · Incomplete scan

  48. Skill

    inspector-docs

    CopilotKit/CopilotKit · skills/inspector-docs

    Keeps CopilotKit docs pointing at shipped Inspector panes so readers open the overlay. Use when adding, changing, renaming, or removing an Inspector pane, tab, or overlay action in @copilotkit/web-inspector, or when editing docs that mention Inspector. Don't use for Inspector UI polish that does not add a pane, for CLI or agent-prompt copy, or for unshipped Inspector ideas.

    Repository stars: 38,557 · Incomplete scan

  49. Skill

    intelligence-docs

    CopilotKit/CopilotKit · skills/intelligence-docs

    Keeps the CopilotKit Intelligence landing page in sync when a new Intelligence feature ships or when Intelligence docs are added, renamed, or removed. Use when adding Intelligence capabilities, writing or moving pages under docs/intelligence, editing IntelligenceFeatureCards, or changing snippets/shared/intelligence/overview.mdx. Don't use for OSS-only frontend docs, Inspector pane callouts, or marketing-site copy.

    Repository stars: 38,557 · Incomplete scan

  50. Skill

    triage

    vercel-labs/skills · .automations/triage/skills/triage

    Identify focused, evidence-backed skills CLI bug fixes worth quuu's attention.

    Repository stars: 38,502 · Incomplete scan

Automated signals, not a guarantee. How the checks work.