
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: llm-app-patterns description: Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when designing AI applications, implementing RAG, building agents, or setting up LLM observability. tags: [ai, llm] --- # 🤖 LLM Application Patterns > Production-ready patterns for building LLM applications, inspired by [Dify](https://github.com/langgenius/d
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cxo-thinkos description: Structural thinking operating system for converting business complexity into actionable clarity. Use when analyzing markets, diagnosing strategic problems, identifying leverage points, or producing executive-grade insight that changes decisions. tags: [systems-thinking, strategy, structural-analysis, decision-making, executive] --- # Business Engineer ThinkOS You are The Business Engineer — an analyti
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: opportunity-solution-tree description: Build an Opportunity Solution Tree to connect desired outcomes to customer opportunities, solutions, and experiments. Use when prioritizing discovery work, mapping customer needs to solutions, or deciding what to build next. tags: [discovery, prioritization, product-strategy, continuous-discovery] --- # Opportunity Solution Tree A visual framework from Teresa Torres' *Continuous Discover
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: customer-success-playbook description: Design onboarding sequences, build customer health scores, analyze churn risk, and plan account expansion. Use when creating CS playbooks, building health scoring models, diagnosing at-risk accounts, or designing renewal strategies. tags: [customer-success, churn, onboarding, retention] --- # Customer Success Playbook Comprehensive framework for customer lifecycle management — from onboa
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cxo-thinkos description: Structural thinking operating system for converting business complexity into actionable clarity. Use when analyzing markets, diagnosing strategic problems, identifying leverage points, or producing executive-grade insight that changes decisions. tags: [systems-thinking, strategy, structural-analysis, decision-making, executive] --- # Business Engineer ThinkOS You are The Business Engineer — an analyti
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cxo-thinkos description: Structural thinking operating system for converting business complexity into actionable clarity. Use when analyzing markets, diagnosing strategic problems, identifying leverage points, or producing executive-grade insight that changes decisions. tags: [systems-thinking, strategy, structural-analysis, decision-making, executive] --- # Business Engineer ThinkOS You are The Business Engineer — an analyti
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: product-strategy-canvas description: Build a comprehensive product strategy covering vision, segments, value proposition, trade-offs, metrics, growth, and defensibility. Use when defining or refining product strategy, preparing for strategic reviews, or aligning teams on direction. tags: [strategy, product-management, vision, competitive-strategy] --- # Product Strategy Canvas A structured 9-section framework for defining, va
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: app-store-optimization description: Optimize mobile app listings for iOS App Store and Google Play — keyword research, screenshot design, rating management, and conversion optimization. Use when launching a mobile app, improving app store rankings, or optimizing download conversion rates. tags: [aso, mobile, app-store, growth] --- # App Store Optimization (ASO) Comprehensive ASO framework for iOS App Store and Google Play — k
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-aibi-dashboards --- # AI/BI Dashboard Skill Create Databricks AI/BI dashboards (formerly Lakeview dashboards). **Follow these guidelines strictly.** ## CRITICAL: MANDATORY VALIDATION WORKFLOW **You MUST follow this workflow exactly. Skipping validation causes broken dashboards.** ``` ┌─────────────────────────────────────────────────────────────────────┐ │ STEP 1: Get table schemas via get_table_details(catalog,
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: data-engineering-data-pipeline description: You are a data pipeline architecture expert specializing in scalable, reliable, and cost-effective data pipelines for batch and streaming data processing. --- # Data Pipeline Architecture You are a data pipeline architecture expert specializing in scalable, reliable, and cost-effective data pipelines for batch and streaming data processing. ## Use this skill when - Working on data
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: daily-meeting-update description: Interactive daily standup/meeting update generator. Use when preparing for daily standup, scrum meetings, or team syncs. Pulls activity from GitHub, Jira, and session history, conducts a 4-question interview (yesterday, today, blockers, discussion topics), and generates formatted Markdown update. --- # Daily Meeting Update Generate daily standup updates through an interactive interview with op
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: container-security-guide description: Docker and Kubernetes security hardening guide covering images, builds, runtime, and orchestration --- # Container Security Guide ## Overview Containers introduce a unique attack surface spanning the image build pipeline, container runtime, orchestration layer, and host OS. Security must be applied at every stage of the container lifecycle: | Stage | Threats
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: constitutional-ai description: Constitutional AI principles and implementation patterns. Use when implementing AI safety guardrails based on Anthropic's constitutional AI approach. --- # Constitutional AI - Harmlessness from AI Feedback ## Quick start Constitutional AI (CAI) trains models to be harmless through self-critique and AI feedback, without requiring human labels for harmful outputs. **Key concept**: Models learn to
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: confluence-automation description: Automate Confluence page creation, content search, space management, labels, and hierarchy navigation via Rube MCP (Composio). Always search tools first for current schemas. --- # Confluence Automation via Rube MCP Automate Confluence operations including page creation and updates, content search with CQL, space management, label tagging, and page hierarchy navigation through Composio's Confl
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: comprehensive-review-full-review description: Use when working with comprehensive review full review --- > **Platform Note:** This skill was designed for multi-agent execution. In Codex, treat sub-agent instructions as sequential steps to complete thoroughly within a single agent context. ## Use this skill when - Working on comprehensive review full review tasks or workflows - Needing guidance, best practices, or checklists f
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: code-documentation-doc-generate description: You are a documentation expert specializing in creating comprehensive, maintainable documentation from code. Generate API docs, architecture diagrams, user guides, and technical references using AI-powered analysis and industry best practices. --- # Automated Documentation Generation You are a documentation expert specializing in creating comprehensive, maintainable documentation fr
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: c4-container description: Expert C4 Container-level documentation specialist. Synthesizes --- # C4 Container Level: System Deployment ## Use this skill when - Working on c4 container level: system deployment tasks or workflows - Needing guidance, best practices, or checklists for c4 container level: system deployment ## Do not use this skill when - The task is unrelated to c4 container level: system deployment - You need a
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: c4-architecture-c4-architecture description: Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach. --- > **Platform Note:** This skill was designed for multi-agent execution. In Codex, treat sub-agent instructions as sequential steps to complete thoroughly within a single agent context. # C4 Architecture Documentation Workflow Generate comprehensive C4 ar
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: brainstorming-research-ideas description: Structured brainstorming for ML research ideas. Use when generating novel research directions or exploring problem spaces systematically. --- # Research Idea Brainstorming Structured frameworks for discovering the next research idea. This skill provides ten complementary ideation lenses that help researchers move from vague curiosity to concrete, defensible research proposals. Each fra
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: brainstorm-okrs description: Generate team-level OKRs aligned with company strategy. Use when planning quarterly objectives, setting team goals, or translating strategy into measurable key results. --- # Brainstorm OKRs Generate well-structured, outcome-focused OKRs (Objectives and Key Results) for product teams — aligned with company strategy and grounded in what the team can actually influence. --- ## Purpose Most OKRs fa
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: bats-testing-patterns description: Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven development of shell utilities. --- # Bats Testing Patterns Comprehensive guidance for writing comprehensive unit tests for shell scripts using Bats (Bash Automated Testing System), including test patterns, fixtures, and best p
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: stakeholder-map description: Map stakeholders on a Power x Interest grid and create tailored communication plans. Use when managing complex stakeholder environments, launching cross-functional initiatives, or joining a new organization. tags: [stakeholder-management, communication, planning, leadership] --- # Stakeholder Map A Power x Interest grid for identifying, categorizing, and managing stakeholders — with tailored commu
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: tailwind-design-system description: Build scalable design systems with Tailwind CSS, design tokens, component libraries, and responsive patterns. Use when creating component libraries, implementing design systems, or standardizing UI patterns. tags: [ai, design] --- # Tailwind Design System Build production-ready design systems with Tailwind CSS, including design tokens, component variants, responsive patterns, and accessibil
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-storage-queue-ts description: "@azure/storage-queue (TypeScript/JavaScript)" --- # @azure/storage-queue (TypeScript/JavaScript) SDK for Azure Queue Storage operations — send, receive, peek, and manage messages in queues. ## Installation ```bash npm install @azure/storage-queue @azure/identity ``` **Current Version**: 12.x **Node.js**: >= 18.0.0 ## Environment Variables ```bash AZURE_STORAGE_ACCOUNT_NAME=<account-n
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-monitor-query-py description: "Azure Monitor Query SDK for Python" --- # Azure Monitor Query SDK for Python Query logs and metrics from Azure Monitor and Log Analytics workspaces. ## Installation ```bash pip install azure-monitor-query ``` ## Environment Variables ```bash # Log Analytics AZURE_LOG_ANALYTICS_WORKSPACE_ID=<workspace-id> # Metrics AZURE_METRICS_RESOURCE_URI=/subscriptions/<sub>/resourceGroups/<rg>/prov
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-microsoft-playwright-testing-ts description: Run Playwright tests at scale using Azure Playwright Workspaces (formerly Microsoft Playwright Testing). Use when scaling browser tests across cloud-hosted browsers, integrating with CI/CD pipelines, or publishing test results to the Azure portal. --- # Azure Playwright Workspaces SDK for TypeScript Run Playwright tests at scale with cloud-hosted browsers and integrated Azure
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-mgmt-fabric-py description: "Azure Fabric Management SDK for Python" --- # Azure Fabric Management SDK for Python Manage Microsoft Fabric capacities and resources programmatically. ## Installation ```bash pip install azure-mgmt-fabric pip install azure-identity ``` ## Environment Variables ```bash AZURE_SUBSCRIPTION_ID=<your-subscription-id> AZURE_RESOURCE_GROUP=<your-resource-group> ``` ## Authentication ```python
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-mcp-builder description: Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP), Node/TypeScript (MCP SDK), or C#/.NET (Microsoft MCP SDK). --- # MCP Server Development Guide ## Overview Create MCP (Model Context Protocol) servers
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-identity-py description: "Azure Identity SDK for Python" --- # Azure Identity SDK for Python Authentication library for Azure SDK clients using Microsoft Entra ID (formerly Azure AD). ## Installation ```bash pip install azure-identity ``` ## Environment Variables ```bash # Service Principal (for production/CI) AZURE_TENANT_ID=<your-tenant-id> AZURE_CLIENT_ID=<your-client-id> AZURE_CLIENT_SECRET=<your-client-secret>
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-cosmos-py description: "Azure Cosmos DB SDK for Python" --- # Azure Cosmos DB SDK for Python Client library for Azure Cosmos DB NoSQL API — globally distributed, multi-model database. ## Installation ```bash pip install azure-cosmos azure-identity ``` ## Environment Variables ```bash COSMOS_ENDPOINT=https://<account>.documents.azure.com:443/ COSMOS_DATABASE=mydb COSMOS_CONTAINER=mycontainer ``` ## Authentication ``
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-translation-ts description: Build translation applications using Azure Translation SDKs for JavaScript (@azure-rest/ai-translation-text, @azure-rest/ai-translation-document). Use when implementing text translation, transliteration, language detection, or batch document translation. --- # Azure Translation SDKs for TypeScript Text and document translation with REST-style clients. ## Installation ```bash # Text transl
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: autogpt description: AutoGPT autonomous agent framework. Use when building self-directed AI agents that can decompose and execute complex multi-step tasks. --- # AutoGPT - Autonomous AI Agent Platform Comprehensive platform for building, deploying, and managing continuous AI agents through a visual interface or development toolkit. ## When to use AutoGPT **Use AutoGPT when:** - Building autonomous agents that run continuousl
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: async-python-patterns description: Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when building async APIs, concurrent systems, or I/O-bound applications requiring non-blocking operations. --- # Async Python Patterns Comprehensive guidance for implementing asynchronous Python applications using asyncio, concurrent programming patterns, and async/await for building
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: api-security-patterns description: Advanced API security patterns covering OWASP API Top 10, authentication, authorization, rate limiting, and gateway hardening --- # Advanced API Security Patterns ## Overview APIs are the primary attack surface for modern applications. Over 90% of web-enabled applications expose more attack surface through APIs than through traditional UI. This skill provides defense-in-depth patterns for AP
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: api-design-principles description: Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers. Use when designing new APIs, reviewing API specifications, or establishing API design standards. --- # API Design Principles Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers and stand the test of tim
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: android-jetpack-compose description: Expert guidance for building modern Android UIs with Jetpack Compose. Use when starting a new Android project, migrating XML layouts to Compose, implementing state management, or optimizing recomposition performance. --- # Android Jetpack Compose Expert ## Overview A comprehensive guide for building production-quality Android applications using Jetpack Compose. This skill covers architectu
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: ai-agents-architect description: "Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling." --- # AI Agents Architect **Role**: AI Agent Systems Architect I build AI systems that can act autonomously while remaining controllable. I understand that agents fail in une
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: agent-framework-azure-ai-py description: Build Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai). Use when creating persistent agents with AzureAIAgentsProvider, using hosted tools (code interpreter, file search, web search), integrating MCP servers, managing conversation threads, or implementing streaming responses. Covers function tools, structured outputs, and multi-tool agents.
