Skills
97,222 packaged capabilities and playbooks for agents. Install any of them with one command.
Cloud & DevOps
Expert knowledge for Azure Carbon Optimization development, including troubleshooting, best practices, security, and integrations and coding patterns. Use when exporting emissions via REST/Python, setting RBAC, or applying Azure Advisor carbon optimization guidance, and for other Azure Carbon Optimization development tasks. Not for Cost Management (use azure-cost-management), Azure Impact Reporting (use azure-impact-reporting), Azure Monitor (use azure-monitor), or Azure Policy (use azure-policy).
Expert knowledge for Azure Confidential Ledger development, including troubleshooting, decision-making, architecture and design patterns, limits and quotas, security, integrations and coding patterns, and deployment. Use for configuring Entra-secured ACL access, MST payloads, Blob/Cosmos integrations, node attestation, or ARM/Terraform deployments, and other Azure Confidential Ledger development tasks. Not for Azure Confidential Computing (use azure-confidential-computing), Azure Enclave (use azure-enclave), or Azure Key Vault (use azure-key-vault).
Expert knowledge for Azure DevTest Labs development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when managing lab VM images, ARM/CI-CD automation, RBAC/Key Vault security, hub-spoke networking, or quotas, and other Azure DevTest Labs related development tasks. Not for Azure Lab Services (use azure-lab-services), Azure Dev Box (use azure-dev-box), Azure Virtual Machines (use azure-virtual-machines), Azure Virtual Desktop (use azure-virtual-desktop).
Expert knowledge for Azure Extended Zones development including limits & quotas, security, and configuration. Use when registering subs, authoring Azure Policy, deploying Azure Firewall, CMK disk encryption, or quota requests, and other Azure Extended Zones related development tasks. Not for Azure Virtual Network (use azure-virtual-network), Azure Virtual WAN (use azure-virtual-wan), Azure Traffic Manager (use azure-traffic-manager).
Expert knowledge for Azure Managed Lustre development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations, and coding patterns. Use when mounting AML via CSI, tuning capacity/throughput, integrating with Blob, securing CMK/NSGs, tuning MLPerf IO, or handling other Azure Managed Lustre-related development tasks. Not for Azure NetApp Files (use azure-netapp-files), Azure Blob Storage (use azure-blob-storage), or Azure Files (use azure-files).
Expert knowledge for Azure AI Metrics Advisor development, including decision making, limits and quotas, security, configuration, integrations and coding patterns. Use when configuring data feeds, tuning anomaly detection, managing alerts/hooks, or calling Metrics Advisor REST/SDKs, and other Azure AI Metrics Advisor related development tasks. Not for Azure AI Anomaly Detector (use azure-anomaly-detector), Azure Monitor (use azure-monitor), Azure Stream Analytics (use azure-stream-analytics).
Expert knowledge for Azure US Government development, including decision-making, architecture and design patterns, security, configuration, integration and coding patterns, and deployment. Use when choosing Azure Gov vs global, meeting FedRAMP/DoD IL5 requirements, using SACA patterns, Gov Marketplace, or sovereign APIs, and for other Azure US Government development tasks. Not for Azure Local (use azure-local), Azure Extended Zones (use azure-extended-zones), Azure Networking (use azure-networking), or Azure Virtual Network (use azure-virtual-network).
Expert knowledge for Azure AI Video Indexer development, including troubleshooting, best practices, decision making, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when configuring live camera analysis, custom AI insights, OpenAI summaries, Video Indexer APIs, or face redaction, and other Azure AI Video Indexer related development tasks. Not for Azure AI Vision (use azure-ai-vision), Azure AI Search (use azure-cognitive-search).
Triggers a Power Platform Pipeline deployment run for a Power Pages solution. Selects a target stage, validates the package, optionally configures deployment settings (environment variables, connection references), then deploys and polls for completion. Use when asked to: "deploy pipeline", "run pipeline", "trigger deployment", "deploy to staging", "deploy to production", "run power platform pipeline", "deploy solution via pipeline", "promote solution", "push to staging", "push to production".
Imports a Dataverse solution zip into a target environment, with optional staged import to check dependencies before committing. Use when asked to “import solution,” “install solution,” “deploy solution zip,” “push solution to environment,” “deploy to staging,” “deploy to production,” or “install site in new environment.”
