Official Skills

_project-context — an installable skill for AI agents, published by microsoft/skills-for-copilot-studio.

Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or…

Complete, populate and fill out 3-statement financial model templates (Income Statement, Balance Sheet, Cash Flow Statement) . Use when asked to fill out model…

Complete, populate and fill out 3-statement financial model templates (Income Statement, Balance Sheet, Cash Flow Statement) . Use when asked to fill out model…

Complete, populate and fill out 3-statement financial model templates (Income Statement, Balance Sheet, Cash Flow Statement) . Use when asked to fill out model…

Manage Discord channel access — approve pairings, edit allowlists, set DM/group policy. Use when the user asks to pair, approve someone, check who's allowed,…

Manage Discord channel access — approve pairings, edit allowlists, set DM/group policy. Use when the user asks to pair, approve someone, check who's allowed,…

Primary accessibility skill for VS Code. REQUIRED for new feature and contribution work, and also applies to updates of existing UI. Covers accessibility help…

Detects and fixes accessibility issues in React/Fluent UI webviews. Use when reviewing code for screen reader compatibility, fixing ARIA labels, ensuring…

Run comprehensive accessibility audit (WCAG 2.1) on Webflow pages - checks buttons, forms, links, focus states, headings, keyboard navigation, and generates…

Run a WCAG 2.1 AA accessibility audit on a design or page. Trigger with "audit accessibility", "check a11y", "is this accessible?", or when reviewing a design…

Draft structured handover notes for transitioning a PostHog account from one TAM or CSM to another. Use this skill when a TAM needs to hand over an account,…

Complete company and person research powered by web search, enriched with verified contact data and CRM history when available. Researches companies and individuals via web search alone, extracting business overview, recent news, hiring signals, leadership team, and product details Supercharged by optional enrichment connectors that add verified emails, phone numbers, tech stack, org charts, and funding details Integrates with CRM to surface prior relationship history, past opportunities,...

Build the period-end accrual schedule — for each accrual, compute the entry, cite the support, and draft the JE. Use during month-end close; the JE is a draft…

Build the period-end accrual schedule — for each accrual, compute the entry, cite the support, and draft the JE. Use during month-end close; the JE is a draft…

Use this skill when the user explicitly asks to map, document, or onboard into an existing codebase. Trigger for prompts like "map this codebase", "document…

Run the AgentRC readiness assessment on the current repository and produce a static HTML dashboard at reports/index.html. Wraps `npx github:microsoft/agentrc…

Generate tailored AI agent instruction files via AgentRC instructions command. Produces .github/copilot-instructions.md (default, recommended for Copilot in VS…

Help the user pick, write, or apply an AgentRC policy. Policies customise readiness scoring by disabling irrelevant checks, overriding impact/level, setting…

Determine the mode from the user's request:

Creates user-specific one-click action templates that execute email operations when clicked in the chat interface. Use when user wants reusable actions for…

Extract action items with owners, deadlines, and priorities from meeting content

Before proceeding, verify that the user has audit findings to act on. These should come from a prior run of the action-audit skill. Confirm:

Plugin check : Run node "${CLAUDE_PLUGIN_ROOT}/scripts/check-version.js" — if it outputs a message, show it to the user before proceeding.

Generates complete, branded Auth0 Advanced Custom Universal Login (ACUL) screen implementations using the React or Vanilla JS SDK. Use when a developer asks to…

Add a new AI provider integration to the Sentry JavaScript SDK. Use when contributing a new AI instrumentation (OpenAI, Anthropic, Vercel AI, LangChain, etc.)…

Step-by-step guide for adding a new autogate to workerd for gradual rollout of risky changes, including enum registration, string mapping, usage pattern, and…

Adds Azure DevOps connector to a Power Apps code app. Use when querying work items, creating bugs, managing pipelines, or making ADO API calls.

Add a new best practice to the appropriate doc. Checks for duplicates,

Create a new CDN bundle for the browser package with specified features

Plugin check : Run node "${CLAUDE_PLUGIN_ROOT}/scripts/check-version.js" — if it outputs a message, show it to the user before proceeding.

Step-by-step guide for adding a new compatibility flag to workerd, including capnp schema, C++ usage, testing, and documentation requirements.

Adds any Power Platform connector to a Power Apps code app. Generic fallback for connectors not covered by a specific skill.

Instructions for adding a new validation rule and CLI flag to dart_skills_lint.

Guide the user to add a data source, connection, or API connector to a Canvas App via Power Apps Studio, then verify and continue. USE WHEN the user asks to…

Adds a data source or connector to a Power Apps code app. Asks what the user wants to accomplish and routes to the appropriate specialized skill.

Adds Dataverse tables to a Power Apps code app with generated TypeScript models and services. Can also create new Dataverse tables. Use when connecting to…

Add educational comments to code files to transform them into effective learning resources. Adapts explanation depth and tone to three configurable knowledge levels: beginner, intermediate, and advanced Automatically requests a file if none is provided, with numbered list matching for quick selection Expands files by up to 125% using educational comments only (hard limit: 400 new lines; 300 for files over 1,000 lines) Preserves file encoding, indentation style, syntax correctness, and...

Adds Excel Online (Business) connector to a Power Apps code app. Use when reading or writing Excel workbook data from OneDrive or SharePoint.

Add a new expert to the Remotion experts page

Guide for adding new functions to the library. Use this when implementing new API wrappers or utility functions.

Guide for adding new AI function examples, for testing specific features against the actual provider APIs.

Guide for adding new AI function examples, for testing specific features against the actual provider APIs.

When adding a new IR instruction, you must touch a specific set of files. This skill describes each file, the pattern to follow, and important conventions.

Adds Microsoft Copilot Studio connector to a Power Apps code app. Use when invoking Copilot Studio agents, sending prompts to agents, or integrating agent…

Add descriptions for new models from the HuggingFace router to chat-ui configuration. Use when new models are released on the router and need descriptions…

Use when editing worker/src/constants/default-model-prices.json, packages/shared/src/server/llm/types.ts, pricing tiers, tokenizer IDs, or matchPattern regexes…

Use this skill when the user asks to add documentation, add docs, add references, or install documentation about Neon. Adds Neon best practices reference links…

Adds Office 365 Outlook connector to a Power Apps code app. Use when accessing calendars, sending emails, reading inbox, or managing Outlook events.

Adds OneDrive for Business connector to a Power Apps code app. Use when uploading, downloading, listing, or managing files in OneDrive.

Fixes broken typing checks detected by ty, make typing, or make check-repo. Use when typing errors appear in local runs, CI, or PR logs.

Use when adding, modifying, or reviewing VS Code configuration policies. Covers the full policy lifecycle from registration to export to platform-specific…

Guide for adding new AI provider packages to the AI SDK. Use when creating a new @ai-sdk/<provider> package to integrate an AI service into the SDK.

Guide for adding new AI provider packages to the AI SDK. Use when creating a new @ai-sdk/<provider> package to integrate an AI service into the SDK.

Plugin check : Run node "${CLAUDE_PLUGIN_ROOT}/scripts/check-version.js" — if it outputs a message, show it to the user before proceeding.

Plugin check : Run node "${CLAUDE_PLUGIN_ROOT}/scripts/check-version.js" — if it outputs a message, show it to the user before proceeding.

Plugin check : Run node "${CLAUDE_PLUGIN_ROOT}/scripts/check-version.js" — if it outputs a message, show it to the user before proceeding.

Add a new sound effect to @remotion/sfx

Adds SharePoint Online connector to a Power Apps code app. Use when reading lists, managing documents, or integrating with SharePoint sites. Can also create…

Adds Microsoft Teams connector to a Power Apps code app. Use when sending Teams messages, posting to channels, or integrating with Teams chat.

Add unsigned integer (uint) type support to PyTorch operators by updating AT_DISPATCH macros. Use when adding support for uint16, uint32, uint64 types to…

Integrate Base Builder Codes (ERC-8021) into web3 applications for onchain transaction attribution and referral fee earning. Use when a project needs to append…

Integrate Base Builder Codes (ERC-8021) into web3 applications for onchain transaction attribution and referral fee earning. Use when a project needs to append…

Creates unit test YAML definitions that mock upstream model inputs and validate expected outputs. Use when adding unit tests for a dbt model or practicing…

Use when the user is addressing pull request review comments locally and asks for help evaluating, implementing, or drafting responses to reviewer feedback -…

Address all valid review comments on a PR for the current branch in the streamlit/streamlit repo. Covers both inline review comments and general PR (issue)…

Write, debug, and optimize Adobe Illustrator automation scripts using ExtendScript (JavaScript/JSX). Use when creating or modifying scripts that manipulate…

Use when migrating frontend code from manual API client calls (`api.get`, `api.create`, `api.surveys.get`, `api.dashboards.list`, `new ApiRequest()`) and…

Create and maintain Architecture Decision Records (ADRs) optimized for agentic coding workflows. Use when you need to propose, write, update, accept/reject,…

Create and maintain Architecture Decision Records (ADRs) optimized for agentic coding workflows. Use when you need to propose, write, update, accept/reject,…

Automates browser interactions for web testing, form filling, screenshots, and data extraction.