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: frontend-ui-dark-ts description: Build dark-themed React applications using Tailwind CSS with custom theming, glassmorphism effects, and Framer Motion animations. Use when creating dashboards, admin panels, or data-rich interfaces with a refined dark aesthetic. tags: [cloud, frontend] --- # Frontend UI Dark Theme (TypeScript) A modern dark-themed React UI system using **Tailwind CSS** and **Framer Motion**. Designed for dashb
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: docs-architect description: Creates comprehensive technical documentation from existing tags: [docs, documentation] --- ## Use this skill when - Working on docs architect tasks or workflows - Needing guidance, best practices, or checklists for docs architect ## Do not use this skill when - The task is unrelated to docs architect - You need a different domain or tool outside this scope ## Instructions - Clarify goals, cons
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: stripe-integration description: "Get paid from day one. Payments, subscriptions, billing portal, webhooks, metered billing, Stripe Connect. The complete guide to implementing Stripe correctly, including all the edge cases that will bite you at 3am. This isn't just API calls - it's the full payment system: handling failures, managing subscriptions, dealing with dunning, and keeping revenue flowing. Use when: stripe, payments, s
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: e2e-testing-patterns description: Master end-to-end testing with Playwright and Cypress to build reliable test suites that catch bugs, improve confidence, and enable fast deployment. Use when implementing E2E tests, debugging flaky tests, or establishing testing standards. tags: [e2e, testing] --- # E2E Testing Patterns Build reliable, fast, and maintainable end-to-end test suites that provide confidence to ship code quickly
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: code-review-excellence description: Master effective code review practices to provide constructive feedback, catch bugs early, and foster knowledge sharing while maintaining team morale. Use when reviewing pull requests, establishing review standards, or mentoring developers. tags: [code, testing] --- # Code Review Excellence Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systemati
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: prometheus-configuration description: Set up Prometheus for comprehensive metric collection, storage, and monitoring of infrastructure and applications. Use when implementing metrics collection, setting up monitoring infrastructure, or configuring alerting systems. tags: [devops, observability] --- # Prometheus Configuration Complete guide to Prometheus setup, metric collection, scrape configuration, and recording rules. ##
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: grafana-dashboards description: Create and manage production Grafana dashboards for real-time visualization of system and application metrics. Use when building monitoring dashboards, visualizing metrics, or creating operational observability interfaces. tags: [devops, observability] --- # Grafana Dashboards Create and manage production-ready Grafana dashboards for comprehensive system observability. ## Do not use this skill
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: owasp-top10 description: OWASP Top 10 (2021) web application security risks with prevention controls, detection techniques, and remediation guidance tags: [owasp, security] --- # OWASP Top 10 Web Application Security Risks ## Overview The OWASP Top 10 (2021 edition) is the most widely referenced standard for web application security awareness. It represents a broad consensus on the most critical security risks facing web app
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cwe-sans-top25 description: CWE/SANS Top 25 Most Dangerous Software Weaknesses -- classification, prevention patterns, and SAST integration for secure development tags: [cwe, security] --- # CWE/SANS Top 25 Most Dangerous Software Weaknesses ## Overview The CWE/SANS Top 25 is a curated list of the most prevalent and dangerous software weaknesses maintained by MITRE. Unlike OWASP (which focuses on web/API risks), CWE classifi
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: systematic-debugging description: Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes tags: [debugging, tooling] --- # Systematic Debugging ## Overview Random fixes waste time and create new bugs. Quick patches mask underlying issues. **Core principle:** ALWAYS find root cause before attempting fixes. Symptom fixes are failure. **Violating the letter of this process is violating the
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: outcome-roadmap description: Transform feature-based roadmaps into outcome-focused roadmaps tied to customer value and business impact. Use when planning product direction, communicating strategy to stakeholders, or reframing a feature list into outcomes. tags: [roadmap, strategy, planning, outcomes] --- # Outcome Roadmap Transform output-focused roadmaps (feature lists with dates) into outcome-focused roadmaps that communica
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: brainstorming description: Structured design facilitation that transforms vague ideas into validated designs through disciplined reasoning. Use when starting creative or constructive work (features, architecture, behavior) before implementation. tags: [design, facilitation, ideation, requirements] --- # Brainstorming Ideas Into Designs ## Purpose Turn raw ideas into **clear, validated designs and specifications** through str
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: vulnerability-scanner description: Advanced vulnerability analysis principles covering OWASP 2025, supply chain security, attack surface mapping, and risk prioritization. Use when performing security audits, scanning for vulnerabilities, or reviewing code for security issues. tags: [security, scanning, owasp, vulnerability] --- # Vulnerability Scanner > Think like an attacker, defend like an expert. 2025 threat landscape awar
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-search-documents-py description: "Azure AI Search SDK for Python" tags: [azure, documentation, search] --- # Azure AI Search SDK for Python Full-text, vector, and hybrid search with AI enrichment capabilities. ## Installation ```bash pip install azure-search-documents ``` ## Environment Variables ```bash AZURE_SEARCH_ENDPOINT=https://<service-name>.search.windows.net AZURE_SEARCH_API_KEY=<your-api-key> AZURE_SEARCH_
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: data-storytelling description: Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating data reports, or building executive presentations. tags: [data, data-engineering] --- # Data Storytelling Transform raw data into compelling narratives that drive decisions and inspire action. ## Do not use this skill when - The task is unrel
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: pci-dss-v4 description: PCI-DSS v4.0 requirements reference covering 12 requirements, customized approach, SAQ types, and assessment preparation for cardholder data environments. tags: [compliance, security] --- # PCI-DSS v4.0 Requirements Reference ## Overview The Payment Card Industry Data Security Standard (PCI-DSS) version 4.0 is a set of security requirements designed to protect cardholder data and sensitive authenticat
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: soc2-controls description: SOC 2 Type II Trust Services Criteria reference for scoping, mapping controls, gathering evidence, and preparing for audit readiness. tags: [compliance, security] --- # SOC 2 Type II Trust Services Criteria ## Overview SOC 2 (System and Organization Controls 2) is an auditing framework developed by the American Institute of Certified Public Accountants (AICPA) that evaluates an organization's infor
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: nist-csf description: NIST Cybersecurity Framework (CSF 2.0) reference for assessing, building, and improving organizational cybersecurity posture across six core functions. tags: [compliance, security] --- # NIST Cybersecurity Framework (CSF 2.0) ## Overview The NIST Cybersecurity Framework 2.0 provides a taxonomy of high-level cybersecurity outcomes that any organization can use to understand, assess, prioritize, and commu
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: seo-audit description: SEO diagnostic specialist with weighted scoring model (SEO Health Index 0-100) covering crawlability, technical foundations, on-page optimization, and content quality. Use when auditing SEO health, diagnosing organic visibility issues, or prioritizing SEO improvements. tags: [seo, audit, marketing, analytics] --- # SEO Audit You are an **SEO diagnostic specialist**. Your role is to **identify, explain,
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: brainstorm-okrs description: Generate team-level OKRs aligned with company strategy. Use when planning quarterly objectives, setting team goals, or translating strategy into measurable key results. tags: [okrs, planning, strategy, goal-setting] --- # Brainstorm OKRs Generate well-structured, outcome-focused OKRs (Objectives and Key Results) for product teams — aligned with company strategy and grounded in what the team can ac
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: microservices-patterns description: Design microservices architectures with service boundaries, event-driven communication, and resilience patterns. Use when building distributed systems, decomposing monoliths, or implementing microservices. tags: [architecture, microservices] --- # Microservices Patterns Master microservices architecture patterns including service boundaries, inter-service communication, data management, and
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: finance-accounting description: Create journal entries, perform account reconciliation, run variance analysis, and manage financial close processes. Use when recording transactions, reconciling accounts, analyzing budget variances, or executing month-end close procedures. tags: [finance, accounting, reconciliation, financial-close] --- # Finance & Accounting Operations Operational accounting framework for journal entries, rec
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: marketing-psychology description: Apply behavioral science and mental models to marketing decisions using a psychological leverage and feasibility scoring system. Use when selecting persuasion techniques, designing nudges, or applying cognitive biases ethically to marketing. tags: [psychology, persuasion, marketing] --- # Marketing Psychology & Mental Models **(Applied - Ethical - Prioritized)** You are a **marketing psychol
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: interview-script description: Create structured customer interview scripts following Mom Test principles and JTBD probing. Use when preparing for customer discovery interviews, user research sessions, or validating product assumptions. tags: [discovery, customer-research, interviews, jtbd] --- # Customer Interview Script Create structured, bias-free customer interview scripts that uncover real needs — not just what people say
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: multi-agent-patterns description: Orchestrator, peer-to-peer, and hierarchical multi-agent architectures with context isolation, consensus protocols, and failure mitigation. Use when designing multi-agent systems, partitioning context across agents, or scaling beyond single-agent limits. tags: [multi-agent, orchestration, patterns] --- # Multi-Agent Architecture Patterns Multi-agent architectures distribute work across multip
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: langfuse description: "Expert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datasets, and integration with LangChain, LlamaIndex, and OpenAI. Essential for debugging, monitoring, and improving LLM applications in production. Use when: langfuse, llm observability, llm tracing, prompt management, llm evaluation." tags: [ai, langfuse] --- # Langfuse **Role**: LLM Observa
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: langchain-architecture description: Design LLM applications using the LangChain framework with agents, memory, and tool integration patterns. Use when building LangChain applications, implementing AI agents, or creating complex LLM workflows. tags: [ai, langchain] --- # LangChain Architecture Master the LangChain framework for building sophisticated LLM applications with agents, chains, memory, and tool integration. ## Do no
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: business-analyst description: Master modern business analysis with AI-powered analytics, --- ## Use this skill when - Working on business analyst tasks or workflows - Needing guidance, best practices, or checklists for business analyst ## Do not use this skill when - The task is unrelated to business analyst - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constraints, and required
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-document-intelligence-ts description: Extract text, tables, and structured data from documents using Azure Document Intelligence (@azure-rest/ai-document-intelligence). Use when processing invoices, receipts, IDs, forms, or building custom document models. --- # Azure Document Intelligence REST SDK for TypeScript Extract text, tables, and structured data from documents using prebuilt and custom models. ## Installatio
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: content-marketer description: Elite content marketing strategist specializing in AI-powered --- ## Use this skill when - Working on content marketer tasks or workflows - Needing guidance, best practices, or checklists for content marketer ## Do not use this skill when - The task is unrelated to content marketer - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constraints, and requir
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: artifacts-builder description: Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts. --- # Artifacts Builder To build powerful frontend claude.ai artifacts, follow these steps: 1. Initialize the
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: copy-editing description: Systematic copy editing through seven sequential sweeps covering clarity, voice, relevance, proof, specificity, emotion, and risk. Use when editing, reviewing, or improving existing marketing copy, proofreading, or polishing drafts. --- # Copy Editing You are an expert copy editor specializing in marketing and conversion copy. Your goal is to systematically improve existing copy through focused editin
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: core-insurance-integration description: Core insurance system integration patterns for AI agents connecting to Guidewire InsuranceSuite and Duck Creek Technologies. Use when building agents that interact with policy admin, claims, billing, or underwriting APIs. --- > **Platform Note:** This skill was designed for multi-agent execution. In Codex, treat sub-agent instructions as sequential steps to complete thoroughly within a si
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cost-optimization description: Optimize cloud costs through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies. tags: [business, cost] --- # Cloud Cost Optimization Strategies and patterns for optimizing cloud costs across AWS, Azure, and GCP. ## Do not use this skill when - The task i
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: context-compression description: "Advanced context compression strategies for long-running agent sessions. Covers anchored iterative summarization, opaque compression, regenerative full summary, trigger thresholds at 70-80% utilization, and probe-based evaluation with 6-dimension quality scoring. Use when: context compression, token budget, context window management, long sessions, summarize conversation history, reduce token us
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: context-driven-development description: Use this skill when working with Conductor's context-driven --- # Context-Driven Development Guide for implementing and maintaining context as a managed artifact alongside code, enabling consistent AI interactions and team alignment through structured project documentation. ## Do not use this skill when - The task is unrelated to context-driven development - You need a different domain
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cost-optimization description: Optimize cloud costs through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies. --- # Cloud Cost Optimization Strategies and patterns for optimizing cloud costs across AWS, Azure, and GCP. ## Do not use this skill when - The task is unrelated to cloud cos
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cqrs-implementation description: Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance, or building event-sourced systems. tags: [architecture, cqrs] --- # CQRS Implementation Comprehensive guide to implementing CQRS (Command Query Responsibility Segregation) patterns. ## Use this skill when - Separating read and write concerns
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cqrs-implementation description: Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance, or building event-sourced systems. --- # CQRS Implementation Comprehensive guide to implementing CQRS (Command Query Responsibility Segregation) patterns. ## Use this skill when - Separating read and write concerns - Scaling reads independentl
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: creative-thinking-for-research description: Creative thinking frameworks applied to ML research. Use when breaking through research blocks or exploring unconventional approaches. --- # Creative Thinking for Research Eight empirically grounded frameworks from cognitive science, applied to computer science and AI research. Unlike ad-hoc brainstorming, each framework here is backed by decades of creativity research — from Koestle
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: context-management-context-restore description: Use when working with context management context restore --- # Context Restoration: Advanced Semantic Memory Rehydration ## Use this skill when - Working on context restoration: advanced semantic memory rehydration tasks or workflows - Needing guidance, best practices, or checklists for context restoration: advanced semantic memory rehydration ## Do not use this skill when - T
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: context-management-context-save description: Use when working with context management context save --- # Context Save Tool: Intelligent Context Management Specialist ## Use this skill when - Working on context save tool: intelligent context management specialist tasks or workflows - Needing guidance, best practices, or checklists for context save tool: intelligent context management specialist ## Do not use this skill when
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: context-manager description: Elite AI context engineering specialist mastering dynamic context tags: [context, documentation] --- ## Use this skill when - Working on context manager tasks or workflows - Needing guidance, best practices, or checklists for context manager ## Do not use this skill when - The task is unrelated to context manager - You need a different domain or tool outside this scope ## Instructions - Clarif
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: crewai description: CrewAI multi-agent orchestration framework. Use when building teams of AI agents with role-based task delegation and sequential/hierarchical execution. --- # CrewAI - Multi-Agent Orchestration Framework Build teams of autonomous AI agents that collaborate to solve complex tasks. ## When to use CrewAI **Use CrewAI when:** - Building multi-agent systems with specialized roles - Need autonomous collaboration
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: customer-success-playbook description: Design onboarding sequences, build customer health scores, analyze churn risk, and plan account expansion. Use when creating CS playbooks, building health scoring models, diagnosing at-risk accounts, or designing renewal strategies. tags: [customer-success, churn, onboarding, retention] --- # Customer Success Playbook Comprehensive framework for customer lifecycle management — from onboa
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: customer-success-playbook description: Design onboarding sequences, build customer health scores, analyze churn risk, and plan account expansion. Use when creating CS playbooks, building health scoring models, diagnosing at-risk accounts, or designing renewal strategies. tags: [customer-success, churn, onboarding, retention] --- # Customer Success Playbook Comprehensive framework for customer lifecycle management — from onboa
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: customer-success-playbook description: Design onboarding sequences, build customer health scores, analyze churn risk, and plan account expansion. Use when creating CS playbooks, building health scoring models, diagnosing at-risk accounts, or designing renewal strategies. --- # Customer Success Playbook Comprehensive framework for customer lifecycle management — from onboarding through expansion and renewal. Build health scores
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: context-manager description: Elite AI context engineering specialist mastering dynamic context --- ## Use this skill when - Working on context manager tasks or workflows - Needing guidance, best practices, or checklists for context manager ## Do not use this skill when - The task is unrelated to context manager - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constraints, and requir
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: context-optimization description: Context window optimization through compaction, masking, caching, and partitioning strategies. Use when context limits constrain task complexity, optimizing for cost reduction, reducing latency, or building long-running agent systems. tags: [context, optimization, agents, llm] --- # Context Optimization Techniques Context optimization extends the effective capacity of limited context windows
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: context-optimization description: Context window optimization through compaction, masking, caching, and partitioning strategies. Use when context limits constrain task complexity, optimizing for cost reduction, reducing latency, or building long-running agent systems. tags: [context, optimization, agents, llm] --- # Context Optimization Techniques Context optimization extends the effective capacity of limited context windows
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: context-optimization description: Context window optimization through compaction, masking, caching, and partitioning strategies. Use when context limits constrain task complexity, optimizing for cost reduction, reducing latency, or building long-running agent systems. --- > **Platform Note:** This skill was designed for multi-agent execution. In Codex, treat sub-agent instructions as sequential steps to complete thoroughly with
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: copilot-sdk description: Build applications powered by GitHub Copilot using the Copilot SDK. Use when creating programmatic integrations with Copilot across Node.js/TypeScript, Python, Go, or .NET. Covers session management, custom tools, streaming, hooks, MCP servers, BYOK providers, session persistence, and custom agents. Requires GitHub Copilot CLI installed and a GitHub Copilot subscription (unless using BYOK). --- # GitHub
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: copy-editing description: Systematic copy editing through seven sequential sweeps covering clarity, voice, relevance, proof, specificity, emotion, and risk. Use when editing, reviewing, or improving existing marketing copy, proofreading, or polishing drafts. tags: [editing, writing, content] --- # Copy Editing You are an expert copy editor specializing in marketing and conversion copy. Your goal is to systematically improve e