Sets up a Power Platform Pipeline for automated Power Pages deployments. Power Platform Pipelines is Microsoft's native CI/CD tool built into the Power Platform — no external infrastructure required. Use when asked to: “set up ci/cd,” “create pipeline,” “setup pipeline,” “set up power platform pipelines,” “create power pipelines,” “automate deployments,” “set up automated deployment,” “create deployment pipeline,” or “use power pipelines.” Also handles “set up github actions” or “set up azure devops pipeline” (shows coming-soon guidance for those platforms).
Alibaba Cloud PAI Workspace Management Skill. Create, query, and list workspaces on the Platform for AI (PAI). Triggers: "create PAI workspace", "query PAI workspace", "list workspaces", "PAI workspace", "create workspace", "get workspace", "list workspaces", "AIWorkSpace CreateWorkspace", "AIWorkSpace GetWorkspace", "AIWorkSpace ListWorkspaces"
Alibaba Cloud Tair (Redis OSS-Compatible) Database AI Assistant. For Tair/Redis instance management, performance diagnostics, memory analysis, hotspot key detection, latency troubleshooting, parameter tuning, connection session analysis. Use when user questions involve Tair, Redis, instance IDs starting with r-, memory analysis, hotspot keys, eviction policy, big key detection, etc.
Expert knowledge for Azure Data Science Virtual Machines development including troubleshooting, decision making, architecture & design patterns, security, configuration, integrations & coding patterns, and deployment. Use when managing DSVM images/tools, IaC deployment (Bicep/ARM), Key Vault secrets, MLflow, or GPU/Jupyter issues, and other Azure Data Science Virtual Machines related development tasks. Not for Azure Virtual Machines (use azure-virtual-machines), Azure Machine Learning (use azure-machine-learning), Azure Databricks (use azure-databricks), Azure HDInsight (use azure-hdinsight).
Expert knowledge for Azure Impact Reporting development, including troubleshooting, configuration, integrations, and coding patterns. Use when wiring Impact Reporting to Monitor alerts, Logic Apps, Service Health, HPC Guest Health, or diagnostic logs, and for other Azure Impact Reporting development tasks. Not for Azure Carbon Optimization (use azure-carbon-optimization), Cost Management (use azure-cost-management), or Azure Monitor (use azure-monitor).
Expert knowledge for Azure Peering Service development including limits & quotas. Use when validating prefix size, routing setup, BGP config, RPKI status, or AS number requirements, and other Azure Peering Service related development tasks. Not for Azure Internet Peering (use azure-internet-peering), Azure ExpressRoute (use azure-expressroute), Azure Virtual Network (use azure-virtual-network), Azure Virtual WAN (use azure-virtual-wan).
Azure SQL Database optimization and platform-specific features. PROACTIVELY activate for: (1) Azure SQL Database optimization, (2) DTU vs vCore selection and right-sizing, (3) automatic tuning (force last good plan, create/drop index), (4) Hyperscale tier and read replicas, (5) Serverless tier and auto-pause, (6) Azure SQL performance monitoring (Query Performance Insight, Intelligent Insights), (7) elastic pools, (8) Always Encrypted with secure enclaves, (9) Managed Instance vs Azure SQL DB tradeoffs, (10) failover groups and geo-replication. Provides: tier-selection matrix, automatic-tuning enablement steps, Hyperscale architecture overview, monitoring queries, and elastic pool sizing guidance
Microsoft Defender for DevOps integration with Azure Pipelines. PROACTIVELY activate for: (1) adding security scanning to a pipeline, (2) Microsoft Security DevOps task (MSDO), (3) SAST tools (CredScan, ESLint, BinSkim, Bandit, Semgrep), (4) dependency scanning (Dependency-Check, Snyk), (5) container image scanning (Trivy, Defender for Containers), (6) IaC scanning (Checkov, Terrascan), (7) secret scanning, (8) SARIF results upload, (9) Defender for Cloud connector setup, (10) compliance reporting and policy gates. Provides: MSDO task YAML, scanner enable/disable matrix, SARIF integration, Defender connector setup steps, and a quality-gate template
Docker Compose Watch mode for hot reload during local development (2025 GA). PROACTIVELY activate for: (1) docker compose watch setup, (2) watch action types (sync, rebuild, sync+restart, sync+exec), (3) configuring path filters and ignore patterns, (4) hot-reload for Node/Python/Go/Rust apps in Compose, (5) sync-only vs rebuild trade-offs, (6) using watch with profiles, (7) debugging watch mode (verbose logs), (8) integrating watch with bind mounts, (9) Compose watch vs nodemon/air/cargo-watch. Provides: watch action reference, per-language hot-reload examples, path filter patterns, and troubleshooting steps