Comprehensive guide for building autonomous agents in Claude Code plugins with structured frontmatter, system prompts, and triggering conditions. Agents are autonomous subprocesses defined in markdown files with YAML frontmatter; use them for multi-step independent tasks, commands for user-initiated actions Required frontmatter fields: name (3–50 lowercase-hyphenated characters), description (with 2–4 concrete triggering examples), model (inherit/sonnet/opus/haiku), color...

Use the Agent Auth CLI (auth-agent) to discover providers, connect agents, manage capabilities, and execute operations. Use when the user wants to interact…

Use the Agent Auth MCP tools to discover providers, connect agents, manage capabilities, and execute operations through the MCP protocol. Use when working…

Background knowledge for droid-control workflows -- not invoked directly. Agent-browser driver mechanics for web page and Electron desktop app automation.

Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web…

Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web…

Browser automation CLI for AI agents. Use when the user needs to interact with websites, verify dev server output, test web apps, navigate pages, fill forms,…

Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking…

Browser automation CLI for AI agents. Use when the user needs to interact with websites, verify dev server output, test web apps, navigate pages, fill forms,…

Automated browser verification for dev servers. Triggers when a dev server starts to run a visual gut-check with agent-browser — verifies the page loads,…

Automated browser verification for dev servers. Triggers when a dev server starts to run a visual gut-check with agent-browser — verifies the page loads,…

**WORKFLOW SKILL** — Create, update, review, fix, or debug VS Code agent customization files (.instructions.md, .prompt.md, .agent.md, SKILL.md,…

Comprehensive guide for building autonomous agents in Claude Code plugins with structured frontmatter, system prompts, and triggering conditions. Agents are autonomous subprocesses defined in markdown files with YAML frontmatter; use them for multi-step independent work, not user-initiated commands Required frontmatter fields: name (3–50 lowercase-hyphenated characters), description (with 2–4 concrete triggering examples), model (inherit/sonnet/opus/haiku), and color...

This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent…

Automate iOS and Android app interactions with snapshot-based discovery and selector-driven replay. Supports iOS simulators/devices and Android emulators/devices with session-bound automation, multi-tenant remote daemon mode, and device-scope isolation for QA workflows Core commands: snapshot for UI discovery with refs, press / fill / scroll for interactions, open / close for app lifecycle, install / reinstall for binary deployment Includes utilities for logging, network inspection,...

Interact with iOS simulator or Android emulator/device using snapshot-based coordinates. Uses accessibility tree snapshots for precise element targeting, with…

A scoring scale for evaluating how well a CLI is designed for AI agents, based on the "Rewrite Your CLI for AI Agents" principles.

Use when building any system where email content triggers actions — AI agent inboxes, automated support handlers, email-to-task pipelines, or any workflow…

Build Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai). Use when creating persistent agents with…

Build Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai). Use when creating persistent agents with…

Companion skill for the Agent-Friendly APIs course on Vercel Academy. Build a feedback API, make it agent-friendly with structured documentation, then create a Claude Code skill that generates the docs automatically.

Declarative policies, intent classification, and audit trails for controlling AI agent tool access and behavior. Composable governance policies define allowed/blocked tools, content filters, rate limits, and approval requirements — stored as configuration, not code Semantic intent classification detects dangerous prompts (data exfiltration, privilege escalation, prompt injection) before tool execution using pattern-based signals Tool-level governance decorator enforces policies at function...

agent-install — an installable skill for AI agents, published by datadog-labs/agent-skills.

Evaluate AI agent systems against the OWASP Agentic Security Initiative (ASI) Top 10 — the industry standard for agent security posture.

Reference guide for writing effective agent prompts and skills. Use when creating new skills, reviewing prompt quality, or understanding Warden's prompt…

Agents workbench layout — covers the fixed layout structure, grid configuration, part visibility, editor modal, titlebar, sidebar footer, and implementation…

Use this skill when changing the shared agent setup for the repository.

Datadog skills for AI agents. Essential monitoring, logging, tracing and observability.

Generate and verify integrity manifests for AI agent plugins and tools. Detect tampering, enforce version pinning, and establish supply chain provenance.

Iterative evaluation and refinement patterns for improving AI agent outputs through self-critique loops. Provides three core patterns: basic reflection (self-critique loops), evaluator-optimizer (separated generation and evaluation), and code-specific test-driven refinement Supports multiple evaluation strategies including outcome-based assessment, LLM-as-judge comparison, and rubric-based scoring with weighted dimensions Includes practical Python implementations with structured JSON output...

Zero-trust governance layer for OpenClaw agents. Enforce policies, verify identities, score trust, and maintain tamper-evident audit logs — all from your agent's command line.

Build voice AI agents with ElevenLabs. Use when creating voice assistants, customer service bots, interactive voice characters, or any real-time voice conversation experience.

This skill should be used when the user asks to "create AGENTS.md", "update AGENTS.md", "maintain agent docs", "set up CLAUDE.md", or needs to keep agent…

This skill should be used when the user asks to "create AGENTS.md", "update AGENTS.md", "maintain agent docs", "set up CLAUDE.md", or needs to keep agent…

Create and maintain minimal, high-signal agent documentation under 60 lines. Enforces research-backed best practices for agent-facing docs; instruction quality degrades with length Requires three core sections: Package Manager, File-Scoped Commands (per-file test/lint/typecheck), and Commit Attribution with agent identity Analyzes project structure (lock files, linter configs, CI commands, monorepo indicators) to determine what belongs in the file Uses headers and bullets only; references...

This skill should be used when the user asks to "create AGENTS.md", "update AGENTS.md", "maintain agent docs", "set up CLAUDE.md", or needs to keep agent…

Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, or chat applications. Covers Agent class, state management, callable RPC, Workflows integration, and React hooks.

Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks,…

Build, run, deploy, and evaluate OpenAI Agents SDK apps from Codex. Use when the user asks to create or adapt an Agents SDK app, build from a prompt or Codex…

Build container-based hosted agents using ImageBasedHostedAgentDefinition from the Azure AI Projects SDK.

Build container-based hosted agents using ImageBasedHostedAgentDefinition from the Azure AI Projects SDK.

Python `ai` module — models, agents, hooks, middleware, MCP, structured output

Generate text, images, and video from the terminal using AI models.

AI Elements component library guidance — pre-built React components for AI interfaces built on shadcn/ui. Use when building chat UIs, message displays, tool…

Create new AI chat interface components for the ai-elements library following established composable patterns, shadcn/ui integration, and Vercel AI SDK…

Pre-built React components for AI chat interfaces built on shadcn/ui and the AI SDK. Includes conversation, message, tool display, and prompt input components designed for AI-native applications Installs directly into your project codebase via CLI, making components fully customizable and extensible with standard React patterns Requires Next.js, AI SDK, shadcn/ui, and Node.js 18+; integrates seamlessly with Vercel's AI Gateway for model access All components support standard HTML attributes...

AI Elements component library guidance — pre-built React components for AI interfaces built on shadcn/ui. Use when building chat UIs, message displays, tool…

Vercel AI Gateway expert guidance. Use when configuring model routing, provider failover, cost tracking, or managing multiple AI providers through a unified…

Vercel AI Gateway expert guidance. Use when configuring model routing, provider failover, cost tracking, or managing multiple AI providers through a unified…

AI generation persistence patterns — unique IDs, addressable URLs, database storage, and cost tracking for every LLM generation

AI generation persistence patterns — unique IDs, addressable URLs, database storage, and cost tracking for every LLM generation

Comprehensive safety analysis and improvement framework for AI prompts with detailed assessment methodologies. Evaluates prompts across eight dimensions: safety, bias detection, security, effectiveness, best practices compliance, pattern analysis, technical robustness, and performance optimization Provides structured analysis reports with risk scoring, critical issue identification, and strength assessment across all evaluation criteria Delivers improved prompt versions with specific...

Make any repo AI-ready — analyzes your codebase and generates AGENTS.md, copilot-instructions.md, CI workflows, issue templates, and more. Mines your PR review…

ai-sdk — an installable skill for AI agents, published by getsentry/webvitals.com.