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-config --- Configure the Databricks profile in ~/.databrickscfg for use with Databricks Connect. **Usage:** `/databricks-config [profile_name|workspace_host]` Examples: - `/databricks-config` - Configure DEFAULT profile (interactive) - `/databricks-config DEFAULT` - Configure DEFAULT profile - `/databricks-config my-workspace` - Configure profile named "my-workspace" - `/databricks-config https://adb-1234567890123
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: data-quality-frameworks description: Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing data contracts. --- # Data Quality Frameworks Production patterns for implementing data quality with Great Expectations, dbt tests, and data contracts to ensure reliable data pipelines. ## Use this skill when - I
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: data-storytelling description: Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating data reports, or building executive presentations. --- # Data Storytelling Transform raw data into compelling narratives that drive decisions and inspire action. ## Do not use this skill when - The task is unrelated to data storytelling - You
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: finance-accounting description: Create journal entries, perform account reconciliation, run variance analysis, and manage financial close processes. Use when recording transactions, reconciling accounts, analyzing budget variances, or executing month-end close procedures. tags: [finance, accounting, reconciliation, financial-close] --- # Finance & Accounting Operations Operational accounting framework for journal entries, rec
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: fastapi-router-py description: Create FastAPI routers with CRUD operations, authentication dependencies, and proper response models. Use when building REST API endpoints, creating new routes, implementing CRUD operations, or adding authenticated endpoints in FastAPI applications. tags: [api, fastapi] --- # FastAPI Router Create FastAPI routers following established patterns with proper authentication, response models, and HTT
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: doc-coauthoring description: Structured collaborative document creation through context gathering, iterative refinement, and reader testing. Use when co-authoring documentation, proposals, technical specs, decision docs, or RFCs. tags: [documentation, writing, collaboration, specs] --- # Doc Co-Authoring Workflow This skill provides a structured workflow for guiding users through collaborative document creation. Act as an act
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: k8s-security-policies description: Implement Kubernetes security policies including NetworkPolicy, PodSecurityPolicy, and RBAC for production-grade security. Use when securing Kubernetes clusters, implementing network isolation, or enforcing pod security standards. tags: [kubernetes, security] --- # Kubernetes Security Policies Comprehensive guide for implementing NetworkPolicy, PodSecurityPolicy, RBAC, and Pod Security Stand
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: kpi-dashboard-design description: Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns. Use when building business dashboards, selecting metrics, or designing data visualization layouts. tags: [business, design] --- # KPI Dashboard Design Comprehensive patterns for designing effective Key Performance Indicator (KPI) dashboards that drive business decisions. #
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: legal-contract-review description: Review contracts for risk, extract key clauses, triage NDAs, and score compliance exposure. Use when evaluating vendor agreements, reviewing customer contracts, assessing NDA terms, or performing contract due diligence. tags: [legal, contracts, compliance, risk-analysis] --- # Legal Contract Review Structured contract analysis framework for extracting key terms, scoring risk, triaging NDAs,
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: legal-contract-review description: Review contracts for risk, extract key clauses, triage NDAs, and score compliance exposure. Use when evaluating vendor agreements, reviewing customer contracts, assessing NDA terms, or performing contract due diligence. tags: [legal, contracts, compliance, risk-analysis] --- # Legal Contract Review Structured contract analysis framework for extracting key terms, scoring risk, triaging NDAs,
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: llm-app-patterns description: Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when designing AI applications, implementing RAG, building agents, or setting up LLM observability. tags: [ai, llm] --- # 🤖 LLM Application Patterns > Production-ready patterns for building LLM applications, inspired by [Dify](https://github.com/langgenius/d
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: llm-app-patterns description: Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when designing AI applications, implementing RAG, building agents, or setting up LLM observability. tags: [ai, llm] --- # 🤖 LLM Application Patterns > Production-ready patterns for building LLM applications, inspired by [Dify](https://github.com/langgenius/d
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: llm-evaluation description: Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation frameworks. tags: [ai, llm] --- # LLM Evaluation Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing. ## Do
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: llm-evaluation description: Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation frameworks. tags: [ai, llm] --- # LLM Evaluation Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing. ## Do
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: marketing-psychology description: Apply behavioral science and mental models to marketing decisions using a psychological leverage and feasibility scoring system. Use when selecting persuasion techniques, designing nudges, or applying cognitive biases ethically to marketing. tags: [psychology, persuasion, marketing] --- # Marketing Psychology & Mental Models **(Applied - Ethical - Prioritized)** You are a **marketing psychol
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: market-sizing-analysis description: Calculate TAM, SAM, and SOM using top-down, bottom-up, and value-theory methodologies. Use when sizing a market opportunity, preparing investor materials, or validating product-market fit. tags: [market-sizing, tam-sam-som, strategy, investor-readiness] --- # Market Sizing Analysis Comprehensive market sizing methodologies for calculating Total Addressable Market (TAM), Serviceable Availabl
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: mcp-builder description: Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK). tags: [mcp, tooling] --- # MCP Server Development Guide ## Overview Create MCP (Model Context Protocol) servers that enable L
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: mcp-builder description: Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK). tags: [mcp, tooling] --- # MCP Server Development Guide ## Overview Create MCP (Model Context Protocol) servers that enable L
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: mermaid-expert description: Create Mermaid diagrams for flowcharts, sequences, ERDs, and tags: [ai, documentation] --- ## Use this skill when - Working on mermaid expert tasks or workflows - Needing guidance, best practices, or checklists for mermaid expert ## Do not use this skill when - The task is unrelated to mermaid expert - You need a different domain or tool outside this scope ## Instructions - Clarify goals, const
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: summarize-interview description: Transform customer interview transcripts or notes into structured summaries with JTBD insights, pain points, and action items. Use when processing interview data after customer discovery sessions. tags: [discovery, customer-research, interviews, synthesis] --- # Summarize Interview Transform raw interview transcripts or notes into structured, actionable summaries that feed directly into Opport
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: systematic-debugging description: Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes tags: [debugging, tooling] --- # Systematic Debugging ## Overview Random fixes waste time and create new bugs. Quick patches mask underlying issues. **Core principle:** ALWAYS find root cause before attempting fixes. Symptom fixes are failure. **Violating the letter of this process is violating the
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: tdd-orchestrator description: Master TDD orchestrator specializing in red-green-refactor tags: [tdd, testing] --- ## Use this skill when - Working on tdd orchestrator tasks or workflows - Needing guidance, best practices, or checklists for tdd orchestrator ## Do not use this skill when - The task is unrelated to tdd orchestrator - You need a different domain or tool outside this scope ## Instructions - Clarify goals, cons
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: tdd-orchestrator description: Master TDD orchestrator specializing in red-green-refactor tags: [tdd, testing] --- ## Use this skill when - Working on tdd orchestrator tasks or workflows - Needing guidance, best practices, or checklists for tdd orchestrator ## Do not use this skill when - The task is unrelated to tdd orchestrator - You need a different domain or tool outside this scope ## Instructions - Clarify goals, cons
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: terraform-expert description: Comprehensive Terraform and OpenTofu guidance covering testing, modules, CI/CD, and production patterns. Use when creating Terraform configurations, structuring modules, setting up IaC testing, or implementing CI/CD for infrastructure. tags: [terraform, iac, infrastructure] --- # Terraform Skill for Claude Comprehensive Terraform and OpenTofu guidance covering testing, modules, CI/CD, and product
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: tutorial-engineer description: Creates step-by-step tutorials and educational content from code. tags: [documentation, tutorial] --- ## Use this skill when - Working on tutorial engineer tasks or workflows - Needing guidance, best practices, or checklists for tutorial engineer ## Do not use this skill when - The task is unrelated to tutorial engineer - You need a different domain or tool outside this scope ## Instructions
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: autonomous-agent-patterns description: Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use when building AI agents, designing tool APIs, implementing permission systems, or creating autonomous coding assistants. tags: [agents, ai] --- # 🕹️ Autonomous Agent Patterns > Design patterns for building autonomous coding agents,
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: ab-test-analysis description: Analyze A/B test results with statistical rigor — calculate significance, check guardrails, and make ship/extend/stop decisions. Use when evaluating experiment results or interpreting test data. tags: [experimentation, ab-testing, analytics, data-driven] --- # A/B Test Analysis Analyze experiment results with statistical rigor and produce a clear **Ship / Investigate / Extend / Stop** recommendat
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: ab-test-setup description: Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness. Use when planning experiments, defining test hypotheses, calculating sample sizes, or validating A/B test designs. --- # A/B Test Setup ## Purpose & Scope Ensure every A/B test is **valid, rigorous, and safe** before a single line of code is written. - Prevents "peeking" - Enforces stati
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: accelerate description: Hugging Face Accelerate for distributed training across GPUs/TPUs. Use when scaling training to multi-GPU or multi-node setups with minimal code changes. --- # HuggingFace Accelerate - Unified Distributed Training ## Quick start Accelerate simplifies distributed training to 4 lines of code. **Installation**: ```bash pip install accelerate ``` **Convert PyTorch script** (4 lines): ```python import tor
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: agent-evaluation description: "Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top agents achieve less than 50% on real-world benchmarks Use when: agent testing, agent evaluation, benchmark agents, agent reliability, test agent." --- # Agent Evaluation You're a quality engineer who has seen agents that aced benchmarks fail specta
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: agentspace description: Google Agentspace patterns for enterprise AI search and agents. Use when building unified search across 100+ enterprise connectors (SharePoint, Confluence, Jira, Salesforce, ServiceNow), identity-aware access, or custom Agentspace agents. --- # Google Agentspace Build enterprise AI search and agent experiences across 100+ third-party data sources using Google Agentspace. ## When to Use - Building unif
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: ai-engineer description: Build production-ready LLM applications, advanced RAG systems, and --- You are an AI engineer specializing in production-grade LLM applications, generative AI systems, and intelligent agent architectures. ## Use this skill when - Building or improving LLM features, RAG systems, or AI agents - Designing production AI architectures and model integration - Optimizing vector search, embeddings, or retriev
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: airflow-dag-patterns description: Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs. tags: [ai, data-engineering] --- # Apache Airflow DAG Patterns Production-ready patterns for Apache Airflow including DAG design, operators, sensors, testing, and deployment strategies. ## Use this skill
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: algorithmic-art description: 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. --- Algorithmic philosophies are computational aesthetic movements that are t
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: android-app-testing description: Automated testing for Android applications using Appium with Espresso driver. Use when testing native Android apps (.apk files), verifying mobile UI functionality, automating gestures (swipe, scroll, tap), or running blackbox tests on Android devices/emulators. Covers Espresso (fast, source-required) and UI Automator 2 (black-box) approaches. --- # Android App Testing Test Android applications
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: angular-best-practices description: Angular performance optimization covering change detection, signals, zoneless, SSR hydration, bundle optimization, and rendering patterns. Use when writing, reviewing, or refactoring Angular code for optimal performance, bundle size, and rendering efficiency. --- # Angular Best Practices Comprehensive performance optimization guide for Angular applications. Contains prioritized rules for eli
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: api-documenter description: Master API documentation with OpenAPI 3.1, AI-powered tools, and --- You are an expert API documentation specialist mastering modern developer experience through comprehensive, interactive, and AI-enhanced documentation. ## Use this skill when - Creating or updating OpenAPI/AsyncAPI specifications - Building developer portals, SDK docs, or onboarding flows - Improving API documentation quality and
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: api-security-patterns description: Advanced API security patterns covering OWASP API Top 10, authentication, authorization, rate limiting, and gateway hardening tags: [api, security] --- # Advanced API Security Patterns ## Overview APIs are the primary attack surface for modern applications. Over 90% of web-enabled applications expose more attack surface through APIs than through traditional UI. This skill provides defense-i
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: api-security-patterns description: Advanced API security patterns covering OWASP API Top 10, authentication, authorization, rate limiting, and gateway hardening tags: [api, security] --- # Advanced API Security Patterns ## Overview APIs are the primary attack surface for modern applications. Over 90% of web-enabled applications expose more attack surface through APIs than through traditional UI. This skill provides defense-i
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: api-security-patterns description: Advanced API security patterns covering OWASP API Top 10, authentication, authorization, rate limiting, and gateway hardening tags: [api, security] --- # Advanced API Security Patterns ## Overview APIs are the primary attack surface for modern applications. Over 90% of web-enabled applications expose more attack surface through APIs than through traditional UI. This skill provides defense-i
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: application-integration description: Google Cloud Application Integration and Integration Connectors for enterprise system connectivity. Use when connecting AI agents to SAP, Oracle, Salesforce, ServiceNow, Snowflake, or other enterprise systems via pre-built GCP connectors. --- # Google Cloud Application Integration Connect AI agents to enterprise systems using Google Cloud's 100+ pre-built Integration Connectors for SAP, Ora
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: app-store-optimization description: Optimize mobile app listings for iOS App Store and Google Play — keyword research, screenshot design, rating management, and conversion optimization. Use when launching a mobile app, improving app store rankings, or optimizing download conversion rates. tags: [aso, mobile, app-store, growth] --- # App Store Optimization (ASO) Comprehensive ASO framework for iOS App Store and Google Play — k
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: app-store-optimization description: Optimize mobile app listings for iOS App Store and Google Play — keyword research, screenshot design, rating management, and conversion optimization. Use when launching a mobile app, improving app store rankings, or optimizing download conversion rates. --- # App Store Optimization (ASO) Comprehensive ASO framework for iOS App Store and Google Play — keyword research, listing optimization, v
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: architect-review description: Master software architect specializing in modern architecture --- You are a master software architect specializing in modern software architecture patterns, clean architecture principles, and distributed systems design. ## Use this skill when - Reviewing system architecture or major design changes - Evaluating scalability, resilience, or maintainability impacts - Assessing architecture compliance
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: architecture-decision-records description: Write and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation. Use when documenting significant technical decisions, reviewing past architectural choices, or establishing decision processes. tags: [architecture] --- # Architecture Decision Records Comprehensive patterns for creating, maintaining, and managing Architecture Decisi
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: architecture-patterns description: Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability. --- # Architecture Patterns Master proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design to bui
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: asana-automation description: "Automate Asana tasks via Rube MCP (Composio): tasks, projects, sections, teams, workspaces. Always search tools first for current schemas." --- # Asana Automation via Rube MCP Automate Asana operations through Composio's Asana toolkit via Rube MCP. ## Prerequisites - Rube MCP must be connected (RUBE_SEARCH_TOOLS available) - Active Asana connection via `RUBE_MANAGE_CONNECTIONS` with toolkit `as
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: attack-tree-construction description: Build comprehensive attack trees to visualize threat paths. Use when mapping attack scenarios, identifying defense gaps, or communicating security risks to stakeholders. --- # Attack Tree Construction Systematic attack path visualization and analysis. ## Use this skill when - Visualizing complex attack scenarios - Identifying defense gaps and priorities - Communicating risks to stakehold
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: audiocraft description: Meta AudioCraft audio generation models (MusicGen, AudioGen). Use when generating music or audio from text descriptions or melodies. --- # AudioCraft: Audio Generation Comprehensive guide to using Meta's AudioCraft for text-to-music and text-to-audio generation with MusicGen, AudioGen, and EnCodec. ## When to use AudioCraft **Use AudioCraft when:** - Need to generate music from text descriptions - Cre
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: auth-implementation-patterns description: Master authentication and authorization patterns including JWT, OAuth2, session management, and RBAC to build secure, scalable access control systems. Use when implementing auth systems, securing APIs, or debugging security issues. --- # Authentication & Authorization Implementation Patterns Build secure, scalable authentication and authorization systems using industry-standard pattern
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: autonomous-agent-patterns description: Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use when building AI agents, designing tool APIs, implementing permission systems, or creating autonomous coding assistants. tags: [agents, ai] --- # 🕹️ Autonomous Agent Patterns > Design patterns for building autonomous coding agents,
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: autonomous-agent-patterns description: Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use when building AI agents, designing tool APIs, implementing permission systems, or creating autonomous coding assistants. tags: [agents, ai] --- # 🕹️ Autonomous Agent Patterns > Design patterns for building autonomous coding agents,
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: autonomous-agent-patterns description: Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use when building AI agents, designing tool APIs, implementing permission systems, or creating autonomous coding assistants. --- > **Platform Note:** This skill was designed for multi-agent execution. In Codex, treat sub-agent instructions
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: autonomous-agent-patterns description: Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use when building AI agents, designing tool APIs, implementing permission systems, or creating autonomous coding assistants. tags: [agents, ai] --- # 🕹️ Autonomous Agent Patterns > Design patterns for building autonomous coding agents,
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: awq description: AWQ activation-aware weight quantization for LLMs. Use when quantizing models to 4-bit with minimal accuracy loss for efficient inference. --- # AWQ (Activation-aware Weight Quantization) 4-bit quantization that preserves salient weights based on activation patterns, achieving 3x speedup with minimal accuracy loss. ## When to use AWQ **Use AWQ when:** - Need 4-bit quantization with <5% accuracy loss - Deploy
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: aws-financial-services description: AWS financial services AI patterns for fraud detection, document processing, and compliance. Use when building AI agents with Amazon Fraud Detector, Textract for KYC, Clean Rooms for data collaboration, or FinSpace for quantitative analytics. --- > **Platform Note:** This skill was designed for multi-agent execution. In Codex, treat sub-agent instructions as sequential steps to complete thoro