GitHub Actions 2025–2026 features and modernization. Proactively activate for: (1) 1 vCPU Linux runners (October 2025 public preview), (2) immutable releases for hardened distribution, (3) migration from Node20 to Node24, (4) reusable workflows and composite actions, (5) workflow_dispatch with rich inputs, (6) artifact attestations and provenance, (7) ARC (Actions Runner Controller) for self-hosted Kubernetes, (8) larger runners and macOS Apple Silicon runners, (9) deployment environments and protection rules, (10) OIDC federation to AWS/Azure/GCP. Provides workflow templates, a runner-selection matrix, OIDC setup recipes, attestation patterns, and Node24 migration steps
Huawei Cloud UCS cluster onboarding, lifecycle, and fleet management via hcloud CLI. Register, query, and remove clusters; manage fleet groups, obtain kubeconfig, and check quotas. Triggers: "UCS cluster onboarding", "UCS 集群纳管", "UCS fleet", "UCS 舰队", "UCS kubeconfig", "UCS federation", "UCS 联邦", "UCS 配额", "cluster lifecycle", "纳管集群", "集群管理"
Use when the user mentions tosutil, TOS object storage, bucket/object operations, batch upload or download, object metadata, TOS connectivity, or errors such as 403/network/argument failures. 围绕火山引擎对象存储 tosutil 生成与校验命令、规划桶/对象操作并诊断错误；当用户提到 tosutil、TOS 桶对象管理、批量上传下载或相关排障时调用。
Use when running commands inside a Zeabur service container. For one-off database operations such as queries, data cleanup, or migrations (e.g. mongosh, psql, mysql, redis-cli). Use when the user says “exec into container,” “run command in service,” “query database,” “delete from database,” “run mongo command,” “run SQL,” “check files in container,” “debug inside service,” or “shell into service.” Also for container-level debugging such as checking environment variables, files, processes, or connectivity. NOT for deploying databases (use zeabur-template-deploy instead)
ECS Health Inspection - Perform comprehensive health inspections on Alibaba Cloud ECS instances. Checks CPU usage, system load, memory usage, disk IO (BPS and IOPS), network traffic, disk capacity, and GPU metrics (when applicable). Generates a structured HTML inspection report with findings and recommendations. Use when users request an ECS health inspection, instance health check, performance inspection, resource usage report, or system health status of an ECS instance.
Alibaba Cloud Tair development toolkit — 7 capabilities covering architecture selection, data structure design, instance creation & configuration, connection management, performance monitoring, error troubleshooting, and backup & recovery. Executes real cloud operations via aliyun CLI (creating instances, modifying whitelists, managing backups, restoring data). Restore operations are high-risk and will overwrite current data. Ensure the RAM account has required permissions (see references/ram-policies.md). Triggers: "tair", "create tair instance", "tair instance", "redis", "data structure", "backup", "PITR", "tair architecture", "tair connection", "tair error".
Expert knowledge for Azure Education Hub development, including troubleshooting, limits, and quotas. Use when managing Azure for Students credits, yearly quotas, renewals, or Dev Tools for Teaching sign-in issues, and for other Azure Education Hub development tasks. Not for Azure Lab Services (use azure-lab-services), Azure DevTest Labs (use azure-devtest-labs), or Azure Virtual Desktop (use azure-virtual-desktop).
Expert knowledge for Azure Elastic SAN development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when creating Elastic SAN volumes, AVS datastores, iSCSI clients, snapshots, or clustered SQL/FC workloads, and other Azure Elastic SAN related development tasks. Not for Azure Blob Storage (use azure-blob-storage), Azure Files (use azure-files), Azure NetApp Files (use azure-netapp-files), Azure Virtual Machines (use azure-virtual-machines)
Expert knowledge for Azure IoT Central development, including troubleshooting, best practices, decision making, architecture and design patterns, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when designing device templates, data exports, IoT Edge gateways, REST/CLI automation, or IoT Central migrations, and for other Azure IoT Central development tasks. Not for Azure IoT Hub (use azure-iot-hub), Azure IoT (use azure-iot), Azure IoT Edge (use azure-iot-edge), or Azure IoT Operations (use azure-iot-operations).