Reference documentation and hands-on guidance for building AI-powered applications with the Vercel AI SDK. Covers core APIs for text generation, streaming, tool calling, structured output, embeddings, and agent building with ToolLoopAgent Includes React hooks (useChat, useCompletion) and framework-specific patterns for Next.js, SvelteKit, and other platforms Provides provider integration guides for OpenAI, Anthropic, Google, and others, plus AI Gateway setup for unified model access...

Answer questions about the AI SDK and help build AI-powered features. Use when developers: (1) Ask about AI SDK functions like generateText, streamText,…

Vercel AI SDK expert guidance. Use when building AI-powered features — chat interfaces, text generation, structured output, tool calling, agents, MCP…

Answer questions about the AI SDK and help build AI-powered features. Use when developers: (1) Ask about AI SDK functions like generateText, streamText,…

Answer questions about the AI SDK and help build AI-powered features. Use when developers: (1) Ask about AI SDK functions like generateText, streamText,…

Vercel AI SDK expert guidance. Use when building AI-powered features — chat interfaces, text generation, structured output, tool calling, agents, MCP…

Bootstrap 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…

Create and manage agent graphs — directed graphs of AI Configs connected by edges with handoff logic. Use when building multi-agent workflows where configs…

Instrument an existing codebase with LaunchDarkly AI Config tracking. Walks the four-tier ladder (managed runner → provider package → custom extractor +…

Create and configure AI Configs in LaunchDarkly. Helps you choose between agent vs completion mode, create the config, add variations with models and prompts,…

Create, track, retrieve, update, and delete custom business metrics for AI Configs. Covers full lifecycle: define metric kinds via API, emit events via SDK,…

Migrate an application with hardcoded LLM prompts to a full LaunchDarkly AI Configs implementation in five stages: audit the code, wrap the call, move the…

Attach judges to AI Config variations for automatic LLM-as-a-judge evaluation. Create custom judges, configure sampling rates, and monitor quality scores.

Guide for setting up LaunchDarkly projects in your codebase. Helps you assess your stack, choose the right approach, and integrate project management that…

Create and manage prompt snippets — reusable text blocks referenced inside AI Config variation prompts. Keeps common instructions, personas, and guardrails…

Configure AI Config targeting rules to control which variations serve to different users. Enable percentage rollouts, attribute-based rules, segment targeting,…

Give your AI agents capabilities through tools (function calling). Helps you identify what your AI needs to do, create tool definitions, and attach them to AI…

Update, archive, and delete LaunchDarkly AI Configs and their variations. Use when you need to modify config properties, change model parameters, update…

Experiment with AI configurations by creating and managing variations. Helps you test different models, prompts, and parameters to find what works best through…

Query, manage, and troubleshoot Apache Airflow DAGs, runs, tasks, and system configuration. Supports 30+ commands across DAG inspection, run management, task logging, configuration queries, and direct REST API access Manage multiple Airflow instances with persistent configuration; auto-discover local and Astro deployments Trigger DAG runs synchronously (wait for completion) or asynchronously, diagnose failures, clear runs for retry, and access task logs with retry/map-index filtering Output...

Human approval gates, form inputs, and branching in Airflow DAGs using deferrable operators. Four operator types: ApprovalOperator for approve/reject decisions, HITLOperator for multi-option selection with forms, HITLBranchOperator for human-driven task routing, and HITLEntryOperator for form data collection All operators are deferrable, releasing worker slots while awaiting human response via Airflow UI's Required Actions tab or REST API Supports optional features including custom...

Build Airflow 3.1+ plugins that embed FastAPI apps, custom UI pages, React components, middleware, macros, and operator links directly into the Airflow UI. Use…

Set up AI Runway on AKS — from bare cluster to running model. Covers cluster verification, controller install, GPU assessment, provider setup, and first deployment. WHEN: "setup AI Runway", "onboard AKS cluster", "install AI Runway", "airunway setup", "deploy model to AKS", "GPU inference on AKS", "KAITO setup on AKS", "run LLM on AKS", "vLLM on AKS", "set up model serving on AKS", "AI Runway controller".

Set up AI Runway on AKS — from bare cluster to running model. Covers cluster verification, controller install, GPU assessment, provider setup, and first…

Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations. license: Complete terms in LICENSE.txt

Analyze a jemalloc (or other) allocation profile in collapsed stack format. Use when the user wants to analyze memory allocations, find top allocators, or…

Submit compact AlphaFold Protein Structure Database API requests for prediction, UniProt summary, sequence summary, and annotation lookups. Use when a user…

Answer data questions -- from quick lookups to full analyses. Use when looking up a single metric, investigating what's driving a trend or drop, comparing…

Convert Next.js bundle analyzer data to NDJSON and explore it

Analyze agent feedback artifacts from GitHub Actions workflow runs, extract actionable learnings, and incorporate them into skill files and CLAUDE.md. Tracks…

This skill should be used when the user asks to "analyze code for security issues", "check for OWASP vulnerabilities", "review code against CWE Top 25", "find…

Query your data warehouse to answer business questions with cached patterns and concept mappings. Supports pattern lookup and caching for repeated question types, with outcome recording to improve future queries Includes concept-to-table mapping cache and table schema discovery via INFORMATION_SCHEMA or codebase grep Provides run_sql() and run_sql_pandas() kernel functions returning Polars or Pandas DataFrames for analysis CLI commands for managing concept, pattern, and table caches, plus...

Analyze session replay patterns across experiment variants to understand user behavior differences. Use when the user wants to see how users interact with…

Analyze session replay patterns across experiment variants to understand user behavior differences. Use when the user wants to see how users interact with…

Analyze session replay patterns across experiment variants to understand user behavior differences. Use when the user wants to see how users interact with…

This skill calculates key financial ratios and metrics from financial statement data for investment analysis

This skill calculates key financial ratios and metrics from financial statement data for investment analysis

Analyzes git commits and changes within a timeframe or commit range, providing structured summaries for code review, retrospectives, work logs, or session…

Test Expo Router features on Android emulators using ADB. Use after implementing native Android features or when verifying UI behavior on Android.

Use when validating Android feature flows in an emulator with adb-driven launch, input, UI-tree inspection, screenshots, and logcat capture.

Modernizes Angular code such as components and directives to follow best practices using both automatic CLI migrations and Bitwarden-specific patterns. YOU…

Annotate Airflow tasks with data lineage using inlets and outlets. Supports OpenLineage Dataset objects, Airflow Assets, and Airflow Datasets for defining inputs and outputs across databases, data warehouses, and cloud storage Use as a fallback when operators lack built-in OpenLineage extractors; follows a four-tier precedence system where custom extractors and OpenLineage methods take priority Includes dataset naming helpers for Snowflake, BigQuery, S3, and PostgreSQL to ensure consistent...

Writes and executes SQL queries against the data warehouse using dbt's Semantic Layer or ad-hoc SQL to answer business questions. Use when a user asks about…

USE FOR AI-grounded answers via OpenAI-compatible /chat/completions. Two modes: single-search (fast) or deep research (enable_research=true, thorough…

Use this agent when the user needs to upgrade Anthropic SDK packages. This includes: upgrading @anthropic-ai/sdk or @anthropic-ai/claude-agent-sdk to newer…

Debug AOTInductor (AOTI) errors and crashes. Use when encountering AOTI segfaults, device mismatch errors, constant loading failures, or runtime errors from…

Build with Deepgram's speech-to-text, text-to-speech, voice agent, and audio intelligence APIs.

Use when customer-facing API changes were made — i.e., API report .md files differ from main. Guides through release tag assignment, API Council review…

OpenAPI documentation and REST API design patterns

Complete reference for Runway's public API: models, endpoints, costs, limits, and types

Reviews .NET API surface area PRs for design guideline violations. Analyzes api/*.cs file diffs, applies review rules from .NET Framework Design Guidelines and…

Create, debug, and deploy serverless cloud programs for web scraping, automation, and data processing. Supports JavaScript, TypeScript, and Python templates with integrated Crawlee, Playwright, and Cheerio libraries for HTTP and browser-based crawling Includes local testing via apify run with isolated storage, schema validation for inputs/outputs, and deployment to Apify platform via apify push Requires Apify CLI authentication and mandatory generatedBy metadata in .actor/actor.json for AI...

Convert existing projects into serverless Apify Actors with language-specific SDK integration. Supports JavaScript/TypeScript (with Actor.init() / Actor.exit() ), Python (async context manager), and any language via CLI wrapper Provides structured workflow: apify init to scaffold, apply SDK wrapping, configure input/output schemas, test locally with apify run , then deploy with apify push Includes input and output schema validation, Docker containerization, and optional pay-per-event...

