Skills
97,222 packaged capabilities and playbooks for agents. Install any of them with one command.
Cloud & DevOps
Expert knowledge for Azure Web PubSub development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building WebSocket/MQTT apps, Socket.IO chat, geo-replicated hubs, custom domains, or autoscale deployments, and other Azure Web PubSub related development tasks. Not for Azure SignalR Service (use azure-signalr-service), Azure Event Hubs (use azure-event-hubs), Azure Service Bus (use azure-service-bus).
Azure Well-Architected Framework (WAF) for cloud architecture review. PROACTIVELY activate for: (1) Azure architecture review or design, (2) Reliability pillar (availability zones, geo-replication, backup/restore, RPO/RTO), (3) Security pillar (Zero Trust, encryption at rest/in transit, identity, network segmentation), (4) Cost Optimization pillar (rightsizing, reserved instances, savings plans, FinOps), (5) Operational Excellence pillar (IaC, observability, automation), (6) Performance Efficiency pillar (caching, autoscaling, async patterns), (7) Sustainability pillar, (8) WAF Reviews via the WAF Assessment Tool, (9) Microsoft Cloud Adoption Framework (CAF) alignment. Provides: pillar-by-pillar checklist, WAF assessment workflow, common antipatterns by pillar, and Azure Advisor mapping
Investigates server/infrastructure metric anomalies in PostHog Metrics — from "this metric is rising/dropping/spiking" or a fired alert to a probable cause with evidence. Use when asked why a metric looks wrong (ingestion lag rising, error rate spiking, latency degrading, queue depth growing, throughput dropping), when an alert fires on an OTel/Prometheus metric, or for any incident triage that starts from a metric symptom. Composes characterize-metric-anomaly, query-metrics, and metric-names-list with logs (query-logs) and traces (APM span tools) for cross-signal root-cause correlation.
AIOps-style CloudBase inspection skill. Use when users need health checks, log diagnosis, alarm interpretation (CPU alert normal?, peak QPS), metrics via queryEnv(action=metrics), fault playbooks for 429 / AI model 429 / function timeout / function 404 / ACCESS_TOKEN_INVALID / zero invocations, or a scheduled patrol that reports only new or worse findings. Triggers: 巡检, 诊断, 告警, 峰值 QPS, 限频, 调用量为 0, 定时巡检, 每天检查, 值守, troubleshooting.
Use ve docs search/fetch to search VolcEngine official documentation and retrieve full text. Use when the user asks about the concepts, usage, billing rules, deployment steps, best practices, or terms of service of VolcEngine products, or provides www.volcengine.com/docs/ or docs.volcengine.com/docs/ links whose body text needs to be read.
Manage the full lifecycle of Alibaba Cloud EMR Serverless Spark workspaces—create workspaces, submit jobs, Kyuubi interactive queries, resource queue scaling, and status queries. Use this Skill when users want to create Spark workspaces, submit Spark jobs, view job status and logs, execute SQL via Kyuubi, scale resource queues, or view workspace status. Also applicable when users say "create a Spark workspace", "submit Spark job", "run PySpark", "execute SQL via Kyuubi", "scale resource queue", "view job logs", etc.
Expert knowledge for Azure Analysis Services development, including troubleshooting. Use when resolving server connectivity, firewall/VNet, DNS, client connection, or network error issues, and other Azure Analysis Services development tasks. Not for Azure Synapse Analytics (use azure-synapse-analytics), Azure SQL Database (use azure-sql-database), Azure SQL Managed Instance (use azure-sql-managed-instance), or SQL Server on Azure Virtual Machines (use azure-sql-virtual-machines)
Expert knowledge for Azure App Testing development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when running Azure Load Testing, Playwright Workspaces, JMeter/Locust tests, private endpoint/VNet tests, CI/CD runs, and other Azure App Testing development tasks. Not for Azure Test Plans (use azure-test-plans), Azure DevOps (use azure-devops), Azure Pipelines (use azure-pipelines), or Azure App Service (use azure-app-service).
Expert knowledge for Azure Quotas development including limits & quotas. Use when checking storage account capacity, IOPS, throughput, portal views, or CLI-based quota increase requests, and other Azure Quotas related development tasks. Not for Azure Monitor (use azure-monitor), Azure Resource Manager (use azure-resource-manager), Azure Policy (use azure-policy).
Expert knowledge for Azure Sre Agent development including troubleshooting, best practices, decision making, architecture & design patterns, security, configuration, integrations & coding patterns, and deployment. Use when integrating SRE Agent with DevOps/GitHub, Log Analytics/App Insights, AKS Java workloads, IaC deployments, or DR setups, and other Azure Sre Agent related development tasks. Not for Azure Monitor (use azure-monitor), Azure Service Health (use azure-service-health), Azure Reliability (use azure-reliability), Azure Resiliency (use azure-resiliency).