Expert knowledge for Azure Lighthouse development including decision making, security, configuration, integrations & coding patterns, and deployment. Use when configuring Lighthouse delegations, AOBO/PIM access, Arc/Sentinel integrations, policies/remediation, or Marketplace offers, and other Azure Lighthouse related development tasks. Not for Azure Arc (use azure-arc), Azure Managed Applications (use azure-managed-applications), Azure Resource Manager (use azure-resource-manager), Azure Role-based access control (use azure-rbac).
Expert knowledge for Azure Notification Hubs development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integration and coding patterns, and deployment. Use when sending FCM/APNS/WNS pushes, using tags/templates, managing tiers, configuring IaC, or accessing Private Link, and for other Azure Notification Hubs development tasks. Not for Azure Event Hubs (use azure-event-hubs), Azure Service Bus (use azure-service-bus), Azure SignalR Service (use azure-signalr-service), or Azure Web PubSub (use azure-web-pubsub).
Expert knowledge for Azure AI Personalizer development, including troubleshooting, decision making, security, configuration, integrations, and coding patterns. Use when choosing single- vs. multi-slot setups, tuning policies or exploration, using apprentice mode, explainability, or local inference, and for other Azure AI Personalizer development tasks. Not for Azure AI Search (use azure-cognitive-search), Azure Machine Learning (use azure-machine-learning), Azure AI Metrics Advisor (use azure-metrics-advisor), or Azure AI Anomaly Detector (use azure-anomaly-detector).
Build a new service, app, API, agent, bot, script, or tool on this ryra machine. Use this WHENEVER the user wants to develop, build, scaffold, make, create, or start a new project here -- it sets up the ryra service layout (service.toml / test.toml) so the thing can be added, run, and upgraded as a managed service
Manage Flare error tracking and performance monitoring using the flare CLI. Use when the user wants to list, triage, resolve, snooze, or debug errors; manage projects; create projects and retrieve API keys; check error counts; investigate slow routes, queries, jobs, or commands; view aggregated performance data and traces; or interact with flareapp.io from the command line.
Structured logging, distributed tracing, metrics, and health checks for Go services. Covers slog, OpenTelemetry, Prometheus, and observability best practices. Use when: "add logging", "structured logs", "add tracing", "OpenTelemetry", "add metrics", "Prometheus", "observability", "instrument this code". Not for: pprof profiling (go-performance-review), error handling (go-error-handling), health endpoints (go-api-design).
Huawei Cloud AOM alarm correlation and alarm-rule management skill for CCE operations. Use when the user wants to: (1) query active and historical AOM alarms; (2) analyze alarm deduplication, alarm storms, severity grouping, burst alarms, and chronic alarms; (3) inspect CCE cluster alarm health; (4) query, create, update, delete, enable, or disable AOM alarm rules; (5) query or create notification action rules; or (6) batch configure or clean up CCE-recommended AOM alarm rules from the cloud-side CCE alarm template. Triggers: "alarm correlation", "AOM alarm", "alarm rule", "alarm storm", "alarm inspection", "notification rule", "告警关联", "AOM 告警", "告警规则", "告警风暴", "通知规则", or "CCE 告警".
Guidelines for developing and packaging applications for 懒猫AI算力舱 (AI Pod). Trigger when building an AI app for deployment to the compute pod, writing ai-pod-service's docker-compose.yml, configuring Traefik routing rules, packaging an AI browser extension, or publishing an AI app to the store.
Optimise GitHub Actions for cost and speed. Reads the billed minutes and wall-clock time of every workflow and job from the GitHub API, finds the waste, and changes the workflows without dropping the checks that matter. Typical waste is main re-running suites the pull request already passed, path filters that match every PR, small matrix jobs, missing caches, draft pushes, Docker builds, Windows and macOS multipliers, hung jobs and bots. Use this whenever the user says CI is slow or expensive, is over their Actions quota or paying overage, wants to "reduce GitHub Actions minutes", "speed up CI" or "make CI cheaper", asks "why is our CI so expensive", or wants a CI audit. Use it even if they only point at one slow job or one workflow file.