Extract audience demographics, engagement patterns, and behavior data from Facebook, Instagram, YouTube, and TikTok. Supports 18+ specialized Actors covering follower demographics, engagement metrics, comments, and profile analysis across all four platforms Offers three output formats: quick chat display, CSV export, or JSON export for downstream analysis Requires Apify token and mcpc CLI tool; uses dynamic schema fetching to adapt inputs to each Actor's requirements Includes structured...

Understand audience demographics, preferences, behavior patterns, and engagement quality across Facebook, Instagram, YouTube, and TikTok.

Monitor brand reputation across Google Maps, Booking.com, TripAdvisor, Facebook, Instagram, YouTube, and TikTok. Supports 16+ dedicated Apify Actors covering reviews, ratings, comments, and mentions across all major platforms Flexible output formats: display results in chat, export to CSV, or save as JSON for downstream analysis Requires Apify token and Node.js 20.6+; uses mcpc CLI to dynamically fetch Actor schemas and input parameters Workflow guides users through platform selection,...

Track reviews, ratings, sentiment, and brand mentions across Google Maps, Booking.com, TripAdvisor, Facebook, Instagram, YouTube, and TikTok. Use when user…

Multi-platform competitor analysis via Apify Actors for Google Maps, Booking.com, Facebook, Instagram, YouTube, and TikTok. Covers 25+ specialized Actors across seven platforms, each optimized for specific analysis types: business data extraction, review comparison, ad strategy monitoring, content performance, and audience insights Requires Apify token, Node.js 20.6+, and the mcpc CLI tool to fetch Actor schemas and run analyses dynamically Supports three output formats: quick chat display,...

Analyze competitor strategies, content, pricing, ads, and market positioning across Google Maps, Booking.com, Facebook, Instagram, YouTube, and TikTok.

Multi-platform content analytics via Apify Actors for Instagram, Facebook, YouTube, and TikTok. Supports 17+ specialized Actors covering posts, reels, stories, comments, hashtags, followers, and ads across all four platforms Dynamically fetches Actor schemas using mcpc CLI to determine required inputs and available output fields Outputs results in three formats: quick chat display, CSV export, or JSON export with customizable result counts Requires Apify token in .env file and Node.js 20.6+...

Track engagement metrics, measure campaign ROI, and analyze content performance across Instagram, Facebook, YouTube, and TikTok.

Extract product data, prices, reviews, and seller information from 50+ e-commerce marketplaces. Three workflow modes: Products & Pricing (price tracking, competitor analysis), Customer Reviews (sentiment analysis, quality issues), and Seller Intelligence (vendor discovery via Google Shopping) Supports Amazon (20+ regions), Walmart, eBay, IKEA, Costco, and European retailers; input via product URLs, category URLs, or keyword search Optional AI-powered analysis generates insights on price...

Scrape e-commerce data for pricing, reviews, bestsellers, and seller discovery across 30+ platforms including Amazon, Walmart, eBay, Shopify, WooCommerce, and…

Generate output schemas (dataset_schema.json, output_schema.json, key_value_store_schema.json) for an Apify Actor by analyzing its source code. Use when…

Discover and evaluate influencers across Instagram, Facebook, YouTube, and TikTok using Apify Actors. Routes discovery requests to 15+ specialized Actors covering profile scraping, hashtag search, engagement analysis, and niche discovery across all major platforms Dynamically fetches Actor schemas via mcpc to determine required inputs and available output fields before execution Supports three export modes: inline chat display, CSV, or JSON file output with customizable result counts...

Find and evaluate influencers for brand partnerships, verify authenticity, and track collaboration performance across Instagram, Facebook, YouTube, and TikTok.

Multi-platform lead scraping from Google Maps, social media, websites, and search engines. Supports 16+ Actors covering Google Maps, Instagram, TikTok, Facebook, YouTube, LinkedIn, Google Search, and contact enrichment Dynamically fetches Actor schemas via mcpc CLI to determine required and optional input parameters before execution Outputs results as quick chat summaries, CSV, or JSON files with configurable result limits Requires APIFY_TOKEN in .env file and Node.js 20.6+ for environment...

Generates B2B/B2C leads by scraping Google Maps, websites, Instagram, TikTok, Facebook, LinkedIn, YouTube, and Google Search. Use when user asks to find leads,…

Multi-platform market research data extraction via Apify Actors across Google Maps, Facebook, Instagram, Booking.com, and TripAdvisor. Supports 16+ specialized Actors covering location density, pricing, consumer behavior, hashtag trends, hospitality data, and review analysis Workflow guides users through Actor selection, schema fetching, preference configuration, and result export in CSV or JSON formats Requires Apify token authentication and Node.js 20.6+; includes error handling for common...

Analyze market conditions, geographic opportunities, pricing, consumer behavior, and product validation across Google Maps, Facebook, Instagram, Booking.com,…

Multi-platform trend discovery and tracking across Google Trends, Instagram, Facebook, YouTube, and TikTok. Supports 19 specialized Apify Actors covering search trends, hashtag tracking, engagement metrics, and viral content discovery across five major platforms Dynamically fetches Actor schemas using mcpc CLI to retrieve input parameters and output fields before execution Outputs results in three formats: quick chat display, CSV export, or JSON export with customizable result counts...

Discover and track emerging trends across Google Trends, Instagram, Facebook, YouTube, and TikTok to inform content strategy.

Automated web scraper selecting optimal Actors for 55+ platforms including Instagram, TikTok, YouTube, Facebook, Google Maps, and more. Covers 55+ pre-configured Actors across 8 major platforms with use-case-specific selection guidance (lead generation, influencer discovery, brand monitoring, competitor analysis, trend research) Supports three output formats: quick chat display, CSV export, or JSON export with customizable result limits Includes multi-Actor workflow patterns for complex...

The panel is FAN-OUT + SYNTHESIZER. Each persona runs in its own agent thread (via the task tool) and returns JSON matching assets/panelist-return-schema.json . The orchestrator schema-validates each return, hands all returns to the apm-ceo synthesizer (also a task thread, returns JSON matching assets/ceo-return-schema.json ), then renders ONE recommendation comment from assets/recommendation-template.md .

Official agent skill.

The panel is fixed at 3 mandatory specialist lenses + up to 3 conditional lenses + 1 arbiter lens = up to 6 active persona sections in one triage comment (3 mandatory + 3 conditional). You play each lens in turn from inside a single agent loop (progressive-disclosure skill model -- no sub-agent dispatch). Routing chooses which lenses execute; it never changes which headings appear in the final comment.

APM (Agent Package Manager) is the open-source package manager for AI coding agents. It lets teams install, share, and govern reusable instructions, prompts, agents, skills, and MCP server configurations across projects.

Apollo Client is a comprehensive state management library for JavaScript that enables you to manage both local and remote data with GraphQL. Version 4.x brings improved caching, better TypeScript support, and React 19 compatibility.

Comprehensive guide for building React applications with Apollo Client 4.x, covering queries, mutations, caching, and state management. Supports multiple React frameworks and setups: client-side apps (Vite, CRA), Next.js App Router with React Server Components, React Router 7 with streaming SSR, and TanStack Start Includes hooks for queries ( useQuery , useLazyQuery ), mutations ( useMutation ), and Suspense-based patterns ( useSuspenseQuery , useBackgroundQuery ) for modern React 18+ and 19...

Integrate REST APIs into GraphQL supergraphs using @source and @connect directives. Provides a structured 5-step process: research API structure, implement schema with directives, validate via rover supergraph compose , execute connectors, and test coverage Supports request configuration including headers, body payloads, batching for N+1 patterns, and environment variable injection via $env Handles response mapping with field selection, aliasing, sub-selections for nested data, and entity...

Apollo Federation enables composing multiple GraphQL APIs (subgraphs) into a unified supergraph.

Apollo iOS is a strongly-typed GraphQL client for Apple platforms. It generates Swift types from your GraphQL operations and schema, and ships an async/await client, a normalized cache (in-memory or SQLite-backed), a pluggable interceptor-based HTTP transport that handles queries, mutations, and multipart subscriptions, and an optional WebSocket transport ( graphql-transport-ws ) that can carry any operation type.

Apollo Kotlin is a strongly typed GraphQL client that generates Kotlin models from your GraphQL operations and schema, that can be used in Android, JVM, and Kotlin Multiplatform projects.

Connect AI agents to GraphQL APIs through the Model Context Protocol with built-in introspection and operation tools. Exposes GraphQL operations as MCP tools; supports three operation sources: local files, GraphOS Studio collections, and persisted query manifests Provides four introspection tools (introspect, search, validate, execute) for schema exploration and ad-hoc query testing; minification mode reduces token usage with compact notation Configurable authentication via static headers,...