Expert knowledge for Azure VMware Solution development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when designing AVS networking/vSAN, HCX migrations, Horizon/VDI, JetStream DR, or AVS–Azure service integrations, and other Azure VMware Solution related development tasks. Not for Azure Virtual Machines (use azure-virtual-machines), SQL Server on Azure Virtual Machines (use azure-sql-virtual-machines), Azure Red Hat OpenShift (use azure-redhat-openshift), Azure Kubernetes Service (AKS) (use azure-kubernetes-service).
Best practices for building integrations with NetBox REST and GraphQL APIs. Use when building NetBox API integrations, reviewing integration code, troubleshooting NetBox performance issues, planning automation architecture, writing scripts that interact with NetBox, using pynetbox, configuring Diode for data ingestion, or implementing NetBox webhooks.
Guide for implementing 1Password secrets management - CLI operations, service accounts, Developer Environments, and Kubernetes integration. Use when retrieving secrets, managing vaults, configuring CI/CD pipelines, integrating with External Secrets Operator, managing Developer Environments, or automating secrets workflows with 1Password.
Expert knowledge for Azure CycleCloud development, including troubleshooting, best practices, decision making, architecture and design patterns, security, configuration, integrations, coding patterns, and deployment. Use when automating CycleCloud via API/CLI/SDK, configuring Slurm clusters, tuning HB/HC VMs, securing access, and other Azure CycleCloud development tasks. Not for Azure Batch (use azure-batch), Azure HDInsight (use azure-hdinsight), Azure Databricks (use azure-databricks), or Azure Kubernetes Service (AKS) (use azure-kubernetes-service)
Expert knowledge for Azure Deployment Environments development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when defining environment.yaml, configuring dev centers/projects, using ADE/Dev CLI, custom images, or CI/CD deployments, and other Azure Deployment Environments related development tasks. Not for Azure DevTest Labs (use azure-devtest-labs), Azure Dev Box (use azure-dev-box), Azure Managed Applications (use azure-managed-applications), Azure Resource Manager (use azure-resource-manager).
Expert knowledge for Azure Dev Box development, including troubleshooting, best practices, decision making, limits and quotas, security, configuration, integrations, coding patterns, and deployment. Use when designing Dev Box images, configuring pools/catalogs, securing access (RBAC/SSO), managing quotas, fixing connectivity, and other Azure Dev Box development tasks. Not for Azure DevTest Labs (use azure-devtest-labs), Azure Virtual Machines (use azure-virtual-machines), or Azure Virtual Desktop (use azure-virtual-desktop)
Expert knowledge for Azure IoT Hub development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use for IoT Hub/DPS provisioning, device twins, routing, direct methods, or Device Update workloads, and other Azure IoT Hub development tasks. Not for Azure IoT (use azure-iot), Azure IoT Central (use azure-iot-central), Azure IoT Edge (use azure-iot-edge), or Azure IoT Operations (use azure-iot-operations).
Expert knowledge for Azure IoT Operations development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when building MQTT/OPC UA data flows, WASM/Dapr pipelines, Arc Kubernetes deployments, or ISA‑95 UN topologies, and for other Azure IoT Operations development tasks. Not for Azure IoT (use azure-iot), Azure IoT Hub (use azure-iot-hub), Azure IoT Edge (use azure-iot-edge), or Azure IoT Central (use azure-iot-central).
Expert knowledge for Azure Update Manager development, including troubleshooting, best practices, decision-making, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when onboarding VMs/Arc, configuring update schedules/ESU, automating via SDK/REST, or migrating from ConfigMgr, and for other Azure Update Manager development tasks. Not for Azure Automation (use azure-automation), Azure Monitor (use azure-monitor), Azure Policy (use azure-policy), or Azure Site Recovery (use azure-site-recovery).
Expert knowledge for Azure Virtual WAN development, including troubleshooting, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when configuring VWAN hubs, P2S/Always On VPN, BGP/IPsec routing, ExpressRoute/SD-WAN, Private Link, or other Azure Virtual WAN-related development tasks. Not for Azure Virtual Network (use azure-virtual-network), Azure VPN Gateway (use azure-vpn-gateway), Azure ExpressRoute (use azure-expressroute), or Azure Traffic Manager (use azure-traffic-manager).