Creates an ALM (Application Lifecycle Management) plan for deploying a Power Pages site across environments. Gathers your promotion strategy, target environments, and approval requirements upfront, then generates a visual HTML plan document for your review and approval. **plan-alm does not deploy anything itself** — it is a planner. After you approve the plan, run the individual ALM skills (setup-solution, setup-pipeline, deploy-pipeline, or export-solution/import-solution); each detects the approved plan and executes the right step in order, keeping the plan updated as it runs. Use when asked to: "plan my alm", "set up alm", "create deployment plan", "plan my deployments", "help me deploy to multiple environments", "set up promotion strategy", "create cicd plan", "plan site promotion", "help me go to production", "set up pipeline for my site".
Inspect and manage UniFi Network infrastructure with the unifly CLI: devices, clients, VLANs, WiFi, firewall, VPN, switch ports, site settings, and cloud fleets. Use for UniFi network configuration, monitoring, and troubleshooting, not UniFi Protect camera or recording management.
Windows and Git Bash compatibility for ADF tooling. PROACTIVELY activate for: (1) MSYS_NO_PATHCONV usage with ADF CLI tools, (2) Git Bash path conversion when running ADF npm builds, (3) PowerShell scripts called from Git Bash for ADF, (4) Azure CLI from Git Bash on Windows for ADF deployments, (5) ARM template export issues on Windows, (6) ADF utilities npm package on Windows, (7) line-ending issues in JSON pipeline definitions. Provides: MSYS environment-variable recipes, npm-on-Windows fixes, PowerShell-from-bash patterns, and Azure CLI authentication on Git Bash.
Add a new model to a live LiteLLM proxy. Walks the user through picking a provider, entering the deployment name and credentials, calls POST /model/new, then test-calls the model to confirm it routes correctly. Use when the user wants to add, register, deploy, or configure a new model on a LiteLLM proxy instance.
Azure Data Factory (ADF) CI/CD, deployment, and pipeline development. Proactively activate for: (1) ADF CI/CD setup (npm validation, ARM template export), (2) ADF ARM template deployment, (3) ADF npm build validation in CI, (4) PrePostDeploymentScript for trigger and resource cleanup, (5) ADF GitHub Actions workflows, (6) ADF Azure DevOps pipelines, (7) ADF Git integration (collaboration vs. publish branch), (8) parameterizing linked services and datasets across environments, (9) ADF triggers (schedule, tumbling window, event), and (10) deployment slots and blue-green deployments for ADF. Provides complete CI/CD YAML for GitHub Actions and Azure DevOps, a PrePostDeploymentScript reference, parameterization patterns, and trigger management recipes.
Alibaba Cloud ECS File Backup Essential Edition (ECS文件备份基础版). One-click activation, daily automatic backup, 30-day file recovery, and a 100 GiB free quota. Trigger words: ECS file backup, HBR essential edition, Cloud Backup essential, file deletion recovery, free backup quota, ECS data protection, lightweight backup, affordable ECS backup. Exclude: ECS database backup, ECS full-machine backup, full-machine clone, cross-region backup, cross-account backup, KMS-encrypted backup.
Expert knowledge for Azure Defender For Iot development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring OT sensors/micro agents, traffic mirroring, Zero Trust OT monitoring, SIEM/SOAR integrations, or OT network design, and other Azure Defender For Iot related development tasks. Not for Azure Defender For Cloud (use azure-defender-for-cloud), Azure Security (use azure-security), Azure IoT (use azure-iot), Azure IoT Hub (use azure-iot-hub).
Expert knowledge for Azure HDInsight development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when working with HDInsight Spark/Hive/Kafka/HBase clusters, Ambari/Oozie pipelines, or Azure-integrated storage/BI, and other Azure HDInsight related development tasks. Not for Azure Databricks (use azure-databricks), Azure Synapse Analytics (use azure-synapse-analytics), Azure Stream Analytics (use azure-stream-analytics).
New to MCP?
From what the protocol is to installing your first server, these answers cover most first questions.
An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.