Apollo Router is a high-performance graph router written in Rust for running Apollo Federation 2 supergraphs. It sits in front of your subgraphs and handles query planning, execution, and response composition.

Create native Rust plugins for Apollo Router.

Complete guide for building GraphQL servers with Apollo Server 5.x across frameworks. Covers schema definition, resolvers, context setup, and error handling with TypeScript support Supports standalone mode for prototyping and integrations with Express, Fastify, Koa, and serverless environments Includes resolver patterns, authentication/authorization, plugins, DataLoader for N+1 prevention, and performance optimization techniques Provides reference documentation for data sources, error...

Guidance for instrumenting webapps with Azure Application Insights. Provides telemetry patterns, SDK setup, and configuration references. WHEN: how to instrument app, App Insights SDK, telemetry patterns, what is App Insights, Application Insights guidance, instrumentation examples, APM best practices.

Add Azure App Insights telemetry to ASP.NET Core or Node.js webapps hosted in Azure. Supports ASP.NET Core apps (with auto-instrumentation option for App Service) and Node.js apps Guides you through creating an App Insights resource via Bicep templates or Azure CLI Provides language-specific code modification guides for C#, JavaScript/TypeScript, and Python Requires identifying the app's programming language, framework, and hosting environment before instrumentation begins

Guidance for instrumenting webapps with Azure Application Insights. Provides telemetry patterns, SDK setup, and configuration references. WHEN: how to…

Guidance and reference material for instrumenting webapps with Azure Application Insights. Covers SDK setup, telemetry patterns, and configuration for ASP.NET Core and Node.js applications hosted in Azure Distinguishes between this skill (reference and guidance) and azure-prepare (actual implementation); invoke azure-prepare when the user wants to add instrumentation to their project Provides auto-instrumentation guidance for C# ASP.NET Core apps in Azure App Service, plus manual...

Guidance for instrumenting webapps with Azure Application Insights. Provides telemetry patterns, SDK setup, and configuration references. WHEN: how to…

Decide when and how to bridge a macOS app from SwiftUI into AppKit. Use when implementing NSViewRepresentable or NSViewControllerRepresentable, accessing…

Emulated Sign in with Apple / Apple OIDC for local development and testing. Use when the user needs to test Apple sign-in locally, emulate Apple OIDC…

Codebase auditor identifying Apple App Store rejection risks and compliance gaps. Systematically reviews Info.plist, entitlements, privacy manifests, permissions, IAP flows, account handling, and content moderation against App Store Review Guidelines Produces prioritized risk register with severity levels, evidence citations, and concrete remediation steps Includes reviewer experience checklist and draft App Review Notes to streamline submission and reduce re-review cycles Focuses on...

Manage Apple Notes via the `memo` CLI on macOS (create, view, edit, delete, search, move, and export notes). Use when a user asks OpenClaw to add a note, list…

Manage Apple Reminders via remindctl CLI (list, add, edit, complete, delete). Supports lists, date filters, and JSON/plain output.

Instrument browser/web apps with the Application Insights JavaScript SDK (@microsoft/applicationinsights-web). Use for Real User Monitoring (RUM) — page views,…

Instrument browser/web apps with the Application Insights JavaScript SDK (@microsoft/applicationinsights-web). Use for Real User Monitoring (RUM) — page views,…

Apply LaunchDarkly SDK onboarding: install dependency (or dual-SDK pair), configure env and secrets with consent, add init at entrypoint(s), verify compile.…

This skill applies consistent corporate branding and styling to all generated documents including colors, fonts, layouts, and messaging

This skill applies consistent corporate branding and styling to all generated documents including colors, fonts, layouts, and messaging

Diagnose and resolve Arch Linux issues with pacman, systemd, and rolling-release best practices. Provides step-by-step triage plans using systemctl, journalctl, and pacman to identify root causes Delivers copy-paste-ready remediation commands with verification steps after each major change Addresses kernel updates, reboot considerations, and rollback procedures for safe recovery Accepts optional system snapshots and constraint inputs to tailor diagnosis to your environment

Tech lead perspective on architecture, system design, architecture reviews, blast radius assessment, trade-off analysis, and decision-making. Use when planning…

Use when navigating the codebase for the first time, adding a new client method, adding a new container handler/service, or understanding how a request flows…

Create or evaluate an architecture decision record (ADR). Use when choosing between technologies (e.g., Kafka vs SQS), documenting a design decision with…

Analyzes codebases to generate comprehensive architectural documentation with diagrams and implementation patterns. Auto-detects technology stacks (.NET, Java, React, Angular, Python, Node.js, Flutter) and architectural patterns (Clean Architecture, Microservices, Layered, MVVM, Hexagonal, Event-Driven, Serverless, Monolithic) Generates C4, UML, Flow, or Component diagrams at multiple abstraction levels showing subsystems, dependencies, and data flow Documents core components, layers, data...

Staff-level codebase health review. Finds monolithic modules, silent failures, type safety gaps, test coverage holes, and LLM-friendliness issues.

Design and implement Arduino integration with Azure IoT Hub and IoT Edge, including secure provisioning, resilient telemetry, command handling, and production…

INVOKE THIS SKILL when creating, reading, updating, or deleting Arize AI integrations. Covers listing integrations, creating integrations for any supported LLM…

INVOKE THIS SKILL when creating, managing, or using annotation configs or annotation queues on Arize (categorical, continuous, freeform), or applying human…

INVOKE THIS SKILL when creating, managing, or querying Arize datasets and examples. Also use when the user needs test data or evaluation examples for their…

INVOKE THIS SKILL for LLM-as-judge evaluation workflows on Arize: creating/updating evaluators, running evaluations on spans or experiments, tasks,…

INVOKE THIS SKILL when creating, running, or analyzing Arize experiments. Also use when the user wants to evaluate or measure model performance, compare models…

INVOKE THIS SKILL when adding Arize AX tracing or observability to an app for the first time, or when the user wants to instrument their LLM app or get started…

Generate deep links to the Arize UI. Use when the user wants a clickable URL to open or share a specific trace, span, session, dataset, labeling queue,…

INVOKE THIS SKILL when optimizing, improving, or debugging LLM prompts using production trace data, evaluations, and annotations. Also use when the user wants…

INVOKE THIS SKILL when downloading, exporting, or inspecting Arize traces and spans, or when a user wants to look at what their LLM app is doing using existing…

Search arXiv for preprints and academic papers by topic with abstract retrieval. Query-based search across physics, mathematics, computer science, biology, statistics, and related fields Configurable result limit (default 10 papers) with results sorted by relevance Returns title and abstract for each matching paper Requires the arxiv Python package; install via pip if not already present

Search arXiv preprint repository for papers in physics, mathematics, computer science, quantitative biology, and related fields

Query the Next.js documentation RAG API for the topic: $ARGUMENTS

Code-first orchestration for polyglot distributed apps with automatic service discovery and observability. Orchestrates containers, executables, and cloud resources (C#, Python, JavaScript, Go, Java, Rust, and more) from a single .NET AppHost project Includes 144+ integrations across databases, caches, messaging, AI, and observability platforms with automatic environment variable injection for service discovery Built-in dashboard provides real-time logs, traces, metrics, and GenAI...

Use this skill when the user is working with an Aspire distributed application and needs to operate the AppHost or its resources through the Aspire CLI: start,…

Orchestrate JavaScript/TypeScript applications with .NET Aspire. Use when building Node.js APIs, React/Vue/Svelte frontends, or Vite apps that need service…

One-time skill for completing Aspire initialization in an existing app after `aspire init` has dropped the skeleton AppHost. Use this skill when an…

Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development. Use when working on Blazor Web…

ASP.NET Minimal API endpoints with automatic OpenAPI/Swagger documentation and strong typing. Organize endpoints using MapGroup() , endpoint filters, and feature-based folder structures for scalability Define explicit request/response DTOs with validation attributes; use record types and TypedResults for type safety Leverage .NET 9 built-in OpenAPI support with operation summaries, descriptions, operationIds, and property-level documentation via [Description()] Apply document and schema...