Use when a Godot game stutters, drops frames, hitches when entering new areas, overheats a phone, or must ship: profiling and Performance monitors, CPU or GPU bound, draw calls, MultiMesh, occlusion culling, LOD, shader compilation hitches, export to macOS, Windows, Linux, Steam, Android (APK, AAB, keystore), iOS (Xcode), web (itch.io, COOP/COEP headers, SharedArrayBuffer, JavaScript interop), build size budgets, demo and DLC builds, signing and notarization.
Run vLLM performance benchmark using synthetic random data to measure throughput, TTFT (Time to First Token), TPOT (Time per Output Token), and other key performance metrics. Use when the user wants to quickly test vLLM serving performance without downloading external datasets.
Manage the full lifecycle of Alibaba Cloud EMR Serverless StarRocks instances — create, scale, configure, maintain and diagnose. Use this Skill when operations engineers, SREs, or architects need to manage StarRocks instances. Typical scenarios include: "create a StarRocks", "check instance status", "scale up CU", "modify configuration", "restart instance", "diagnose issues", etc. Not applicable for: writing SQL/DDL, data import/export, query tuning, materialized view configuration, or managing non-StarRocks products (EMR clusters, Spark, Milvus, ClickHouse, Doris, RDS, ECS).
Expert knowledge for Azure AI Language development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using CLU, custom/health NER, CQA, sentiment/PII APIs, or Language/TA/health containers, and other Azure AI Language related development tasks. Not for Azure AI Search (use azure-cognitive-search), Azure AI Document Intelligence (use azure-document-intelligence), Azure Speech in Foundry Tools (use azure-speech), Azure Translator (use azure-translator).
Expert knowledge for Azure Managed Grafana development including troubleshooting, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when configuring MCP/AI Foundry dashboards, Entra auth/RBAC, private endpoints, plugins, or Enterprise upgrades, and other Azure Managed Grafana related development tasks. Not for Azure Monitor (use azure-monitor), Azure App Service (use azure-app-service), Azure Virtual Machines (use azure-virtual-machines).
Expert knowledge for SAP HANA on Azure Large Instances development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when deploying HANA LIs, Azure Monitor for SAP, HA/DR clusters, Terraform/SDAF automation, or Entra ID SSO, and other SAP HANA on Azure Large Instances related development tasks. Not for Azure Large Instances (use azure-large-instances), Azure Virtual Machines (use azure-virtual-machines), SQL Server on Azure Virtual Machines (use azure-sql-virtual-machines).
Expert knowledge for Azure Translator development, including troubleshooting, best practices, decision-making, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when working with translate/detect/dictionary APIs, Custom Translator, glossaries, document jobs, or Docker containers, and for other Azure Translator development tasks. Not for Azure AI Language (use azure-language-service), Azure Speech in Foundry Tools (use azure-speech), Azure AI Document Intelligence (use azure-document-intelligence), or Azure AI Immersive Reader (use azure-immersive-reader).
This skill deploys frontend and full-stack projects to EdgeOne Pages (Tencent EdgeOne). It should be used when the user's primary intent is to deploy, publish, ship, host, launch, go live, or release a new version — e.g. "deploy my app", "publish this site", "push this live", "create a preview deployment", "deploy to EdgeOne", "ship to production", "上线", "发布", "发一版", "重新部署". Do NOT trigger when deployment is only mentioned as a secondary step (e.g. "write an API and deploy it" — primary intent is writing code, use edgeone-pages-dev). Do NOT trigger for post-deployment runtime errors (e.g. CORS issues, 500 errors after deploy — use edgeone-pages-dev for troubleshooting).
Use hostc when an agent needs to expose a local development server as a temporary public preview URL, share localhost with another device or teammate, test webhooks against a local app, or create a public tunnel for localhost. Trigger on public preview, share local app, expose localhost, tunnel localhost, webhook preview, remote preview, or similar requests.
Guide for creating and managing Infisical App Connections — the reusable authenticated links between Infisical and third-party services that Secret Syncs, Secret Rotations, PKI certificate authorities, PKI Syncs, and Secret Scanning data sources all depend on. Covers all 83 connection types and their exact auth methods (AWS assume-role vs access-key, GitHub OAuth vs GitHub App vs PAT, Azure OAuth vs client-secret vs certificate, GCP service account impersonation, and more), platform-managed credentials, Gateway-routed connections for private networks, and connection-level credential rotation. Use this skill when someone asks about: App Connections, connecting Infisical to AWS/GCP/Azure/GitHub, 'connection not found' when creating a sync, which auth method a connection needs, reusing a connection across syncs, or 'how do I authenticate Infisical to a third-party service'. This is Infisical authenticating OUTWARD to a third party. Not for machine identities, which are workloads authenticating INTO Infisical (infisical-setup).