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: axolotl description: Axolotl streamlined fine-tuning framework. Use when fine-tuning LLMs with multiple dataset formats, LoRA, QLoRA, or full fine-tuning via YAML configs. --- # Axolotl Skill Comprehensive assistance with axolotl development, generated from official documentation. ## When to Use This Skill This skill should be triggered when: - Working with axolotl - Asking about axolotl features or APIs - Implementing axolo
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azd-deployment description: Deploy containerized applications to Azure Container Apps using Azure Developer CLI (azd). Use when setting up azd projects, writing azure.yaml configuration, creating Bicep infrastructure for Container Apps, configuring remote builds with ACR, implementing idempotent deployments, managing environment variables across local/.azure/Bicep, or troubleshooting azd up failures. Triggers on requests for azd
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-contentsafety-py description: "Azure AI Content Safety SDK for Python" --- # Azure AI Content Safety SDK for Python Detect harmful user-generated and AI-generated content in applications. ## Installation ```bash pip install azure-ai-contentsafety ``` ## Environment Variables ```bash CONTENT_SAFETY_ENDPOINT=https://<resource>.cognitiveservices.azure.com CONTENT_SAFETY_KEY=<your-api-key> ``` ## Authentication ###
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-contentsafety-ts description: Analyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety). Use when moderating user-generated content, detecting hate speech, violence, sexual content, or self-harm, or managing custom blocklists. --- # Azure AI Content Safety REST SDK for TypeScript Analyze text and images for harmful content with customizable blocklists. ## Installation
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-contentunderstanding-py description: "Azure AI Content Understanding SDK for Python" --- # Azure AI Content Understanding SDK for Python Multimodal AI service that extracts semantic content from documents, video, audio, and image files for RAG and automated workflows. ## Installation ```bash pip install azure-ai-contentunderstanding ``` ## Environment Variables ```bash CONTENTUNDERSTANDING_ENDPOINT=https://<resour
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-ai-projects-py description: Build AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents with PromptAgentDefinition, running evaluations, managing connections/deployments/datasets/indexes, or using OpenAI-compatible clients. This is the high-level Foundry SDK - for low-level agent operations, use azure-ai-agents-python skill. tag
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-ai-projects-py description: Build AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents with PromptAgentDefinition, running evaluations, managing connections/deployments/datasets/indexes, or using OpenAI-compatible clients. This is the high-level Foundry SDK - for low-level agent operations, use azure-ai-agents-python skill. tag
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-projects-py description: Build AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents with PromptAgentDefinition, running evaluations, managing connections/deployments/datasets/indexes, or using OpenAI-compatible clients. This is the high-level Foundry SDK - for low-level agent operations, use azure-ai-agents-python skill. ---
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-projects-ts description: Build AI applications using Azure AI Projects SDK for JavaScript (@azure/ai-projects). Use when working with Foundry project clients, agents, connections, deployments, datasets, indexes, evaluations, or getting OpenAI clients. --- # Azure AI Projects SDK for TypeScript High-level SDK for Azure AI Foundry projects with agents, connections, deployments, and evaluations. ## Installation ```bash
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-textanalytics-py description: "Azure AI Text Analytics SDK for Python" --- # Azure AI Text Analytics SDK for Python Client library for Azure AI Language service NLP capabilities including sentiment, entities, key phrases, and more. ## Installation ```bash pip install azure-ai-textanalytics ``` ## Environment Variables ```bash AZURE_LANGUAGE_ENDPOINT=https://<resource>.cognitiveservices.azure.com AZURE_LANGUAGE_KEY
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-translation-document-py description: "Azure AI Document Translation SDK for Python" --- # Azure AI Document Translation SDK for Python Client library for Azure AI Translator document translation service for batch document translation with format preservation. ## Installation ```bash pip install azure-ai-translation-document ``` ## Environment Variables ```bash AZURE_DOCUMENT_TRANSLATION_ENDPOINT=https://<resource>
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-ai-vision-imageanalysis-py description: "Azure AI Vision Image Analysis SDK for Python" tags: [ai, azure] --- # Azure AI Vision Image Analysis SDK for Python Client library for Azure AI Vision 4.0 image analysis including captions, tags, objects, OCR, and more. ## Installation ```bash pip install azure-ai-vision-imageanalysis ``` ## Environment Variables ```bash VISION_ENDPOINT=https://<resource>.cognitiveservices.a
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-vision-imageanalysis-py description: "Azure AI Vision Image Analysis SDK for Python" --- # Azure AI Vision Image Analysis SDK for Python Client library for Azure AI Vision 4.0 image analysis including captions, tags, objects, OCR, and more. ## Installation ```bash pip install azure-ai-vision-imageanalysis ``` ## Environment Variables ```bash VISION_ENDPOINT=https://<resource>.cognitiveservices.azure.com VISION_KEY
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-voicelive-py description: 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 bidirectional audio communication with Azure AI, including voice assistants, voice-enabled chatbots, real-time speech-to-speech translation, voice-driven avatars, or any WebSocket-based audio streaming with AI models. Supports Server VAD
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-voicelive-ts description: "@azure/ai-voicelive (JavaScript/TypeScript)" --- # @azure/ai-voicelive (JavaScript/TypeScript) Real-time voice AI SDK for building bidirectional voice assistants with Azure AI in Node.js and browser environments. ## Installation ```bash npm install @azure/ai-voicelive @azure/identity # TypeScript users npm install @types/node ``` **Current Version**: 1.0.0-beta.3 **Supported Environments
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-appconfiguration-ts description: Build applications using Azure App Configuration SDK for JavaScript (@azure/app-configuration). Use when working with configuration settings, feature flags, Key Vault references, dynamic refresh, or centralized configuration management. --- # Azure App Configuration SDK for TypeScript Centralized configuration management with feature flags and dynamic refresh. ## Installation ```bash #
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-cosmos-db-py description: "Build Azure Cosmos DB NoSQL services with Python/FastAPI following production-grade patterns. Use when implementing database client setup with dual auth (DefaultAzureCredential + emulator), service layer classes with CRUD operations, partition key strategies, parameterized queries, or TDD patterns for Cosmos. Triggers on phrases like \"Cosmos DB\", \"NoSQL database\", \"document store\", \"add pe
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-data-tables-py description: "Azure Tables SDK for Python" --- # Azure Tables SDK for Python NoSQL key-value store for structured data (Azure Storage Tables or Cosmos DB Table API). ## Installation ```bash pip install azure-data-tables azure-identity ``` ## Environment Variables ```bash # Azure Storage Tables AZURE_STORAGE_ACCOUNT_URL=https://<account>.table.core.windows.net # Cosmos DB Table API COSMOS_TABLE_ENDPOIN
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-eventgrid-py description: "Azure Event Grid SDK for Python" --- # Azure Event Grid SDK for Python Event routing service for building event-driven applications with pub/sub semantics. ## Installation ```bash pip install azure-eventgrid azure-identity ``` ## Environment Variables ```bash EVENTGRID_TOPIC_ENDPOINT=https://<topic-name>.<region>.eventgrid.azure.net/api/events EVENTGRID_NAMESPACE_ENDPOINT=https://<namespace
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-eventhub-py description: "Azure Event Hubs SDK for Python" --- # Azure Event Hubs SDK for Python Big data streaming platform for high-throughput event ingestion. ## Installation ```bash pip install azure-eventhub azure-identity # For checkpointing with blob storage pip install azure-eventhub-checkpointstoreblob-aio ``` ## Environment Variables ```bash EVENT_HUB_FULLY_QUALIFIED_NAMESPACE=<namespace>.servicebus.windows
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-eventhub-ts description: Build event streaming applications using Azure Event Hubs SDK for JavaScript (@azure/event-hubs). Use when implementing high-throughput event ingestion, real-time analytics, IoT telemetry, or event-driven architectures with partitioned consumers. --- # Azure Event Hubs SDK for TypeScript High-throughput event streaming and real-time data ingestion. ## Installation ```bash npm install @azure/eve
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-identity-ts description: Authenticate to Azure services using Azure Identity SDK for JavaScript (@azure/identity). Use when configuring authentication with DefaultAzureCredential, managed identity, service principals, or interactive browser login. --- # Azure Identity SDK for TypeScript Authenticate to Azure services with various credential types. ## Installation ```bash npm install @azure/identity ``` ## Environment
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-keyvault-keys-ts description: Manage cryptographic keys using Azure Key Vault Keys SDK for JavaScript (@azure/keyvault-keys). Use when creating, encrypting/decrypting, signing, or rotating keys. --- # Azure Key Vault Keys SDK for TypeScript Manage cryptographic keys with Azure Key Vault. ## Installation ```bash # Keys SDK npm install @azure/keyvault-keys @azure/identity ``` ## Environment Variables ```bash KEY_VAULT_
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-keyvault-py description: "Azure Key Vault SDK for Python" tags: [azure, secrets] --- # Azure Key Vault SDK for Python Secure storage and management for secrets, cryptographic keys, and certificates. ## Installation ```bash # Secrets pip install azure-keyvault-secrets azure-identity # Keys (cryptographic operations) pip install azure-keyvault-keys azure-identity # Certificates pip install azure-keyvault-certificates
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-keyvault-py description: "Azure Key Vault SDK for Python" --- # Azure Key Vault SDK for Python Secure storage and management for secrets, cryptographic keys, and certificates. ## Installation ```bash # Secrets pip install azure-keyvault-secrets azure-identity # Keys (cryptographic operations) pip install azure-keyvault-keys azure-identity # Certificates pip install azure-keyvault-certificates azure-identity # All pi
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-mgmt-apimanagement-py description: "Azure API Management SDK for Python" tags: [api, azure] --- # Azure API Management SDK for Python Manage Azure API Management services, APIs, products, and policies. ## Installation ```bash pip install azure-mgmt-apimanagement pip install azure-identity ``` ## Environment Variables ```bash AZURE_SUBSCRIPTION_ID=your-subscription-id ``` ## Authentication ```python from azure.iden
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-mgmt-apimanagement-py description: "Azure API Management SDK for Python" --- # Azure API Management SDK for Python Manage Azure API Management services, APIs, products, and policies. ## Installation ```bash pip install azure-mgmt-apimanagement pip install azure-identity ``` ## Environment Variables ```bash AZURE_SUBSCRIPTION_ID=your-subscription-id ``` ## Authentication ```python from azure.identity import DefaultA
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-mgmt-botservice-py description: "Azure Bot Service Management SDK for Python" --- # Azure Bot Service Management SDK for Python Manage Azure Bot Service resources including bots, channels, and connections. ## Installation ```bash pip install azure-mgmt-botservice pip install azure-identity ``` ## Environment Variables ```bash AZURE_SUBSCRIPTION_ID=<your-subscription-id> AZURE_RESOURCE_GROUP=<your-resource-group> ```
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-microsoft-playwright-testing-ts description: Run Playwright tests at scale using Azure Playwright Workspaces (formerly Microsoft Playwright Testing). Use when scaling browser tests across cloud-hosted browsers, integrating with CI/CD pipelines, or publishing test results to the Azure portal. tags: [azure, testing] --- # Azure Playwright Workspaces SDK for TypeScript Run Playwright tests at scale with cloud-hosted browse
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-monitor-ingestion-py description: "Azure Monitor Ingestion SDK for Python" --- # Azure Monitor Ingestion SDK for Python Send custom logs to Azure Monitor Log Analytics workspace using the Logs Ingestion API. ## Installation ```bash pip install azure-monitor-ingestion pip install azure-identity ``` ## Environment Variables ```bash # Data Collection Endpoint (DCE) AZURE_DCE_ENDPOINT=https://<dce-name>.<region>.ingest.m
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-monitor-opentelemetry-exporter-py description: "Azure Monitor OpenTelemetry Exporter for Python" --- # Azure Monitor OpenTelemetry Exporter for Python Low-level exporter for sending OpenTelemetry traces, metrics, and logs to Application Insights. ## Installation ```bash pip install azure-monitor-opentelemetry-exporter ``` ## Environment Variables ```bash APPLICATIONINSIGHTS_CONNECTION_STRING=InstrumentationKey=xxx;In
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-monitor-opentelemetry-py description: "Azure Monitor OpenTelemetry Distro for Python" tags: [azure, observability] --- # Azure Monitor OpenTelemetry Distro for Python One-line setup for Application Insights with OpenTelemetry auto-instrumentation. ## Installation ```bash pip install azure-monitor-opentelemetry ``` ## Environment Variables ```bash APPLICATIONINSIGHTS_CONNECTION_STRING=InstrumentationKey=xxx;Ingestion
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-postgres-ts description: "Azure PostgreSQL for TypeScript (node-postgres)" --- # Azure PostgreSQL for TypeScript (node-postgres) Connect to Azure Database for PostgreSQL Flexible Server using the `pg` (node-postgres) package with support for password and Microsoft Entra ID (passwordless) authentication. ## Installation ```bash npm install pg @azure/identity npm install -D @types/pg ``` ## Environment Variables ```bas
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-search-documents-ts description: Build search applications using Azure AI Search SDK for JavaScript (@azure/search-documents). Use when creating/managing indexes, implementing vector/hybrid search, semantic ranking, or building agentic retrieval with knowledge bases. --- # Azure AI Search SDK for TypeScript Build search applications with vector, hybrid, and semantic search capabilities. ## Installation ```bash npm inst
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-servicebus-py description: "Azure Service Bus SDK for Python" --- # Azure Service Bus SDK for Python Enterprise messaging for reliable cloud communication with queues and pub/sub topics. ## Installation ```bash pip install azure-servicebus azure-identity ``` ## Environment Variables ```bash SERVICEBUS_FULLY_QUALIFIED_NAMESPACE=<namespace>.servicebus.windows.net SERVICEBUS_QUEUE_NAME=myqueue SERVICEBUS_TOPIC_NAME=myto
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-servicebus-ts description: Build messaging applications using Azure Service Bus SDK for JavaScript (@azure/service-bus). Use when implementing queues, topics/subscriptions, message sessions, dead-letter handling, or enterprise messaging patterns. --- # Azure Service Bus SDK for TypeScript Enterprise messaging with queues, topics, and subscriptions. ## Installation ```bash npm install @azure/service-bus @azure/identity
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-skill-creator description: Guide for creating effective skills for AI coding agents working with Azure SDKs and Microsoft Foundry services. Use when creating new skills or updating existing skills. --- # Skill Creator Guide for creating skills that extend AI agent capabilities, with emphasis on Azure SDKs and Microsoft Foundry. > **Required Context:** When creating SDK or API skills, users MUST provide the SDK package n
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-storage-blob-py description: "Azure Blob Storage SDK for Python" tags: [azure, rag, storage] --- # Azure Blob Storage SDK for Python Client library for Azure Blob Storage — object storage for unstructured data. ## Installation ```bash pip install azure-storage-blob azure-identity ``` ## Environment Variables ```bash AZURE_STORAGE_ACCOUNT_NAME=<your-storage-account> # Or use full URL AZURE_STORAGE_ACCOUNT_URL=https:/
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-storage-blob-ts description: "@azure/storage-blob (TypeScript/JavaScript)" --- # @azure/storage-blob (TypeScript/JavaScript) SDK for Azure Blob Storage operations — upload, download, list, and manage blobs and containers. ## Installation ```bash npm install @azure/storage-blob @azure/identity ``` **Current Version**: 12.x **Node.js**: >= 18.0.0 ## Environment Variables ```bash AZURE_STORAGE_ACCOUNT_NAME=<account-n
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-storage-file-datalake-py description: "Azure Data Lake Storage Gen2 SDK for Python" --- # Azure Data Lake Storage Gen2 SDK for Python Hierarchical file system for big data analytics workloads. ## Installation ```bash pip install azure-storage-file-datalake azure-identity ``` ## Environment Variables ```bash AZURE_STORAGE_ACCOUNT_URL=https://<account>.dfs.core.windows.net ``` ## Authentication ```python from azure.i
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-storage-file-share-ts description: "@azure/storage-file-share (TypeScript/JavaScript)" --- # @azure/storage-file-share (TypeScript/JavaScript) SDK for Azure File Share operations — SMB file shares, directories, and file operations. ## Installation ```bash npm install @azure/storage-file-share @azure/identity ``` **Current Version**: 12.x **Node.js**: >= 18.0.0 ## Environment Variables ```bash AZURE_STORAGE_ACCOUNT
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-storage-queue-py description: "Azure Queue Storage SDK for Python" --- # Azure Queue Storage SDK for Python Simple, cost-effective message queuing for asynchronous communication. ## Installation ```bash pip install azure-storage-queue azure-identity ``` ## Environment Variables ```bash AZURE_STORAGE_ACCOUNT_URL=https://<account>.queue.core.windows.net ``` ## Authentication ```python from azure.identity import Defau
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: backend-architect description: Expert backend architect specializing in scalable API design, --- You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs. ## Use this skill when - Designing new backend services or APIs - Defining service boundaries, data contracts, or integration patterns - Planning resilience, scaling, and observability ## Do not use this skill when
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: backend-security-coder description: Expert in secure backend coding practices specializing in input --- ## Use this skill when - Working on backend security coder tasks or workflows - Needing guidance, best practices, or checklists for backend security coder ## Do not use this skill when - The task is unrelated to backend security coder - You need a different domain or tool outside this scope ## Instructions - Clarify goal
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: bedrock-agents description: Amazon Bedrock Agents patterns for building autonomous AI agents with Claude on AWS. Use when designing agent action groups, knowledge bases, guardrails, multi-agent orchestration, or deploying production agents on Bedrock. --- > **Platform Note:** This skill was designed for multi-agent execution. In Codex, treat sub-agent instructions as sequential steps to complete thoroughly within a single agent
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: bigcode-evaluation-harness description: BigCode evaluation harness for code generation models. Use when benchmarking code LLMs on HumanEval, MBPP, and other coding tasks. --- # BigCode Evaluation Harness - Code Model Benchmarking ## Quick Start BigCode Evaluation Harness evaluates code generation models across 15+ benchmarks including HumanEval, MBPP, and MultiPL-E (18 languages). **Installation**: ```bash git clone https://
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: bigquery-ai description: BigQuery AI and ML patterns for Gemini-powered analytics. Use when building natural language SQL, ML.GENERATE_TEXT pipelines, Cortex Framework data foundations, or grounding agents in warehouse data. --- > **Platform Note:** This skill was designed for multi-agent execution. In Codex, treat sub-agent instructions as sequential steps to complete thoroughly within a single agent context. # BigQuery AI fo
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: billing-automation description: Build automated billing systems for recurring payments, invoicing, subscription lifecycle, and dunning management. Use when implementing subscription billing, automating invoicing, or managing recurring payment systems. --- # Billing Automation Master automated billing systems including recurring billing, invoice generation, dunning management, proration, and tax calculation. ## Use this skill
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: bitsandbytes description: Bitsandbytes GPU quantization library for 4-bit and 8-bit inference. Use when running large models on consumer GPUs with QLoRA training support. --- # bitsandbytes - LLM Quantization ## Quick start bitsandbytes reduces LLM memory by 50% (8-bit) or 75% (4-bit) with <1% accuracy loss. **Installation**: ```bash pip install bitsandbytes transformers accelerate ``` **8-bit quantization** (50% memory red
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: blip-2 description: BLIP-2 vision-language model for image understanding. Use when implementing image captioning, visual QA, or image-text matching. --- # BLIP-2: Vision-Language Pre-training Comprehensive guide to using Salesforce's BLIP-2 for vision-language tasks with frozen image encoders and large language models. ## When to use BLIP-2 **Use BLIP-2 when:** - Need high-quality image captioning with natural descriptions -
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: brainstorming description: Structured design facilitation that transforms vague ideas into validated designs through disciplined reasoning. Use when starting creative or constructive work (features, architecture, behavior) before implementation. tags: [design, facilitation, ideation, requirements] --- # Brainstorming Ideas Into Designs ## Purpose Turn raw ideas into **clear, validated designs and specifications** through str
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: brainstorming description: Structured design facilitation that transforms vague ideas into validated designs through disciplined reasoning. Use when starting creative or constructive work (features, architecture, behavior) before implementation. --- # Brainstorming Ideas Into Designs ## Purpose Turn raw ideas into **clear, validated designs and specifications** through structured dialogue **before any implementation begins**.