Assesses whether branch or PR changes are high-risk for externally hosted or embedded Streamlit usage and recommends whether external e2e coverage with…

Analyze assets on a Webflow site for SEO optimization. Identifies assets missing alt text and assets with non-SEO-friendly names, then generates and applies…

Create, manage, and chat with Pinecone Assistants for document Q&A with citations. Handles all assistant operations - create, upload, sync, chat, context…

Trigger this skill when the user wants to start an asynchronous PR review, run background checks on a PR, or check the status of a previously started async PR…

Convert PyTorch AT_DISPATCH macros to AT_DISPATCH_V2 format in ATen C++ code. Use when porting AT_DISPATCH_ALL_TYPES_AND*, AT_DISPATCH_FLOATING_TYPES*, or…

macOS-only AppleScript control for the ChatGPT Atlas desktop app. Use only when the user explicitly asks to control Atlas tabs/bookmarks/history on macOS and…

Reads Jira issues, epics, stories, sprints, boards, and Confluence pages from Atlassian Cloud into context via READ-ONLY scoped API tokens and curl commands.…

PyTorch library for audio generation including text-to-music (MusicGen) and text-to-sound (AudioGen). Use when you need to generate music from text…

Audits the Clerk CLI source tree and proposes updates to the bundled `clerk-cli` skill so it stays in sync with the binary. Use when the user says "audit the…

Shared audit integrity framework for all AppSec agents — enforces output quality, intellectual honesty, and continuous improvement through anti-rationalization…

Plugin check : Run node "${CLAUDE_PLUGIN_ROOT}/scripts/check-version.js" — if it outputs a message, show it to the user before proceeding.

Support SOX 404 compliance with control testing methodology, sample selection, and documentation standards. Use when generating testing workpapers, selecting…

Audit a spreadsheet for formula accuracy, errors, and common mistakes. Scopes to a selected range, a single sheet, or the entire model (including…

Audit a spreadsheet for formula accuracy, errors, and common mistakes. Scopes to a selected range, a single sheet, or the entire model (including…

Audit PostHog experiments and feature flags for configuration issues, staleness, and best-practice violations. Read when the user asks to audit, health-check,…

Audit PostHog experiments and feature flags for configuration issues, staleness, and best-practice violations. Read when the user asks to audit, health-check,…

Audit PostHog experiments and feature flags for configuration issues, staleness, and best-practice violations. Read when the user asks to audit, health-check,…

Use when checking skills for security or quality issues, reviewing audit results from skills.sh or Tessl, or remediating findings across published skills.

This skill produces a project-wide audit of the data warehouse pipeline. Use it when the user wants a summary of everything broken , not a deep-dive on one sync. The deep-dive on individual failures is diagnosing-failed-warehouse-syncs ; this skill is the scan that tells them where to look first.

This skill produces a project-wide audit of the data warehouse pipeline. Use it when the user wants a summary of everything broken , not a deep-dive on one sync. The deep-dive on individual failures is diagnosing-failed-warehouse-syncs ; this skill is the scan that tells them where to look first.

This skill produces a project-wide audit of the data warehouse pipeline. Use it when the user wants a summary of everything broken , not a deep-dive on one sync. The deep-dive on individual failures is diagnosing-failed-warehouse-syncs ; this skill is the scan that tells them where to look first.

All auth flows MUST go through AuthResolver . No direct os.getenv() for token variables in application code.

Authentication integration guidance — Clerk (native Vercel Marketplace), Descope, and Auth0 setup for Next.js applications. Covers middleware auth patterns,…

Authentication integration guidance — Clerk (native Vercel Marketplace), Descope, and Auth0 setup for Next.js applications. Covers middleware auth patterns,…

Use when adding authentication to Android applications (Kotlin/Java) with Web Auth, biometric-protected credentials, and MFA - integrates…

Use when adding authentication to Angular applications with route guards and HTTP interceptors - integrates @auth0/auth0-angular SDK for SPAs

Use when securing ASP.NET Core Web API endpoints with JWT Bearer token validation, scope/permission checks, or stateless auth - integrates…

Reference for Auth0 CLI commands — apps, apis, users, roles, organizations, actions, logs, custom domains, universal-login, terraform, raw API mode, and --json…

Use when adding authentication to Expo (React Native) mobile apps — login, logout, user sessions, protected routes, biometrics, or token management. Integrates…

Use when adding authentication (login, logout, protected routes) to Express.js web applications - integrates express-openid-connect for session-based auth.

Use when securing FastAPI API endpoints with JWT Bearer token validation, scope/permission checks, or stateless auth - integrates auth0-fastapi-api for REST…

Use when adding authentication (login, logout, protected routes) to Fastify web applications - integrates @auth0/auth0-fastify for session-based auth. For…

Use when securing Fastify API endpoints with JWT Bearer token validation, scope/permission checks, or stateless auth - integrates @auth0/auth0-fastify-api for…

Use when adding login, logout, and user profile to a Flask web application using session-based authentication - integrates auth0-server-python for…

Use when adding Auth0 login, logout, and callback handling to Java Servlet web applications - integrates com.auth0:mvc-auth-commons SDK for server-side Java…

Use when adding MFA, 2FA, TOTP, SMS codes, push notifications, passkeys, or when requiring step-up verification for sensitive operations or meeting compliance…

Use when migrating or switching from an existing auth provider (Firebase, Cognito, Supabase, Clerk, custom auth) to Auth0 - covers bulk user import, gradual…

Add Auth0 authentication to Next.js apps with session management, protected routes, and middleware. Supports both App Router and Pages Router with automatic OAuth callback handling via /auth/login , /auth/logout , and /auth/callback endpoints Provides server-side session access through auth0.getSession() for Server Components and API routes, plus client-side useUser() hook for client components Requires middleware configuration ( middleware.ts for Next.js 15+, or proxy.ts for Next.js 16) to...

Use when implementing Auth0 authentication in Nuxt 3/4 applications, configuring session management, protecting routes with middleware, or integrating API…

Framework detection and Auth0 account setup router for nine JavaScript and backend frameworks. Detects your stack (React, Next.js, Vue, Nuxt, Angular, Express, Fastify, React Native) and routes to the correct framework-specific skill Provides Auth0 CLI installation and application creation commands for SPAs, regular web apps, and native apps Includes environment variable setup guides and common mistakes reference for each framework tier Covers migration patterns from Firebase, Cognito,...

Authentication for React SPAs using Auth0 Universal Login with redirect-based flows. Supports React 16–19 with Vite or Create React App; wraps your app with Auth0Provider and exposes hooks like useAuth0() , loginWithRedirect() , and logout() Handles user sessions, access tokens, and profile data automatically; SDK manages secure token storage without manual localStorage handling Includes protected routes, API token injection, and error handling patterns documented in the integration guide...

Use when adding authentication to React Native or Expo mobile apps (iOS/Android) with biometric support - integrates react-native-auth0 SDK with native deep…

Use when adding authentication to Vanilla JS, Svelte, or any framework-agnostic single-page applications - integrates @auth0/auth0-spa-js SDK for SPAs without…

Use when securing Spring Boot API endpoints with JWT Bearer token validation, scope-based authorization, or DPoP proof-of-possession - integrates…

Use when adding Auth0 authentication to an iOS, macOS, tvOS, watchOS, or visionOS application — integrates the Auth0.swift SDK for native Apple platform…

Use when adding authentication to Vue.js 3 applications (login, logout, user sessions, protected routes) - integrates @auth0/auth0-vue SDK for SPAs with Vite…

Email OTP-based wallet authentication with validation and status checking. Two-step login flow: initiate with email to receive a 6-digit OTP, then verify with the flowId and code to complete authentication Includes input validation rules for email, flowId, and OTP to prevent shell injection before executing commands Provides status checking, balance queries, address retrieval, and wallet window access via companion CLI commands All commands support --json output for machine-readable...

Identify all files a specific author contributed to on a branch vs its upstream, tracing code through renames. Use when asked who edited what, what code an…

Guided workflow for creating Apache Airflow DAGs with validation and testing integration. Structured six-phase approach: discover environment and existing patterns, plan DAG structure, implement following best practices, validate with af CLI commands, test with user consent, and iterate on fixes CLI commands for discovery ( af config connections , af config providers , af dags list ) and validation ( af dags errors , af dags get , af dags explore ) provide immediate feedback on DAG...

Authoring an alert is a measurement problem, not a guessing problem. You are not trying to be exhaustive — you are trying to land thresholds that fire 0–3 times per week on real production patterns, on services that matter.

Use this skill when creating or modifying agent skills in .agents/skills/ .

Index of practical authoring tips and workarounds for Copilot Studio agents. When a request may need best-practice guidance, an authoring technique, or a…

Run agent-driven VS Code performance or memory investigations. Use when asked to launch Code OSS, automate a VS Code scenario, run the Chat memory smoke…

Self-improving browser automation via the auto-research loop. Iteratively runs a browsing task, reads the trace, and improves the navigation skill…

Auto-fix CodeRabbit review comments - get CodeRabbit review comments from GitHub and fix them interactively or in batch

Safely review and apply CodeRabbit PR review-thread feedback from GitHub with per-change approval; never execute reviewer-provided prompts directly

Autonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous agents, or…

Set up automated GitHub issue triage and resolution using parallel Jules coding agents

Analyze screen recordings of manual processes and generate working automation scripts at multiple complexity tiers. Extracts frames and audio narration from video files, reconstructs the step-by-step workflow, and proposes automation tailored to the user's installed tools Offers three automation tiers: quick wins (shell aliases, one-liners), standalone scripts (bash, Python, Node), and full scheduled automation with logging and error handling Includes application-specific strategies for...