Use when accessing a Keboola-managed Git (Forgejo) repo for a python-js data app via the kbagent CLI — provisioning the repo, finding its repo_url, minting a git_clone_url / push credential with create_python_js_data_app_git_credential, pushing source to Keboola git, copying source between GitHub and Keboola git, working around the ~15MB / HTTP 413 push cap with build-at-deploy, or deploying a data app from its managed git repo. Triggers: kbagent, Keboola managed git, Forgejo, data app repo, repo_url, git_clone_url, create git credential, push to Keboola git, build-at-deploy, HTTP 413, deploy from git.
Manage Letta AI agent fleets declaratively with a kubectl-style CLI. Use when creating, updating, or managing multiple Letta agents with shared configurations, memory blocks, tools, folders, canary deployments, multi-tenancy, and bulk operations.
Signals scout for PostHog distributed tracing (APM / OpenTelemetry spans). Watches per-service RED metrics for error-rate and latency regressions, new error signatures, and traffic cliffs, and audits for standing performance issues: N+1 calls, expensive query shapes, and caching candidates
MSIX packaging, code signing, and distribution for WinUI 3 apps with WinApp CLI 0.7+ — SDK-native project packaging, Native AOT, certificates, self-contained deployment, CI/CD, and Microsoft Store handoff. Use when preparing for release, creating MSIX installers, managing certificates, setting up CI/CD packaging, or publishing to the Microsoft Store.
Expert knowledge for Azure Artifact Signing development including decision making, security, configuration, and integrations & coding patterns. Use when handling cert lifecycles, RBAC for signers, DGSSv2 migration, diagnostic logs, or CI/CD signing integration, and other Azure Artifact Signing related development tasks. Not for Azure Key Vault (use azure-key-vault), Azure Artifacts (use azure-artifacts), Azure Information Protection (use azure-information-protection).
Expert knowledge for Chaos Studio development, including troubleshooting, best practices, decision-making, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when automating Chaos Studio via CLI/ARM/REST, configuring AKS pod faults, VNet-injected agents, or Workspaces vs. classic, and for other Chaos Studio development tasks. Not for Azure Monitor (use azure-monitor), Azure Resiliency (use azure-resiliency), Azure Reliability (use azure-reliability), or Azure Site Recovery (use azure-site-recovery).
Expert knowledge for Azure Data Manager for Agriculture development including limits & quotas, security, configuration, and integrations & coding patterns. Use when setting up BYOL creds/Private Link, ag data ingestion/IoT, AI/nutrient APIs, throttling, or Event Grid logs, and other Azure Data Manager for Agriculture related development tasks. Not for Azure Data Explorer (use azure-data-explorer), Azure Data Factory (use azure-data-factory), Azure Synapse Analytics (use azure-synapse-analytics), Azure Databricks (use azure-databricks).
Expert knowledge for Azure Health Data Services development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use for FHIR/DICOM APIs, bulk import/export, de-identification, Synapse integration, or SMART on FHIR, and other Azure Health Data Services development tasks. Not for Azure Health Bot (use azure-health-bot), Azure Data Factory (use azure-data-factory), Azure Synapse Analytics (use azure-synapse-analytics), or Azure Data Explorer (use azure-data-explorer).
Expert knowledge for Azure IoT development including best practices, security, configuration, integrations & coding patterns, and deployment. Use when managing Device Registry namespaces, device certs/CAs, fleet config, IoT SDK connectivity, or software updates, and other Azure IoT related development tasks. Not for Azure IoT Central (use azure-iot-central), Azure IoT Edge (use azure-iot-edge), Azure IoT Hub (use azure-iot-hub), Azure Defender For Iot (use azure-defender-for-iot).
Expert knowledge for Azure IoT Edge development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring EFLOW devices, DPS/X.509 provisioning, gateway/nested topologies, CI/CD deployments, or IoT Edge metrics/logs, and other Azure IoT Edge related development tasks. Not for Azure IoT Hub (use azure-iot-hub), Azure IoT (use azure-iot), Azure IoT Operations (use azure-iot-operations), Azure Stack Edge (use azure-stack-edge).
Take a Next.js app running on the user's machine and put it into production on Vercel—provisioning the database, file storage, background jobs, and payments it needs, setting every environment variable, deploying once, and then verifying that the live site actually works. Use when the user wants to deploy, ship, publish, launch, or go live with an app; when they've finished building and ask how to put it online; or when an already-deployed app needs a database, custom domain, email domain, or a properly configured integration. Covers preflight and stack detection, provisioning Postgres and Blob storage, converting a SQLite app to run on a read-only filesystem, custom domains and DNS, OAuth callback URLs, email domain verification, background job syncing, payments, agent access over MCP, and a final check of the deployed site rather than simply trusting the deployment
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.