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: data-engineer description: Build scalable data pipelines, modern data warehouses, and tags: [data, data-engineering] --- You are a data engineer specializing in scalable data pipelines, modern data architecture, and analytics infrastructure. ## Use this skill when - Designing batch or streaming data pipelines - Building data warehouses or lakehouse architectures - Implementing data quality, lineage, or governance ## Do not
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: brainstorm-okrs description: Generate team-level OKRs aligned with company strategy. Use when planning quarterly objectives, setting team goals, or translating strategy into measurable key results. tags: [okrs, planning, strategy, goal-setting] --- # Brainstorm OKRs Generate well-structured, outcome-focused OKRs (Objectives and Key Results) for product teams — aligned with company strategy and grounded in what the team can ac
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: brainstorm-okrs description: Generate team-level OKRs aligned with company strategy. Use when planning quarterly objectives, setting team goals, or translating strategy into measurable key results. tags: [okrs, planning, strategy, goal-setting] --- # Brainstorm OKRs Generate well-structured, outcome-focused OKRs (Objectives and Key Results) for product teams — aligned with company strategy and grounded in what the team can ac
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: brainstorm-okrs description: Generate team-level OKRs aligned with company strategy. Use when planning quarterly objectives, setting team goals, or translating strategy into measurable key results. tags: [okrs, planning, strategy, goal-setting] --- # Brainstorm OKRs Generate well-structured, outcome-focused OKRs (Objectives and Key Results) for product teams — aligned with company strategy and grounded in what the team can ac
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: brand-guidelines description: Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply. --- # Anthropic Brand Styling ## Overview To access Anthropic's official brand identity and style resources, use this skill. **Keywords**: branding, corporate id
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: business-analyst description: Master modern business analysis with AI-powered analytics, tags: [business] --- ## Use this skill when - Working on business analyst tasks or workflows - Needing guidance, best practices, or checklists for business analyst ## Do not use this skill when - The task is unrelated to business analyst - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constrai
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: c4-code description: Expert C4 Code-level documentation specialist. Analyzes code --- # C4 Code Level: [Directory Name] ## Use this skill when - Working on c4 code level: [directory name] tasks or workflows - Needing guidance, best practices, or checklists for c4 code level: [directory name] ## Do not use this skill when - The task is unrelated to c4 code level: [directory name] - You need a different domain or tool outside
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: c4-component description: Expert C4 Component-level documentation specialist. Synthesizes C4 --- # C4 Component Level: [Component Name] ## Use this skill when - Working on c4 component level: [component name] tasks or workflows - Needing guidance, best practices, or checklists for c4 component level: [component name] ## Do not use this skill when - The task is unrelated to c4 component level: [component name] - You need a d
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: c4-context description: Expert C4 Context-level documentation specialist. Creates --- # C4 Context Level: System Context ## Use this skill when - Working on c4 context level: system context tasks or workflows - Needing guidance, best practices, or checklists for c4 context level: system context ## Do not use this skill when - The task is unrelated to c4 context level: system context - You need a different domain or tool out
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: campaign-analytics description: Measure multi-touch attribution, calculate channel ROI, analyze marketing funnels, and integrate A/B test results into campaign performance. Use when evaluating campaign effectiveness, optimizing channel spend, building attribution models, or reporting on marketing performance. tags: [marketing, attribution, campaign, channel-roi] --- # Campaign Analytics Marketing campaign measurement framewor
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: campaign-analytics description: Measure multi-touch attribution, calculate channel ROI, analyze marketing funnels, and integrate A/B test results into campaign performance. Use when evaluating campaign effectiveness, optimizing channel spend, building attribution models, or reporting on marketing performance. --- # Campaign Analytics Marketing campaign measurement framework — multi-touch attribution, channel ROI analysis, funn
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: campaign-analytics description: Measure multi-touch attribution, calculate channel ROI, analyze marketing funnels, and integrate A/B test results into campaign performance. Use when evaluating campaign effectiveness, optimizing channel spend, building attribution models, or reporting on marketing performance. tags: [marketing, attribution, campaign, channel-roi] --- # Campaign Analytics Marketing campaign measurement framewor
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: canvas-design description: Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations. --- These are instructions for creating design philosophies - aesthetic movements that are then EXPRESSED VISUALLY
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cc-hooks-creator description: Create, configure, and debug Claude Code hooks -- shell commands that execute at lifecycle events (PreToolUse, PostToolUse, Stop, SessionStart, etc.). Use when building file protection, code formatting, notifications, context loading, or any automation triggered by Claude Code events. Covers inline commands, Python scripts, JSON output, state management, and security. --- > **Platform Note:** This
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: changelog-automation description: Automate changelog generation from commits, PRs, and releases following Keep a Changelog format. Use when setting up release workflows, generating release notes, or standardizing commit conventions. tags: [automation, documentation] --- # Changelog Automation Patterns and tools for automating changelog generation, release notes, and version management following industry standards. ## Use thi
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: changelog-automation description: Automate changelog generation from commits, PRs, and releases following Keep a Changelog format. Use when setting up release workflows, generating release notes, or standardizing commit conventions. --- # Changelog Automation Patterns and tools for automating changelog generation, release notes, and version management following industry standards. ## Use this skill when - Setting up automate
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: changelog-generator description: Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits into clear, customer-friendly release notes. Turns hours of manual changelog writing into minutes of automated generation. --- # Changelog Generator This skill transforms technical git commits into polished, user-friendly changelogs that your custom
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: chroma description: Chroma open-source embedding database for RAG applications. Use when implementing lightweight vector storage and retrieval for development or production. --- # Chroma - Open-Source Embedding Database The AI-native database for building LLM applications with memory. ## When to use Chroma **Use Chroma when:** - Building RAG (retrieval-augmented generation) applications - Need local/self-hosted vector databa
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cicd-automation-workflow-automate description: You are a workflow automation expert specializing in creating efficient CI/CD pipelines, GitHub Actions workflows, and automated development processes. Design automation that reduces manual work, improves consistency, and accelerates delivery while maintaining quality and security. --- # Workflow Automation You are a workflow automation expert specializing in creating efficient CI
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: clerk-auth description: "Expert patterns for Clerk auth implementation, middleware, organizations, webhooks, and user sync Use when: adding authentication, clerk auth, user authentication, sign in, sign up." --- # Clerk Authentication ## Patterns ### Next.js App Router Setup Complete Clerk setup for Next.js 14/15 App Router. Includes ClerkProvider, environment variables, and basic sign-in/sign-up components. Key components
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: clip description: OpenAI CLIP contrastive vision-language model. Use when implementing zero-shot image classification, image search, or multimodal embeddings. --- # CLIP - Contrastive Language-Image Pre-Training OpenAI's model that understands images from natural language. ## When to use CLIP **Use when:** - Zero-shot image classification (no training data needed) - Image-text similarity/matching - Semantic image search - Co
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cloud-architect description: Expert cloud architect specializing in AWS/Azure/GCP multi-cloud --- ## Use this skill when - Working on cloud architect tasks or workflows - Needing guidance, best practices, or checklists for cloud architect ## Do not use this skill when - The task is unrelated to cloud architect - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constraints, and require
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cloudwatch-observability description: Amazon CloudWatch patterns for AI agent observability. Use when monitoring Bedrock agent invocations, tracking token usage, setting up alarms for agent failures, or analyzing agent performance via CloudWatch Logs Insights. --- # Amazon CloudWatch for AI Agent Observability Monitor AI agent performance, costs, and reliability using CloudWatch metrics, logs, and alarms. ## When to Use - Mo
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: code-documentation-code-explain description: You are a code education expert specializing in explaining complex code through clear narratives, visual diagrams, and step-by-step breakdowns. Transform difficult concepts into understandable explanations. --- # Code Explanation and Analysis You are a code education expert specializing in explaining complex code through clear narratives, visual diagrams, and step-by-step breakdowns
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: code-reviewer description: Elite code review expert specializing in modern AI-powered code --- ## Use this skill when - Working on code reviewer tasks or workflows - Needing guidance, best practices, or checklists for code reviewer ## Do not use this skill when - The task is unrelated to code reviewer - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constraints, and required inputs.
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: code-review-excellence description: Master effective code review practices to provide constructive feedback, catch bugs early, and foster knowledge sharing while maintaining team morale. Use when reviewing pull requests, establishing review standards, or mentoring developers. --- # Code Review Excellence Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collabo
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: competitive-landscape description: "This skill should be used when the user asks to \"analyze" --- # Competitive Landscape Analysis Comprehensive frameworks for analyzing competition, identifying differentiation opportunities, and developing winning market positioning strategies. ## Use this skill when - Working on competitive landscape analysis tasks or workflows - Needing guidance, best practices, or checklists for competi
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: compliance-crosswalk description: Compliance framework crosswalk mapping SOC 2, ISO 27001, NIST CSF, and PCI-DSS for unified control management tags: [compliance, security] --- # Compliance Framework Crosswalk ## Overview Organizations operating in regulated industries or pursuing enterprise customers frequently face overlapping compliance requirements. A compliance crosswalk maps equivalent controls across multiple framewor
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: compliance-crosswalk description: Compliance framework crosswalk mapping SOC 2, ISO 27001, NIST CSF, and PCI-DSS for unified control management --- # Compliance Framework Crosswalk ## Overview Organizations operating in regulated industries or pursuing enterprise customers frequently face overlapping compliance requirements. A compliance crosswalk maps equivalent controls across multiple frameworks, enabling a "implement once
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: composio-sdk description: Build AI agents and apps with Composio - access 200+ external tools with Tool Router or direct execution --- # Composio Comprehensive guide to building AI agents and applications with Composio. Choose between: - **Tool Router** - Create isolated, secure MCP sessions for AI agents with automatic authentication - **Direct Execution** - Build traditional apps with manual tool execution and CRUD operation
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: connect description: Connect Claude to any app. Send emails, create issues, post messages, update databases - take real actions across Gmail, Slack, GitHub, Notion, and 1000+ services. --- # Connect Connect Claude to any app. Stop generating text about what you could do - actually do it. ## When to Use This Skill Use this skill when you need Claude to: - **Send that email** instead of drafting it - **Create that issue** ins
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: container-security-guide description: Docker and Kubernetes security hardening guide covering images, builds, runtime, and orchestration tags: [ai, security] --- # Container Security Guide ## Overview Containers introduce a unique attack surface spanning the image build pipeline, container runtime, orchestration layer, and host OS. Security must be applied at every stage of the container lifecycle: | Stage | Threats
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: content-research-writer description: Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative partnership. --- # Content Research Writer This skill acts as your writing partner, helping you research, outline, draft, and refine content while maintain
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: copywriting description: Conversion-focused marketing copy for landing pages and emails with brief confirmation and no-fabrication rules. Use when writing marketing copy, landing pages, email campaigns, or product messaging. tags: [marketing, copy, conversion, landing-page] --- # Copywriting ## Purpose Produce **clear, credible, and action-oriented marketing copy** that aligns with user intent and business goals. This skill
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: copywriting description: Conversion-focused marketing copy for landing pages and emails with brief confirmation and no-fabrication rules. Use when writing marketing copy, landing pages, email campaigns, or product messaging. --- # Copywriting ## Purpose Produce **clear, credible, and action-oriented marketing copy** that aligns with user intent and business goals. This skill exists to prevent: - writing before understanding
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: core-banking-integration description: Core banking system integration patterns for AI agents connecting to Temenos Transact, Thought Machine Vault, Mambu, and Finastra. Use when building agents that interact with core banking APIs for account management, payments, lending, and customer data. --- > **Platform Note:** This skill was designed for multi-agent execution. In Codex, treat sub-agent instructions as sequential steps to
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cwe-sans-top25 description: CWE/SANS Top 25 Most Dangerous Software Weaknesses -- classification, prevention patterns, and SAST integration for secure development --- # CWE/SANS Top 25 Most Dangerous Software Weaknesses ## Overview The CWE/SANS Top 25 is a curated list of the most prevalent and dangerous software weaknesses maintained by MITRE. Unlike OWASP (which focuses on web/API risks), CWE classifies root-cause weaknesse
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cxo-thinkos description: Structural thinking operating system for converting business complexity into actionable clarity. Use when analyzing markets, diagnosing strategic problems, identifying leverage points, or producing executive-grade insight that changes decisions. tags: [systems-thinking, strategy, structural-analysis, decision-making, executive] --- # Business Engineer ThinkOS You are The Business Engineer — an analyti
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cxo-thinkos description: Structural thinking operating system for converting business complexity into actionable clarity. Use when analyzing markets, diagnosing strategic problems, identifying leverage points, or producing executive-grade insight that changes decisions. tags: [systems-thinking, strategy, structural-analysis, decision-making, executive] --- # Business Engineer ThinkOS You are The Business Engineer — an analyti
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cxo-thinkos description: Structural thinking operating system for converting business complexity into actionable clarity. Use when analyzing markets, diagnosing strategic problems, identifying leverage points, or producing executive-grade insight that changes decisions. tags: [systems-thinking, strategy, structural-analysis, decision-making, executive] --- # Business Engineer ThinkOS You are The Business Engineer — an analyti
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cxo-thinkos description: Structural thinking operating system for converting business complexity into actionable clarity. Use when analyzing markets, diagnosing strategic problems, identifying leverage points, or producing executive-grade insight that changes decisions. --- # Business Engineer ThinkOS You are The Business Engineer — an analytical system that converts complexity into clarity using structural thinking, systems r
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cxo-thinkos description: Structural thinking operating system for converting business complexity into actionable clarity. Use when analyzing markets, diagnosing strategic problems, identifying leverage points, or producing executive-grade insight that changes decisions. tags: [systems-thinking, strategy, structural-analysis, decision-making, executive] --- # Business Engineer ThinkOS You are The Business Engineer — an analyti
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: database-admin description: Expert database administrator specializing in modern cloud --- ## Use this skill when - Working on database admin tasks or workflows - Needing guidance, best practices, or checklists for database admin ## Do not use this skill when - The task is unrelated to database admin - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constraints, and required inputs.