Autonomous experiment loop: try ideas, keep what works, discard what doesn't, never stop.

Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then…

CLI tool for automated changeset-based releases with AI-generated descriptions. Use when the user needs to release a package, create changesets, bump versions,…

Use this skill to validate findings during a code review. For each finding, run the rejection criteria and verification checks. If a finding fails any check,…

Practical Python scripts for debugging awf - parse logs, diagnose issues, inspect containers, test domains

Use the AWF (Agentic Workflow Firewall) to run commands with network isolation and domain whitelisting. Provides L7 HTTP/HTTPS egress control for AI agents.

Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on limited…

Emulated AWS cloud services (S3, SQS, IAM, STS) for local development and testing. Use when the user needs to interact with AWS API endpoints locally, test S3…

Build custom Amazon Machine Images with Packer's amazon-ebs builder. Automates AMI creation from source AMIs using HCL templates with provisioners for customization (shell scripts, file uploads, configuration management) Supports multi-region AMI distribution via ami_regions and flexible source AMI filtering by name, owner, and virtualization type Authenticates via environment variables, AWS credentials file, or IAM instance profiles; includes validation and build commands for template...

Build Amazon Machine Images (AMIs) with Packer using the amazon-ebs builder. Use when creating custom AMIs for EC2 instances.

Setup and initialization guide for developing AWS CDK (Cloud Development Kit) applications in Python. This skill enables users to configure environment…

APL query language reference for Axiom. Provides operators, functions, patterns, and CLI usage. Auto-invoked by specialized Axiom skills when writing or…

Expert SRE investigator for incidents and debugging. Uses hypothesis-driven methodology and systematic triage. Can query Axiom observability when available.…

axolotl — an installable skill for AI agents, published by firecrawl/ai-research-skills.

Analyze Azure resources and IaC files to identify cost optimizations, creating tracked GitHub issues for implementation. Discovers Azure resources across subscriptions and resource groups, analyzes IaC files (Bicep, Terraform, ARM templates), and collects usage metrics from Log Analytics to validate current costs Generates evidence-based optimization recommendations with priority scoring based on monthly savings, implementation effort, and risk assessment Creates individual GitHub issues for...

Deploy containerized applications to Azure Container Apps using Azure Developer CLI (azd). Use when setting up azd projects, writing azure.yaml configuration,…

Deploy containerized applications to Azure Container Apps using Azure Developer CLI (azd). Use when setting up azd projects, writing azure.yaml configuration,…

Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech.

Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR.…

Access Azure AI Search, Speech, OpenAI, and Document Intelligence services through unified MCP tools. AI Search supports full-text, vector, hybrid, and semantic search with built-in AI enrichment for entity extraction and OCR Speech service handles real-time and batch speech-to-text transcription, text-to-speech synthesis with neural voices, and speaker diarization MCP tools provide direct access: azure__search for index queries and azure__speech for transcription and synthesis SDK...

Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR.…

Develop agents using Azure AI Foundry with an extensive ecosystem of models, tools, and capabilities.

Low-level SDK for creating and managing persistent AI agents with threads, messages, runs, and tools.

Low-level SDK for creating and managing persistent AI agents with threads, messages, runs, and tools.

Low-level SDK for creating and managing persistent AI agents with threads, messages, runs, and tools.

Low-level SDK for creating and managing persistent AI agents with threads, messages, runs, and tools.

Build AI agents using the Azure AI Agents Python SDK (azure-ai-agents). Use when creating agents hosted on Azure AI Foundry with tools (File Search, Code…

Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java. Use when implementing univariate/multivariate anomaly detection, time-series…

Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java. Use when implementing univariate/multivariate anomaly detection, time-series…

Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm…

Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm…

Detect harmful user-generated and AI-generated content in applications.

Detect harmful user-generated and AI-generated content in applications.

Analyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety). Use when moderating user-generated content,…

Analyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety). Use when moderating user-generated content,…

Multimodal AI service that extracts semantic content from documents, video, audio, and image files for RAG and automated workflows.

Multimodal AI service that extracts semantic content from documents, video, audio, and image files for RAG and automated workflows.

Extract text, tables, and structured data from documents using prebuilt and custom models.

Extract text, tables, and structured data from documents using prebuilt and custom models.

Extract text, tables, and structured data from documents using Azure Document Intelligence (@azure-rest/ai-document-intelligence). Use when processing…

Extract text, tables, and structured data from documents using Azure Document Intelligence (@azure-rest/ai-document-intelligence). Use when processing…

Assess generative AI application performance with built-in quality, safety, agent evaluators, Azure OpenAI graders, and custom evaluators.

Assess generative AI application performance with built-in quality, safety, agent evaluators, Azure OpenAI graders, and custom evaluators.

Build document analysis applications with Azure Document Intelligence (Form Recognizer) SDK for Java. Use when extracting text, tables, key-value pairs from…

Rebranding: Azure AI Form Recognizer is now Azure AI Document Intelligence . New projects should use com.azure:azure-ai-documentintelligence . The legacy azure-ai-formrecognizer package targets API version 2023-07-31 only. See Migration Guide .

Azure AI Inference client library for chat completions, embeddings, and model inference for AI models deployed by Azure AI Foundry and Azure Machine Learning Studio.

Client library for Azure AI model inference with chat completions and embeddings.

Client library for Azure AI model inference with chat completions and embeddings.

Implement Conversational Language Understanding (CLU) using the azure-ai-language-conversations Python SDK. Use when working with ConversationAnalysisClient to…

Implement Conversational Language Understanding (CLU) using the azure-ai-language-conversations Python SDK. Use when working with ConversationAnalysisClient to…

Client library for managing Azure ML resources: workspaces, jobs, models, data, and compute.

Client library for managing Azure ML resources: workspaces, jobs, models, data, and compute.

Client library for Azure OpenAI Service providing access to OpenAI models including GPT-4, GPT-4o, embeddings, DALL-E, and Whisper.

Client library for Azure OpenAI Service providing access to OpenAI models including GPT-4, GPT-4o, embeddings, DALL-E, and Whisper.

High-level SDK for Azure AI Foundry project operations including agents, connections, datasets, deployments, evaluations, and indexes.

High-level SDK for Azure AI Foundry project operations including agents, connections, datasets, deployments, evaluations, and indexes.

High-level SDK for Azure AI Foundry project management with access to connections, datasets, indexes, and evaluations.

High-level SDK for Azure AI Foundry project management with access to connections, datasets, indexes, and evaluations.

Build AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents with…

Build AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents with…

Build AI applications using Azure AI Projects SDK for JavaScript (@azure/ai-projects). Use when working with Foundry project clients, agents, connections,…

Build AI applications using Azure AI Projects SDK for JavaScript (@azure/ai-projects). Use when working with Foundry project clients, agents, connections,…

Client library for Azure AI Language service NLP capabilities including sentiment, entities, key phrases, and more.

Client library for Azure AI Language service NLP capabilities including sentiment, entities, key phrases, and more.

Client library for Azure AI Transcription (speech-to-text) with real-time and batch transcription.

Client library for Azure AI Transcription (speech-to-text) with real-time and batch transcription.

Client library for Azure AI Translator document translation service for batch document translation with format preservation.

Client library for Azure AI Translator document translation service for batch document translation with format preservation.

Client library for Azure AI Translator text translation service for real-time text translation, transliteration, and language operations.

Client library for Azure AI Translator text translation service for real-time text translation, transliteration, and language operations.

Build translation applications using Azure Translation SDKs for JavaScript (@azure-rest/ai-translation-text, @azure-rest/ai-translation-document). Use when…

Build translation applications using Azure Translation SDKs for JavaScript (@azure-rest/ai-translation-text, @azure-rest/ai-translation-document). Use when…

Build image analysis applications with Azure AI Vision SDK for Java. Use when implementing image captioning, OCR text extraction, object detection, tagging, or…

Build image analysis applications with Azure AI Vision SDK for Java. Use when implementing image captioning, OCR text extraction, object detection, tagging, or…

Client library for Azure AI Vision 4.0 image analysis including captions, tags, objects, OCR, and more.

Client library for Azure AI Vision 4.0 image analysis including captions, tags, objects, OCR, and more.