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: database-architect description: Expert database architect specializing in data layer design from --- You are a database architect specializing in designing scalable, performant, and maintainable data layers from the ground up. ## Use this skill when - Selecting database technologies or storage patterns - Designing schemas, partitions, or replication strategies - Planning migrations or re-architecting data layers ## Do not us
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: database-migration description: Execute database migrations across ORMs and platforms with zero-downtime strategies, data transformation, and rollback procedures. Use when migrating databases, changing schemas, performing data transformations, or implementing zero-downtime deployment strategies. --- # Database Migration Master database schema and data migrations across ORMs (Sequelize, TypeORM, Prisma), including rollback stra
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: database-migrations-migration-observability description: Migration monitoring, CDC, and observability infrastructure --- # Migration Observability and Real-time Monitoring You are a database observability expert specializing in Change Data Capture, real-time migration monitoring, and enterprise-grade observability infrastructure. Create comprehensive monitoring solutions for database migrations with CDC pipelines, anomaly dete
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: database-migrations-sql-migrations description: SQL database migrations with zero-downtime strategies for --- # SQL Database Migration Strategy and Implementation You are a SQL database migration expert specializing in zero-downtime deployments, data integrity, and production-ready migration strategies for PostgreSQL, MySQL, and SQL Server. Create comprehensive migration scripts with rollback procedures, validation checks, and
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: database-optimizer description: Expert database optimizer specializing in modern performance --- ## Use this skill when - Working on database optimizer tasks or workflows - Needing guidance, best practices, or checklists for database optimizer ## Do not use this skill when - The task is unrelated to database optimizer - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constraints, and
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-agent-bricks --- # Agent Bricks Create and manage Databricks Agent Bricks - pre-built AI components for building conversational applications. ## Overview Agent Bricks are three types of pre-built AI tiles in Databricks: | Brick | Purpose | Data Source | | -------------------------------- | ---------------------------- | ------------------------- | | **
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-app-apx description: Build full-stack Databricks applications using APX framework (FastAPI + React). --- # Databricks APX Application Build full-stack Databricks applications using APX framework (FastAPI + React). ## Trigger Conditions **Invoke when user requests**: - "Databricks app" or "Databricks application" - Full-stack app for Databricks without specifying framework - Mentions APX framework **Do NOT invoke
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-app-python description: Build Python-based Databricks applications using Dash, Streamlit, or Flask. --- # Databricks Python Application Build Python-based Databricks applications using frameworks like Dash, Streamlit, Flask, or other Python web frameworks. ## Trigger Conditions **Invoke when user requests**: - "Dash app" or "Dash application" - "Streamlit app" or "Streamlit application" - "Python web app" for Dat
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-asset-bundles --- # Databricks Asset Bundle (DABs) Writer ## Overview Create DABs for multi-environment deployment (dev/staging/prod). ## Reference Files - **[SDP_guidance.md](SDP_guidance.md)** - Spark Declarative Pipeline configurations - **[alerts_guidance.md](alerts_guidance.md)** - SQL Alert schemas (critical - API differs) ## Bundle Structure ``` project/ ├── databricks.yml # Main config + targe
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-docs --- # Databricks Documentation Reference This skill provides access to the complete Databricks documentation index via llms.txt - use it as a **reference resource** to supplement other skills and inform your use of MCP tools. ## Role of This Skill This is a **reference skill**, not an action skill. Use it to: - Look up documentation when other skills don't cover a topic - Get authoritative guidance on Databr
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-genie --- # Databricks Genie Create and query Databricks Genie Spaces - natural language interfaces for SQL-based data exploration. ## Overview Genie Spaces allow users to ask natural language questions about structured data in Unity Catalog. The system translates questions into SQL queries, executes them on a SQL warehouse, and presents results conversationally. ## When to Use This Skill Use this skill when: -
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-jobs --- # Databricks Lakeflow Jobs ## Overview Databricks Jobs orchestrate data workflows with multi-task DAGs, flexible triggers, and comprehensive monitoring. Jobs support diverse task types and can be managed via Python SDK, CLI, or Asset Bundles. ## Reference Files | Use Case | Reference File | | ----------------------
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-lakebase-provisioned --- # Lakebase Provisioned Patterns and best practices for using Lakebase Provisioned (Databricks managed PostgreSQL) for OLTP workloads. ## When to Use Use this skill when: - Building applications that need a PostgreSQL database for transactional workloads - Adding persistent state to Databricks Apps - Implementing reverse ETL from Delta Lake to an operational database - Storing chat/agent m
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: data-engineer description: Build scalable data pipelines, modern data warehouses, and --- You are a data engineer specializing in scalable data pipelines, modern data architecture, and analytics infrastructure. ## Use this skill when - Designing batch or streaming data pipelines - Building data warehouses or lakehouse architectures - Implementing data quality, lineage, or governance ## Do not use this skill when - You only
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: data-engineering-data-driven-feature description: Build features guided by data insights, A/B testing, and continuous measurement using specialized agents for analysis, implementation, and experimentation. --- > **Platform Note:** This skill was designed for multi-agent execution. In Codex, treat sub-agent instructions as sequential steps to complete thoroughly within a single agent context. # Data-Driven Feature Development
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: data-quality-frameworks description: Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing data contracts. tags: [data, data-engineering] --- # Data Quality Frameworks Production patterns for implementing data quality with Great Expectations, dbt tests, and data contracts to ensure reliable data pipelin
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: embedding-strategies description: Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific domains. tags: [ai, embeddings] --- # Embedding Strategies Guide to selecting and optimizing embedding models for vector search applications. ## Do not use this skill when - The task is unrelated to
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: embedding-strategies description: Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific domains. tags: [ai, embeddings] --- # Embedding Strategies Guide to selecting and optimizing embedding models for vector search applications. ## Do not use this skill when - The task is unrelated to
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: enterprise-search description: Design cross-tool knowledge retrieval strategies, architect enterprise search systems, and tune relevance models. Use when building internal search experiences, consolidating knowledge across tools, or improving search result quality. tags: [search, knowledge-management, information-retrieval] --- # Enterprise Search Business-oriented framework for designing cross-tool knowledge retrieval, archi
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: enterprise-search description: Design cross-tool knowledge retrieval strategies, architect enterprise search systems, and tune relevance models. Use when building internal search experiences, consolidating knowledge across tools, or improving search result quality. tags: [search, knowledge-management, information-retrieval] --- # Enterprise Search Business-oriented framework for designing cross-tool knowledge retrieval, archi
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: fastapi-pro description: Build high-performance async APIs with FastAPI, SQLAlchemy 2.0, and tags: [api, fastapi] --- ## Use this skill when - Working on fastapi pro tasks or workflows - Needing guidance, best practices, or checklists for fastapi pro ## Do not use this skill when - The task is unrelated to fastapi pro - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constraints, an
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: fastapi-pro description: Build high-performance async APIs with FastAPI, SQLAlchemy 2.0, and tags: [api, fastapi] --- ## Use this skill when - Working on fastapi pro tasks or workflows - Needing guidance, best practices, or checklists for fastapi pro ## Do not use this skill when - The task is unrelated to fastapi pro - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constraints, an
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: gdpr-reference description: GDPR compliance reference for security agents covering key principles, lawful bases, data subject rights, DPIAs, and breach notification requirements. tags: [compliance, security] --- # GDPR Compliance Reference ## Overview The General Data Protection Regulation (GDPR) is the European Union's comprehensive data protection law (Regulation (EU) 2016/679) that governs the processing of personal data
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: github-workflow-automation description: Automate GitHub workflows with AI assistance. Includes PR reviews, issue triage, CI/CD integration, and Git operations. Use when automating GitHub workflows, setting up PR review automation, creating GitHub Actions, or triaging issues. tags: [automation, github, workflows] --- # 🔧 GitHub Workflow Automation > Patterns for automating GitHub workflows with AI assistance, inspired by [Gem
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: graphql-architect description: Master modern GraphQL with federation, performance optimization, tags: [architecture, graphql] --- ## Use this skill when - Working on graphql architect tasks or workflows - Needing guidance, best practices, or checklists for graphql architect ## Do not use this skill when - The task is unrelated to graphql architect - You need a different domain or tool outside this scope ## Instructions -
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: helm-chart-scaffolding description: Design, organize, and manage Helm charts for templating and packaging Kubernetes applications with reusable configurations. Use when creating Helm charts, packaging Kubernetes applications, or implementing templated deployments. tags: [devops, kubernetes] --- # Helm Chart Scaffolding Comprehensive guidance for creating, organizing, and managing Helm charts for packaging and deploying Kubern
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: hipaa-security-rule description: HIPAA Security Rule safeguard requirements for protecting electronic protected health information (ePHI) across administrative, physical, and technical controls tags: [compliance, security] --- # HIPAA Security Rule Safeguards ## Overview The HIPAA Security Rule (45 CFR Part 160 and Subparts A and C of Part 164) establishes national standards for protecting electronic protected health informa
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: hr-operations description: Manage hiring pipelines, analyze compensation data, create performance review templates, and design onboarding checklists. Use when building HR processes, conducting comp analysis, designing review cycles, or structuring employee onboarding. tags: [hr, hiring, compensation, performance-management] --- # HR Operations Operational HR framework for hiring pipeline management, compensation analysis, per
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: hr-operations description: Manage hiring pipelines, analyze compensation data, create performance review templates, and design onboarding checklists. Use when building HR processes, conducting comp analysis, designing review cycles, or structuring employee onboarding. tags: [hr, hiring, compensation, performance-management] --- # HR Operations Operational HR framework for hiring pipeline management, compensation analysis, per
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: interview-script description: Create structured customer interview scripts following Mom Test principles and JTBD probing. Use when preparing for customer discovery interviews, user research sessions, or validating product assumptions. tags: [discovery, customer-research, interviews, jtbd] --- # Customer Interview Script Create structured, bias-free customer interview scripts that uncover real needs — not just what people say
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: iso27001-annexa description: "ISO 27001:2022 Annex A controls reference for implementing an Information Security Management System (ISMS) with 93 controls across four themes." tags: [compliance, security] --- # ISO 27001:2022 Annex A Controls ## Overview ISO/IEC 27001:2022 is the international standard for Information Security Management Systems (ISMS). Annex A provides a reference set of 93 information security controls org
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: langgraph description: "Expert in LangGraph - the production-grade framework for building stateful, multi-actor AI applications. Covers graph construction, state management, cycles and branches, persistence with checkpointers, human-in-the-loop patterns, and the ReAct agent pattern. Used in production at LinkedIn, Uber, and 400+ companies. This is LangChain's recommended approach for building agents. Use when: langgraph, langch
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: langgraph description: "Expert in LangGraph - the production-grade framework for building stateful, multi-actor AI applications. Covers graph construction, state management, cycles and branches, persistence with checkpointers, human-in-the-loop patterns, and the ReAct agent pattern. Used in production at LinkedIn, Uber, and 400+ companies. This is LangChain's recommended approach for building agents. Use when: langgraph, langch
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: legal-contract-review description: Review contracts for risk, extract key clauses, triage NDAs, and score compliance exposure. Use when evaluating vendor agreements, reviewing customer contracts, assessing NDA terms, or performing contract due diligence. tags: [legal, contracts, compliance, risk-analysis] --- # Legal Contract Review Structured contract analysis framework for extracting key terms, scoring risk, triaging NDAs,
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: ml-pipeline-workflow description: Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices, or automating model training and deployment workflows. tags: [ml, pipelines, workflows] --- # ML Pipeline Workflow Complete end-to-end MLOps pipeline orchestration from data preparation through model deployment. ##
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: monorepo-architect description: Expert in monorepo architecture, build systems, and dependency management at scale. Masters Nx, Turborepo, Bazel, and Lerna for efficient multi-project development. Use PROACTIVELY for monorepo setup, tags: [architecture, monorepo] --- # Monorepo Architect Expert in monorepo architecture, build systems, and dependency management at scale. Masters Nx, Turborepo, Bazel, and Lerna for efficient mu
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: multi-agent-brainstorming description: "Structured multi-agent design review with enforced roles: designer, skeptic, constraint guardian, user advocate, and arbiter. Use when validating system designs, surfacing hidden assumptions, stress-testing architectures before implementation, or preventing premature design approval." tags: [multi-agent, brainstorming, design-review] --- # Multi-Agent Brainstorming (Structured Design Rev
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: observability-engineer description: Build production-ready monitoring, logging, and tracing systems. tags: [devops, observability] --- You are an observability engineer specializing in production-grade monitoring, logging, tracing, and reliability systems for enterprise-scale applications. ## Use this skill when - Designing monitoring, logging, or tracing systems - Defining SLIs/SLOs and alerting strategies - Investigating p
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: opportunity-solution-tree description: Build an Opportunity Solution Tree to connect desired outcomes to customer opportunities, solutions, and experiments. Use when prioritizing discovery work, mapping customer needs to solutions, or deciding what to build next. tags: [discovery, prioritization, product-strategy, continuous-discovery] --- # Opportunity Solution Tree A visual framework from Teresa Torres' *Continuous Discover
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: outcome-roadmap description: Transform feature-based roadmaps into outcome-focused roadmaps tied to customer value and business impact. Use when planning product direction, communicating strategy to stakeholders, or reframing a feature list into outcomes. tags: [roadmap, strategy, planning, outcomes] --- # Outcome Roadmap Transform output-focused roadmaps (feature lists with dates) into outcome-focused roadmaps that communica
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: owasp-api-top10 description: OWASP API Security Top 10 (2023) risk identification, prevention patterns, and testing guidance for securing REST/GraphQL APIs tags: [api, owasp] --- # OWASP API Security Top 10 (2023) ## Overview The OWASP API Security Top 10 is a standardized awareness document for API-specific security risks. Unlike the general OWASP Top 10 (which focuses on web applications), this list addresses the unique at
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: page-cro description: Page-level conversion rate optimization with diagnostic scoring, CRO framework, and prioritized recommendations. Use when diagnosing why a page is not converting, auditing landing pages, or planning conversion experiments. tags: [cro, conversion, optimization, marketing] --- # Page Conversion Rate Optimization (CRO) You are an expert in **page-level conversion optimization**. Your goal is to **diagnose w
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: postgres-best-practices description: Postgres performance optimization and best practices from Supabase covering indexing, connection management, RLS, schema design, and query tuning. Use when writing, reviewing, or optimizing Postgres queries, schema designs, or database configurations. tags: [postgres, database, sql, optimization] --- # Supabase Postgres Best Practices Comprehensive performance optimization guide for Postgr
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: pre-mortem description: Structured risk analysis that imagines launch failure and works backward to identify threats. Use when preparing for a product launch, major release, or any high-stakes initiative. tags: [risk, launch, planning, product-management] --- # Pre-Mortem A structured risk identification technique: imagine the product **has already failed**, then work backward to identify what went wrong — before it actually
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: pricing-strategy description: Design pricing, packaging, and monetization strategies based on value, customer willingness to pay, and growth objectives. Use when designing pricing tiers, evaluating monetization models, or planning price changes. tags: [pricing, monetization, strategy, saas] --- # Pricing Strategy You are an expert in pricing and monetization strategy. Your goal is to help design pricing that **captures value,
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: pricing-strategy description: Design pricing, packaging, and monetization strategies based on value, customer willingness to pay, and growth objectives. Use when designing pricing tiers, evaluating monetization models, or planning price changes. tags: [pricing, monetization, strategy, saas] --- # Pricing Strategy You are an expert in pricing and monetization strategy. Your goal is to help design pricing that **captures value,
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: pricing-strategy description: Design pricing, packaging, and monetization strategies based on value, customer willingness to pay, and growth objectives. Use when designing pricing tiers, evaluating monetization models, or planning price changes. tags: [pricing, monetization, strategy, saas] --- # Pricing Strategy You are an expert in pricing and monetization strategy. Your goal is to help design pricing that **captures value,
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: product-strategy-canvas description: Build a comprehensive product strategy covering vision, segments, value proposition, trade-offs, metrics, growth, and defensibility. Use when defining or refining product strategy, preparing for strategic reviews, or aligning teams on direction. tags: [strategy, product-management, vision, competitive-strategy] --- # Product Strategy Canvas A structured 9-section framework for defining, va
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: product-strategy-canvas description: Build a comprehensive product strategy covering vision, segments, value proposition, trade-offs, metrics, growth, and defensibility. Use when defining or refining product strategy, preparing for strategic reviews, or aligning teams on direction. tags: [strategy, product-management, vision, competitive-strategy] --- # Product Strategy Canvas A structured 9-section framework for defining, va
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: slack-bot-builder description: "Build Slack apps using the Bolt framework across Python, JavaScript, and Java. Covers Block Kit for rich UIs, interactive components, slash commands, event handling, OAuth installation flows, and Workflow Builder integration. Focus on best practices for production-ready Slack apps. Use when: slack bot, slack app, bolt framework, block kit, slash command." tags: [automation, integrations] --- # S
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: pydantic-models-py description: Create Pydantic models following the multi-model pattern with Base, Create, Update, Response, and InDB variants. Use when defining API request/response schemas, database models, or data validation in Python applications using Pydantic v2. tags: [cloud, pydantic] --- # Pydantic Models Create Pydantic models following the multi-model pattern for clean API contracts. ## Quick Start Copy the temp
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: python-patterns description: Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Use when making Python architecture decisions, choosing frameworks, or structuring Python projects. tags: [python, fastapi, django, patterns] --- # Python Patterns > Python development principles and decision-making for 2025. > **Learn to THINK, not memorize patterns.** ## When t
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: rag-implementation description: Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases. tags: [ai, rag] --- # RAG Implementation Master Retrieval-Augmented Generation (RAG) to build LLM applications that provide accurate, grounded responses us
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: rag-implementation description: Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases. tags: [ai, rag] --- # RAG Implementation Master Retrieval-Augmented Generation (RAG) to build LLM applications that provide accurate, grounded responses us
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: react-best-practices description: Vercel's React and Next.js performance optimization guide with 57 rules across 8 categories. Use when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance, bundle size, and rendering efficiency. tags: [react, performance, nextjs] --- # Vercel React Best Practices Comprehensive performance optimization guide for React and Next.js applications, maintained by Verce
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: react-components description: Converts Stitch designs into modular Vite and React components using system-level networking and AST-based validation. tags: [react, tooling] --- # Stitch to React Components You are a frontend engineer focused on transforming designs into clean React code. You follow a modular approach and use automated tools to ensure code quality. ## Retrieval and networking 1. **Namespace discovery**: Run `l
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: react-modernization description: Upgrade React applications to latest versions, migrate from class components to hooks, and adopt concurrent features. Use when modernizing React codebases, migrating to React Hooks, or upgrading to latest React versions. tags: [frontend, react] --- # React Modernization Master React version upgrades, class to hooks migration, concurrent features adoption, and codemods for automated transformat
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: release-notes description: Transform technical changelogs and tickets into user-facing release notes written in benefit language. Use when shipping a release, communicating product updates, or preparing changelog communications. tags: [release-notes, communication, changelog, product-updates] --- # Release Notes Transform technical changelogs, PRs, and tickets into clear, user-facing release notes that communicate **what chan
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: revenue-operations description: Analyze sales pipeline health, forecast revenue, measure quota attainment, and optimize funnel conversion. Use when building RevOps dashboards, diagnosing pipeline gaps, forecasting quarterly revenue, or aligning sales-marketing-CS handoffs. tags: [revops, sales, pipeline, forecasting] --- # Revenue Operations End-to-end RevOps framework for pipeline analytics, revenue forecasting, quota manage
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: secrets-management description: Implement secure secrets management for CI/CD pipelines using Vault, AWS Secrets Manager, or native platform solutions. Use when handling sensitive credentials, rotating secrets, or securing CI/CD environments. tags: [secrets, security] --- # Secrets Management Secure secrets management practices for CI/CD pipelines using Vault, AWS Secrets Manager, and other tools. ## Purpose Implement secur
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: shadcn-ui description: Expert guidance for integrating and building applications with shadcn/ui components, including component discovery, installation, customization, and best practices. tags: [shadcn, tooling] --- # shadcn/ui Component Integration You are a frontend engineer specialized in building applications with shadcn/ui—a collection of beautifully designed, accessible, and customizable components built with Radix UI o
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: slack-bot-builder description: "Build Slack apps using the Bolt framework across Python, JavaScript, and Java. Covers Block Kit for rich UIs, interactive components, slash commands, event handling, OAuth installation flows, and Workflow Builder integration. Focus on best practices for production-ready Slack apps. Use when: slack bot, slack app, bolt framework, block kit, slash command." tags: [automation, integrations] --- # S
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: summarize-interview description: Transform customer interview transcripts or notes into structured summaries with JTBD insights, pain points, and action items. Use when processing interview data after customer discovery sessions. tags: [discovery, customer-research, interviews, synthesis] --- # Summarize Interview Transform raw interview transcripts or notes into structured, actionable summaries that feed directly into Opport
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: vector-database-engineer description: Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation systems, and similar tags: [database, vector-db] --- # Vector Database Engineer Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, a
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: vulnerability-scanner description: Advanced vulnerability analysis principles covering OWASP 2025, supply chain security, attack surface mapping, and risk prioritization. Use when performing security audits, scanning for vulnerabilities, or reviewing code for security issues. tags: [security, scanning, owasp, vulnerability] --- # Vulnerability Scanner > Think like an attacker, defend like an expert. 2025 threat landscape awar
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: zustand-store-ts description: Create Zustand stores with TypeScript, subscribeWithSelector middleware, and proper state/action separation. Use when building React state management, creating global stores, or implementing reactive state patterns with Zustand. tags: [cloud, zustand] --- # Zustand Store Create Zustand stores following established patterns with proper TypeScript types and middleware. ## Quick Start Copy the tem
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cis-benchmarks description: CIS Benchmarks reference for Kubernetes, Docker, and GCP hardening with automated scanning guidance --- # CIS Benchmarks Reference ## Overview The Center for Internet Security (CIS) publishes consensus-based security configuration benchmarks for operating systems, cloud platforms, containers, and orchestrators. CIS Benchmarks provide prescriptive, testable hardening recommendations organized into t
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cloud-security-patterns description: Cloud security reference architectures and best practices for GCP, AWS, and Azure --- # Cloud Security Patterns ## Overview Cloud security operates under a shared responsibility model: the cloud provider secures the infrastructure, while the customer secures their workloads, data, and configurations. Misunderstanding this boundary is the root cause of most cloud security incidents. This s
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: databricks-mlflow-evaluation --- # MLflow 3 GenAI Evaluation ## Before Writing Any Code 1. **Read GOTCHAS.md** - 15+ common mistakes that cause failures 2. **Read CRITICAL-interfaces.md** - Exact API signatures and data schemas ## End-to-End Workflows Follow these workflows based on your goal. Each step indicates which reference files to read. ### Workflow 1: First-Time Evaluation Setup For users new to MLflow GenAI evalu
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: workflow-orchestration-patterns description: Design durable workflows with Temporal for distributed systems. Covers workflow vs activity separation, saga patterns, state management, and determinism constraints. Use when building long-running business processes or distributed transactions. tags: [workflow, temporal, orchestration] --- # Workflow Orchestration Patterns Master workflow orchestration architecture with Temporal, c
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: multi-agent-brainstorming description: "Structured multi-agent design review with enforced roles: designer, skeptic, constraint guardian, user advocate, and arbiter. Use when validating system designs, surfacing hidden assumptions, stress-testing architectures before implementation, or preventing premature design approval." tags: [multi-agent, brainstorming, design-review] --- # Multi-Agent Brainstorming (Structured Design Rev
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: analytics-tracking description: Analytics implementation and measurement design for trustworthy decision-grade data. Use when designing tracking plans, implementing event models, auditing analytics accuracy, or setting up conversion measurement. tags: [analytics, tracking, measurement] --- # Analytics Tracking & Measurement Strategy You are an expert in **analytics implementation and measurement design**. Your goal is to ensu
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: finance-accounting description: Create journal entries, perform account reconciliation, run variance analysis, and manage financial close processes. Use when recording transactions, reconciling accounts, analyzing budget variances, or executing month-end close procedures. tags: [finance, accounting, reconciliation, financial-close] --- # Finance & Accounting Operations Operational accounting framework for journal entries, rec
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: market-sizing-analysis description: Calculate TAM, SAM, and SOM using top-down, bottom-up, and value-theory methodologies. Use when sizing a market opportunity, preparing investor materials, or validating product-market fit. tags: [market-sizing, tam-sam-som, strategy, investor-readiness] --- # Market Sizing Analysis Comprehensive market sizing methodologies for calculating Total Addressable Market (TAM), Serviceable Availabl
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: event-sourcing-architect description: Expert in event sourcing, CQRS, and event-driven architecture patterns. Masters event store design, projection building, saga orchestration, and eventual consistency patterns. Use PROACTIVELY for event-sourced systems, audit trails, or temporal queries. tags: [event-sourcing, messaging] --- # Event Sourcing Architect Expert in event sourcing, CQRS, and event-driven architecture patterns.
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: multi-agent-patterns description: Orchestrator, peer-to-peer, and hierarchical multi-agent architectures with context isolation, consensus protocols, and failure mitigation. Use when designing multi-agent systems, partitioning context across agents, or scaling beyond single-agent limits. tags: [multi-agent, orchestration, patterns] --- # Multi-Agent Architecture Patterns Multi-agent architectures distribute work across multip
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: database-architect description: Expert database architect specializing in data layer design from tags: [data-engineering, database] --- You are a database architect specializing in designing scalable, performant, and maintainable data layers from the ground up. ## Use this skill when - Selecting database technologies or storage patterns - Designing schemas, partitions, or replication strategies - Planning migrations or re-ar
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: ai-agents-architect description: "Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling." tags: [agents, ai] --- # AI Agents Architect **Role**: AI Agent Systems Architect I build AI systems that can act autonomously while remaining controllable. I understand tha
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: sql-optimization-patterns description: Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance and eliminate slow queries. Use when debugging slow queries, designing database schemas, or optimizing application performance. tags: [data-engineering, sql] --- # SQL Optimization Patterns Transform slow database queries into lightning-fast operations through systematic
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-cosmos-py description: "Azure Cosmos DB SDK for Python" tags: [azure, database] --- # Azure Cosmos DB SDK for Python Client library for Azure Cosmos DB NoSQL API — globally distributed, multi-model database. ## Installation ```bash pip install azure-cosmos azure-identity ``` ## Environment Variables ```bash COSMOS_ENDPOINT=https://<account>.documents.azure.com:443/ COSMOS_DATABASE=mydb COSMOS_CONTAINER=mycontainer `
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: dbt-transformation-patterns description: Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices. tags: [data-engineering, dbt] --- # dbt Transformation Patterns Production-ready patterns for dbt (data build tool) including model organiza
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: spark-optimization description: Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines. tags: [data-engineering, spark] --- # Apache Spark Optimization Production patterns for optimizing Apache Spark jobs including partitioning strategies, memory management, shuffle optimization, and perform
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-ai-textanalytics-py description: "Azure AI Text Analytics SDK for Python" tags: [ai, azure] --- # Azure AI Text Analytics SDK for Python Client library for Azure AI Language service NLP capabilities including sentiment, entities, key phrases, and more. ## Installation ```bash pip install azure-ai-textanalytics ``` ## Environment Variables ```bash AZURE_LANGUAGE_ENDPOINT=https://<resource>.cognitiveservices.azure.com
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: spark-optimization description: Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines. tags: [data-engineering, spark] --- # Apache Spark Optimization Production patterns for optimizing Apache Spark jobs including partitioning strategies, memory management, shuffle optimization, and perform
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: error-handling-patterns description: Master error handling patterns across languages including exceptions, Result types, error propagation, and graceful degradation to build resilient applications. Use when implementing error handling, designing APIs, or improving application reliability. tags: [backend, error] --- # Error Handling Patterns Build resilient applications with robust error handling strategies that gracefully han
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: agent-tool-builder description: "Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails silently, or costs 10x more tokens than necessary. This skill covers tool design from schema to error handling. JSON Schema best practices, description writing that actually helps the LLM, validation, and the emerging MCP standard that's becoming t
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: similarity-search-patterns description: Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance. tags: [ai, search] --- # Similarity Search Patterns Patterns for implementing efficient similarity search in production systems. ## Use this skill when - Building semantic search systems - Implementing RAG retrieval
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cloud-security-patterns description: Cloud security reference architectures and best practices for GCP, AWS, and Azure tags: [cloud, security] --- # Cloud Security Patterns ## Overview Cloud security operates under a shared responsibility model: the cloud provider secures the infrastructure, while the customer secures their workloads, data, and configurations. Misunderstanding this boundary is the root cause of most cloud se
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: azure-identity-py description: "Azure Identity SDK for Python" tags: [azure, cloud] --- # Azure Identity SDK for Python Authentication library for Azure SDK clients using Microsoft Entra ID (formerly Azure AD). ## Installation ```bash pip install azure-identity ``` ## Environment Variables ```bash # Service Principal (for production/CI) AZURE_TENANT_ID=<your-tenant-id> AZURE_CLIENT_ID=<your-client-id> AZURE_CLIENT_SECRET=
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: app-store-optimization description: Optimize mobile app listings for iOS App Store and Google Play — keyword research, screenshot design, rating management, and conversion optimization. Use when launching a mobile app, improving app store rankings, or optimizing download conversion rates. tags: [aso, mobile, app-store, growth] --- # App Store Optimization (ASO) Comprehensive ASO framework for iOS App Store and Google Play — k
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: kubernetes-architect description: Expert Kubernetes architect specializing in cloud-native tags: [devops, kubernetes] --- You are a Kubernetes architect specializing in cloud-native infrastructure, modern GitOps workflows, and enterprise container orchestration at scale. ## Use this skill when - Designing Kubernetes platform architecture or multi-cluster strategy - Implementing GitOps workflows and progressive delivery - Pla
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: agent-evaluation description: "Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top agents achieve less than 50% on real-world benchmarks Use when: agent testing, agent evaluation, benchmark agents, agent reliability, test agent." tags: [agents, testing] --- # Agent Evaluation You're a quality engineer who has seen agents that ac
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: github-workflow-automation description: Automate GitHub workflows with AI assistance. Includes PR reviews, issue triage, CI/CD integration, and Git operations. Use when automating GitHub workflows, setting up PR review automation, creating GitHub Actions, or triaging issues. tags: [automation, github, workflows] --- # 🔧 GitHub Workflow Automation > Patterns for automating GitHub workflows with AI assistance, inspired by [Gem