Real-time voice AI SDK for building bidirectional voice assistants with Azure AI.

Real-time voice AI SDK for building bidirectional voice assistants with Azure AI.

Real-time, bidirectional voice conversations with AI assistants using WebSocket technology.

Real-time, bidirectional voice conversations with AI assistants using WebSocket technology.

Build real-time voice AI applications using Azure AI Voice Live SDK (azure-ai-voicelive). Use this skill when creating Python applications that need real-time…

Build real-time voice AI applications using Azure AI Voice Live SDK (azure-ai-voicelive). Use this skill when creating Python applications that need real-time…

Real-time voice AI SDK for building bidirectional voice assistants with Azure AI in Node.js and browser environments.

Real-time voice AI SDK for building bidirectional voice assistants with Azure AI in Node.js and browser environments.

Configure Azure API Management as an AI Gateway for AI models, MCP tools, and agents. WHEN: semantic caching, token limit, content safety, load balancing, AI model governance, MCP rate limiting, jailbreak detection, add Azure OpenAI backend, add AI Foundry model, test AI gateway, LLM policies, configure AI backend, token metrics, AI cost control, convert API to MCP, import OpenAPI to gateway.

Configure Azure API Management as an AI Gateway for AI models, MCP tools, and agents. WHEN: semantic caching, token limit, content safety, load balancing, AI…

Configure Azure API Management as an AI Gateway for models, MCP tools, and agents with built-in governance policies. Supports semantic caching (60-80% cost savings), token rate limiting, content safety filtering, and jailbreak detection across AI backends Add Azure OpenAI, AI Foundry models, or convert existing APIs to MCP tools as managed backends with load balancing Includes five core policy categories: authentication, semantic cache lookup, token limits, content safety, and token metrics...

Configure Azure API Management as an AI Gateway for AI models, MCP tools, and agents. WHEN: semantic caching, token limit, content safety, load balancing, AI…

Client library for Azure App Configuration, a managed service for centralizing application configurations.

Client library for Azure App Configuration, a managed service for centralizing application configurations.

Centralized configuration management with feature flags and dynamic settings.

Centralized configuration management with feature flags and dynamic settings.

Build applications using Azure App Configuration SDK for JavaScript (@azure/app-configuration). Use when working with configuration settings, feature flags,…

Build applications using Azure App Configuration SDK for JavaScript (@azure/app-configuration). Use when working with configuration settings, feature flags,…

A pipeline that designs Azure infrastructure using natural language, or analyzes existing resources to visualize architecture and proceed through modification and deployment.

Assess and migrate cross-cloud workloads to Azure with migration reports and code conversion guidance. Supports AWS, GCP, and other providers. WHEN: migrate…

Assess and migrate cloud workloads from AWS, GCP, and other providers to Azure services. Supports Lambda-to-Azure Functions migration with dedicated scenario reference and best practices Generates assessment reports mapping source services to Azure equivalents before any code conversion Converts source code to target Azure runtime models, with output isolated in a separate <source-folder>-azure/ directory Requires sequential phase execution: assessment first, then migration, with user...

Assess and migrate cross-cloud workloads to Azure with migration reports and code conversion guidance. Supports AWS, GCP, and other providers. WHEN: migrate…

Build call automation workflows with Azure Communication Services Call Automation Java SDK. Use when implementing IVR systems, call routing, call recording,…

Build call automation workflows with Azure Communication Services Call Automation Java SDK. Use when implementing IVR systems, call routing, call recording,…

Azure Communication Services CallingServer (legacy) Java SDK. Note - This SDK is deprecated. Use azure-communication-callautomation instead for new projects.…

Azure Communication Services CallingServer (legacy) Java SDK. Note - This SDK is deprecated. Use azure-communication-callautomation instead for new projects.…

Build real-time chat applications with Azure Communication Services Chat Java SDK. Use when implementing chat threads, messaging, participants, read receipts,…

Build real-time chat applications with Azure Communication Services Chat Java SDK. Use when implementing chat threads, messaging, participants, read receipts,…

Azure Communication Services common utilities for Java. Use when working with CommunicationTokenCredential, user identifiers, token refresh, or shared…

Azure Communication Services common utilities for Java. Use when working with CommunicationTokenCredential, user identifiers, token refresh, or shared…

Send SMS messages with Azure Communication Services SMS Java SDK. Use when implementing SMS notifications, alerts, OTP delivery, bulk messaging, or delivery…

Send SMS messages with Azure Communication Services SMS Java SDK. Use when implementing SMS notifications, alerts, OTP delivery, bulk messaging, or delivery…

Run Azure compliance and security audits with azqr plus Key Vault expiration checks. Covers best-practice assessment, resource review, policy/compliance validation, and security posture checks. WHEN: compliance scan, security audit, BEFORE running azqr (compliance cli tool), Azure best practices, Key Vault expiration check, expired certificates, expiring secrets, orphaned resources, compliance assessment.

Run Azure compliance and security audits with azqr plus Key Vault expiration checks. Covers best-practice assessment, resource review, policy/compliance…

Azure compliance scanning, Key Vault expiration auditing, and resource configuration validation. Runs azqr (Azure Quick Review) for comprehensive compliance assessment against best practices across subscriptions and resource groups Monitors Key Vault keys, secrets, and certificates for expiration dates and identifies items without expiration policies Detects orphaned, misconfigured, and non-compliant resources using Resource Graph queries Classifies findings by priority (Critical, High,...

Run Azure compliance and security audits with azqr plus Key Vault expiration checks. Covers best-practice assessment, resource review, policy/compliance…

Azure VM and VMSS router for recommendations, pricing, autoscale, orchestration, connectivity troubleshooting, capacity reservations, and Essential Machine Management. WHEN: Azure VM, VMSS, scale set, recommend, compare, server, website, burstable, lightweight, VM family, workload, GPU, learning, simulation, dev/test, backend, autoscale, load balancer, Flexible orchestration, Uniform orchestration, cost estimate, connect, refused, Linux, black screen, reset password, reach VM, port 3389,...

Azure VM and VMSS router for recommendations, pricing, autoscale, orchestration, and connectivity troubleshooting. WHEN: Azure VM, VMSS, scale set, recommend,…

Recommend Azure VM sizes, scale sets, and configurations based on workload requirements and budget. Analyzes workload type, performance needs, scaling requirements, and cost to suggest 2–3 VM or VMSS options with trade-offs Verifies recommendations against live Microsoft documentation; falls back to reference files if fetch fails Queries the unauthenticated Azure Retail Prices API for current pricing without requiring an Azure subscription Guides VM vs VMSS decision through a decision tree...

Azure VM and VMSS router for recommendations, pricing, autoscale, orchestration, and connectivity troubleshooting. WHEN: Azure VM, VMSS, scale set, recommend,…

Client library for running large-scale parallel and high-performance computing (HPC) batch jobs in Azure.

Client library for running large-scale parallel and high-performance computing (HPC) batch jobs in Azure.

Manage container images, artifacts, and repositories in Azure Container Registry.

Manage container images, artifacts, and repositories in Azure Container Registry.

Build Azure Cosmos DB NoSQL services with Python/FastAPI following production-grade patterns. Use when implementing database client setup with dual auth…

Build Azure Cosmos DB NoSQL services with Python/FastAPI following production-grade patterns. Use when implementing database client setup with dual auth…

Client library for Azure Cosmos DB NoSQL API with global distribution and reactive patterns.

Client library for Azure Cosmos DB NoSQL API with global distribution and reactive patterns.

Client library for Azure Cosmos DB NoSQL API — globally distributed, multi-model database.

Client library for Azure Cosmos DB NoSQL API — globally distributed, multi-model database.

Client library for Azure Cosmos DB NoSQL API — globally distributed, multi-model database.

Client library for Azure Cosmos DB NoSQL API — document CRUD, containers, and globally distributed data.

Data plane SDK for Azure Cosmos DB NoSQL API operations — CRUD on documents, queries, bulk operations.

Data plane SDK for Azure Cosmos DB NoSQL API operations — CRUD on documents, queries, bulk operations.

Unified Azure cost management: query historical costs, forecast future spending, and optimize to reduce waste. WHEN: "Azure costs", "Azure spending", "Azure bill", "cost breakdown", "cost by service", "cost by resource", "how much am I spending", "show my bill", "monthly cost summary", "cost trends", "top cost drivers", "actual cost", "amortized cost", "forecast spending", "projected costs", "estimate bill", "future costs", "budget forecast", "end of month costs", "how much will I spend",...

Unified Azure cost management: query historical costs, forecast future spending, and optimize to reduce waste. WHEN: \"Azure costs\", \"Azure spending\",…