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: design-md description: Analyze Stitch projects and synthesize a semantic design system into DESIGN.md files tags: [design, tooling] --- # Stitch DESIGN.md Skill You are an expert Design Systems Lead. Your goal is to analyze the provided technical assets and synthesize a "Semantic Design System" into a file named `DESIGN.md`. ## Overview This skill helps you create `DESIGN.md` files that serve as the "source of truth" for pr
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: ab-test-setup description: Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness. Use when planning experiments, defining test hypotheses, calculating sample sizes, or validating A/B test designs. tags: [ab-testing, experimentation, cro] --- # A/B Test Setup ## Purpose & Scope Ensure every A/B test is **valid, rigorous, and safe** before a single line of code is writt
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: campaign-analytics description: Measure multi-touch attribution, calculate channel ROI, analyze marketing funnels, and integrate A/B test results into campaign performance. Use when evaluating campaign effectiveness, optimizing channel spend, building attribution models, or reporting on marketing performance. tags: [marketing, attribution, campaign, channel-roi] --- # Campaign Analytics Marketing campaign measurement framewor
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: enterprise-search description: Design cross-tool knowledge retrieval strategies, architect enterprise search systems, and tune relevance models. Use when building internal search experiences, consolidating knowledge across tools, or improving search result quality. tags: [search, knowledge-management, information-retrieval] --- # Enterprise Search Business-oriented framework for designing cross-tool knowledge retrieval, archi
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: seo-audit description: SEO diagnostic specialist with weighted scoring model (SEO Health Index 0-100) covering crawlability, technical foundations, on-page optimization, and content quality. Use when auditing SEO health, diagnosing organic visibility issues, or prioritizing SEO improvements. tags: [seo, audit, marketing, analytics] --- # SEO Audit You are an **SEO diagnostic specialist**. Your role is to **identify, explain,
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: cxo-thinkos description: Structural thinking operating system for converting business complexity into actionable clarity. Use when analyzing markets, diagnosing strategic problems, identifying leverage points, or producing executive-grade insight that changes decisions. tags: [systems-thinking, strategy, structural-analysis, decision-making, executive] --- # Business Engineer ThinkOS You are The Business Engineer — an analyti
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: ai-agents-architect description: "Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling." tags: [agents, ai] --- # AI Agents Architect **Role**: AI Agent Systems Architect I build AI systems that can act autonomously while remaining controllable. I understand tha
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: hr-operations description: Manage hiring pipelines, analyze compensation data, create performance review templates, and design onboarding checklists. Use when building HR processes, conducting comp analysis, designing review cycles, or structuring employee onboarding. tags: [hr, hiring, compensation, performance-management] --- # HR Operations Operational HR framework for hiring pipeline management, compensation analysis, per
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: revenue-operations description: Analyze sales pipeline health, forecast revenue, measure quota attainment, and optimize funnel conversion. Use when building RevOps dashboards, diagnosing pipeline gaps, forecasting quarterly revenue, or aligning sales-marketing-CS handoffs. tags: [revops, sales, pipeline, forecasting] --- # Revenue Operations End-to-end RevOps framework for pipeline analytics, revenue forecasting, quota manage
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: opportunity-solution-tree description: Build an Opportunity Solution Tree to connect desired outcomes to customer opportunities, solutions, and experiments. Use when prioritizing discovery work, mapping customer needs to solutions, or deciding what to build next. tags: [discovery, prioritization, product-strategy, continuous-discovery] --- # Opportunity Solution Tree A visual framework from Teresa Torres' *Continuous Discover
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: gdpr-reference description: GDPR compliance reference for security agents covering key principles, lawful bases, data subject rights, DPIAs, and breach notification requirements. tags: [compliance, security] --- # GDPR Compliance Reference ## Overview The General Data Protection Regulation (GDPR) is the European Union's comprehensive data protection law (Regulation (EU) 2016/679) that governs the processing of personal data
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: async-python-patterns description: Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when building async APIs, concurrent systems, or I/O-bound applications requiring non-blocking operations. tags: [backend, python] --- # Async Python Patterns Comprehensive guidance for implementing asynchronous Python applications using asyncio, concurrent programming patterns, and
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-transcription-py description: "Azure AI Transcription SDK for Python" --- # Azure AI Transcription SDK for Python Client library for Azure AI Transcription (speech-to-text) with real-time and batch transcription. ## Installation ```bash pip install azure-ai-transcription ``` ## Environment Variables ```bash TRANSCRIPTION_ENDPOINT=https://<resource>.cognitiveservices.azure.com TRANSCRIPTION_KEY=<your-key> ``` ## A
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-cosmos-ts description: "@azure/cosmos (TypeScript/JavaScript)" --- # @azure/cosmos (TypeScript/JavaScript) Data plane SDK for Azure Cosmos DB NoSQL API operations — CRUD on documents, queries, bulk operations. > **⚠️ Data vs Management Plane** > - **This SDK (@azure/cosmos)**: CRUD operations on documents, queries, stored procedures > - **Management SDK (@azure/arm-cosmosdb)**: Create accounts, databases, containers via
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-mgmt-apicenter-py description: "Azure API Center Management SDK for Python" --- # Azure API Center Management SDK for Python Manage API inventory, metadata, and governance in Azure API Center. ## Installation ```bash pip install azure-mgmt-apicenter pip install azure-identity ``` ## Environment Variables ```bash AZURE_SUBSCRIPTION_ID=your-subscription-id ``` ## Authentication ```python from azure.identity import De
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-messaging-webpubsubservice-py description: "Azure Web PubSub Service SDK for Python" --- # Azure Web PubSub Service SDK for Python Real-time messaging with WebSocket connections at scale. ## Installation ```bash # Service SDK (server-side) pip install azure-messaging-webpubsubservice # Client SDK (for Python WebSocket clients) pip install azure-messaging-webpubsubclient ``` ## Environment Variables ```bash AZURE_WEB
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: inngest description: "Inngest expert for serverless-first background jobs, event-driven workflows, and durable execution without managing queues or workers. Use when: inngest, serverless background job, event-driven workflow, step function, durable execution." tags: [devops, inngest] --- # Inngest Integration You are an Inngest expert who builds reliable background processing without managing infrastructure. You understand th
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-storage-blob-py description: "Azure Blob Storage SDK for Python" --- # Azure Blob Storage SDK for Python Client library for Azure Blob Storage — object storage for unstructured data. ## Installation ```bash pip install azure-storage-blob azure-identity ``` ## Environment Variables ```bash AZURE_STORAGE_ACCOUNT_NAME=<your-storage-account> # Or use full URL AZURE_STORAGE_ACCOUNT_URL=https://<account>.blob.core.windows.
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: release-notes description: Transform technical changelogs and tickets into user-facing release notes written in benefit language. Use when shipping a release, communicating product updates, or preparing changelog communications. tags: [release-notes, communication, changelog, product-updates] --- # Release Notes Transform technical changelogs, PRs, and tickets into clear, user-facing release notes that communicate **what chan
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: saga-orchestration description: Implement saga patterns for distributed transactions and cross-aggregate workflows. Use when coordinating multi-step business processes, handling compensating transactions, or managing long-running workflows. tags: [architecture, saga] --- # Saga Orchestration Patterns for managing distributed transactions and long-running business processes. ## Do not use this skill when - The task is unrela
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: distributed-tracing description: Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks. Use when debugging microservices, analyzing request flows, or implementing observability for distributed systems. tags: [devops, distributed] --- # Distributed Tracing Implement distributed tracing with Jaeger and Tempo for request flow visibility across microservice
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: inngest description: "Inngest expert for serverless-first background jobs, event-driven workflows, and durable execution without managing queues or workers. Use when: inngest, serverless background job, event-driven workflow, step function, durable execution." tags: [devops, inngest] --- # Inngest Integration You are an Inngest expert who builds reliable background processing without managing infrastructure. You understand th
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: langfuse description: "Expert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datasets, and integration with LangChain, LlamaIndex, and OpenAI. Essential for debugging, monitoring, and improving LLM applications in production. Use when: langfuse, llm observability, llm tracing, prompt management, llm evaluation." tags: [ai, langfuse] --- # Langfuse **Role**: LLM Observa
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: ab-test-analysis description: Analyze A/B test results with statistical rigor — calculate significance, check guardrails, and make ship/extend/stop decisions. Use when evaluating experiment results or interpreting test data. --- # A/B Test Analysis Analyze experiment results with statistical rigor and produce a clear **Ship / Investigate / Extend / Stop** recommendation. This skill complements `ab-test-setup` (which handles e
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: agent-tool-builder description: "Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails silently, or costs 10x more tokens than necessary. This skill covers tool design from schema to error handling. JSON Schema best practices, description writing that actually helps the LLM, validation, and the emerging MCP standard that's becoming th
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: agents-v2-py description: "Azure AI Hosted Agents (Python)" --- # Azure AI Hosted Agents (Python) Build container-based hosted agents using `ImageBasedHostedAgentDefinition` from the Azure AI Projects SDK. ## Installation ```bash pip install azure-ai-projects>=2.0.0b3 azure-identity ``` **Minimum SDK Version:** `2.0.0b3` or later required for hosted agent support. ## Environment Variables ```bash AZURE_AI_PROJECT_ENDPOINT
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: airflow-dag-patterns description: Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs. --- # Apache Airflow DAG Patterns Production-ready patterns for Apache Airflow including DAG design, operators, sensors, testing, and deployment strategies. ## Use this skill when - Creating data pipelin
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: analytics-tracking description: Analytics implementation and measurement design for trustworthy decision-grade data. Use when designing tracking plans, implementing event models, auditing analytics accuracy, or setting up conversion measurement. --- # Analytics Tracking & Measurement Strategy You are an expert in **analytics implementation and measurement design**. Your goal is to ensure tracking produces **trustworthy signals
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: api-security-best-practices description: Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and protection against common API vulnerabilities --- # API Security Best Practices ## Overview Guide developers in building secure APIs by implementing authentication, authorization, input validation, rate limiting, and protection against common vulnerabilities. This skill co
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: angular-migration description: Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates. Use when upgrading AngularJS applications, planning framework migrations, or modernizing legacy Angular code. --- # Angular Migration Master AngularJS to Angular migration, including hybrid apps, component conversion, dependency injection changes, and routing migration. ## Use
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: architecture-decision-records description: Write and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation. Use when documenting significant technical decisions, reviewing past architectural choices, or establishing decision processes. --- # Architecture Decision Records Comprehensive patterns for creating, maintaining, and managing Architecture Decision Records (ADRs) that
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-ml-py description: "Azure Machine Learning SDK v2 for Python" --- # Azure Machine Learning SDK v2 for Python Client library for managing Azure ML resources: workspaces, jobs, models, data, and compute. ## Installation ```bash pip install azure-ai-ml ``` ## Environment Variables ```bash AZURE_SUBSCRIPTION_ID=<your-subscription-id> AZURE_RESOURCE_GROUP=<your-resource-group> AZURE_ML_WORKSPACE_NAME=<your-workspace-na
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-ai-translation-text-py description: "Azure AI Text Translation SDK for Python" --- # Azure AI Text Translation SDK for Python Client library for Azure AI Translator text translation service for real-time text translation, transliteration, and language operations. ## Installation ```bash pip install azure-ai-translation-text ``` ## Environment Variables ```bash AZURE_TRANSLATOR_KEY=<your-api-key> AZURE_TRANSLATOR_REGI
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-copilot-studio description: Microsoft Copilot Studio patterns for building low-code AI bots with 1,000+ Power Platform connectors. Use when creating enterprise chatbots connected to SAP, Salesforce, ServiceNow, Oracle, or other systems via Power Platform. --- # Microsoft Copilot Studio Build enterprise AI bots using Microsoft Copilot Studio with 1,000+ Power Platform connectors to SAP, Salesforce, ServiceNow, Oracle, and
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-appconfiguration-py description: "Azure App Configuration SDK for Python" --- # Azure App Configuration SDK for Python Centralized configuration management with feature flags and dynamic settings. ## Installation ```bash pip install azure-appconfiguration ``` ## Environment Variables ```bash AZURE_APPCONFIGURATION_CONNECTION_STRING=Endpoint=https://<name>.azconfig.io;Id=...;Secret=... # Or for Entra ID: AZURE_APPCONF
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-keyvault-secrets-ts description: Manage secrets using Azure Key Vault Secrets SDK for JavaScript (@azure/keyvault-secrets). Use when storing and retrieving application secrets or configuration values. --- # Azure Key Vault Secrets SDK for TypeScript Manage secrets with Azure Key Vault. ## Installation ```bash # Secrets SDK npm install @azure/keyvault-secrets @azure/identity ``` ## Environment Variables ```bash KEY_VA
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-monitor-opentelemetry-py description: "Azure Monitor OpenTelemetry Distro for Python" --- # Azure Monitor OpenTelemetry Distro for Python One-line setup for Application Insights with OpenTelemetry auto-instrumentation. ## Installation ```bash pip install azure-monitor-opentelemetry ``` ## Environment Variables ```bash APPLICATIONINSIGHTS_CONNECTION_STRING=InstrumentationKey=xxx;IngestionEndpoint=https://xxx.in.applic
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-monitor-opentelemetry-ts description: Instrument applications with Azure Monitor and OpenTelemetry for JavaScript (@azure/monitor-opentelemetry). Use when adding distributed tracing, metrics, and logs to Node.js applications with Application Insights. --- # Azure Monitor OpenTelemetry SDK for TypeScript Auto-instrument Node.js applications with distributed tracing, metrics, and logs. ## Installation ```bash # Distro (r
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-search-documents-py description: "Azure AI Search SDK for Python" --- # Azure AI Search SDK for Python Full-text, vector, and hybrid search with AI enrichment capabilities. ## Installation ```bash pip install azure-search-documents ``` ## Environment Variables ```bash AZURE_SEARCH_ENDPOINT=https://<service-name>.search.windows.net AZURE_SEARCH_API_KEY=<your-api-key> AZURE_SEARCH_INDEX_NAME=<your-index-name> ``` ## A
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-storage-file-share-py description: "Azure Storage File Share SDK for Python" --- # Azure Storage File Share SDK for Python Manage SMB file shares for cloud-native and lift-and-shift scenarios. ## Installation ```bash pip install azure-storage-file-share ``` ## Environment Variables ```bash AZURE_STORAGE_CONNECTION_STRING=DefaultEndpointsProtocol=https;AccountName=...;AccountKey=... # Or AZURE_STORAGE_ACCOUNT_URL=http
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: ui-ux-designer description: Create interface designs, wireframes, and design systems. Masters tags: [design, frontend] --- ## Use this skill when - Working on ui ux designer tasks or workflows - Needing guidance, best practices, or checklists for ui ux designer ## Do not use this skill when - The task is unrelated to ui ux designer - You need a different domain or tool outside this scope ## Instructions - Clarify goals, c
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-speech-to-text-rest-py description: "Azure Speech to Text REST API for Short Audio" --- # Azure Speech to Text REST API for Short Audio Simple REST API for speech-to-text transcription of short audio files (up to 60 seconds). No SDK required - just HTTP requests. ## Prerequisites 1. **Azure subscription** - [Create one free](https://azure.microsoft.com/free/) 2. **Speech resource** - Create in [Azure Portal](https://po
<!-- AUTO-GENERATED by export-plugins.py — DO NOT EDIT --> --- name: revenue-operations description: Analyze sales pipeline health, forecast revenue, measure quota attainment, and optimize funnel conversion. Use when building RevOps dashboards, diagnosing pipeline gaps, forecasting quarterly revenue, or aligning sales-marketing-CS handoffs. tags: [revops, sales, pipeline, forecasting] --- # Revenue Operations End-to-end RevOps framework for pipeline analytics, revenue forecasting, quota manage
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: azure-web-pubsub-ts description: Build real-time messaging applications using Azure Web PubSub SDKs for JavaScript (@azure/web-pubsub, @azure/web-pubsub-client). Use when implementing WebSocket-based real-time features, pub/sub messaging, group chat, or live notifications. --- # Azure Web PubSub SDKs for TypeScript Real-time messaging with WebSocket connections and pub/sub patterns. ## Installation ```bash # Server-side mana
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: cve-epss-guide description: CVE/NVD/EPSS vulnerability prioritization guide for risk-based remediation --- # CVE/NVD/EPSS Vulnerability Prioritization Guide ## Overview Vulnerability management generates more findings than any team can remediate simultaneously. Effective prioritization separates critical risks from noise. This skill combines three complementary data sources to produce actionable remediation priorities: - **C
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT --> --- name: connect-apps description: Connect Claude to external apps like Gmail, Slack, GitHub. Use this skill when the user wants to send emails, create issues, post messages, or take actions in external services. --- # Connect Apps Connect Claude to 1000+ apps. Actually send emails, create issues, post messages - not just generate text about it. ## Quick Start ### Step 1: Install the Plugin ``` /plugin install composio-toolrouter ``