Skills
97,222 packaged capabilities and playbooks for agents. Install any of them with one command.
Cloud & DevOps
Based on Huawei Cloud Flexus L API for instance management and operations. Supports querying instance list and details, querying traffic packages, batch start/stop/reboot instances, resetting passwords, and modifying instance information. Suitable for daily operations, lifecycle management, configuration changes, traffic monitoring, and other scenarios for Flexus L instances. Triggers: Flexus L, Huawei Cloud ops, query instance, start, stop, reboot, reset password, modify info, check traffic, traffic package (中文触发词: L实例运维，查询L实例，L实例开机，L实例关机，L实例重启，L实例重置密码，查询L实例流量包).
Olares ControlHub K8s runtime view via olares-cli cluster — inspect pods, containers, workloads, logs, jobs, cronjobs, namespaces, nodes, and middleware; exec, scale, restart, or delete K8s objects. Use for raw runtime objects and logs, not app lifecycle (market), resource metrics (dashboard), or host install.
Foundation for the olares-cli skill suite: choose the right domain skill, understand the Olares platform model each task depends on, and decide whether the active profile can proceed or needs login recovery. Use first for runtime skills, and directly for Olares ID, profile, login, 2FA/TOTP, refresh token, keychain, auth errors, or uncertainty about which Olares skill owns a task.
Provisions SIP trunks, endpoints, ACLs, credential lists, and phone numbers via the Sinch Elastic SIP Trunking REST API. Use when the user needs SIP connectivity, trunk provisioning, inbound/outbound PSTN voice routing, PBX integration, or SIP-to-PSTN bridging.
Use when reviewing, designing, or modifying Java enterprise systems that may support financial entities, critical ICT services, third-party ICT provider integrations, or operational resilience obligations under DORA. This should trigger for requests such as Review a Java platform for DORA ICT risk controls; Design operational resilience evidence for a financial service; Add incident, continuity, backup, recovery, or third-party ICT controls; Assess resilience testing and monitoring before production release. Part of Plinth Toolkit
Alibaba Cloud Security Center (SAS) CWPP host security alert handling skill. Used for querying, analyzing, and handling security alerts from Cloud Security Center. Triggers: "security alert", "alert handling", "CWPP alert", "Cloud Security Center alert", "SAS alert", "Aegis alert", "view alerts", "handle alerts"
A ByteHouse cluster load analysis and performance monitoring tool for analyzing cluster load, monitoring resource usage, analyzing query throughput, and identifying performance bottlenecks. Use this Skill when users need to analyze ByteHouse cluster load, monitor resource usage, analyze query throughput, or identify performance bottlenecks.
Deploy applications and infrastructure to Cloudflare using Workers, Pages, and related platform services. Use when the user asks to deploy, host, publish, or set up a project on Cloudflare. Do NOT use for deploying to Vercel, Netlify, or Render (use their respective skills).
Expert Harbor container registry administrator specializing in registry operations, vulnerability scanning with Trivy, artifact signing with Notary, RBAC, and multi-region replication. Use when managing container registries, implementing security policies, configuring image scanning, or setting up disaster recovery.
Based on Huawei Cloud COC (Cloud Operations Center) APIs for script management and remote execution. Supports creating custom scripts (Shell, Python, Bat) and batch execution on target host instances via UniAgent. Applicable to cloud operations automation and batch script deployment scenarios. Trigger keywords: L-instance, COC script, script management, script execution, cloud operations, custom script, batch execution; COC, script management, script execution, cloud operations (中文触发词：L实例执行脚本).
Investigates CPU, memory, and contention problems with Grafana Pyroscope profiles via the gcx CLI. Compares affected and baseline workloads, locates changed application stacks, and tests root-cause hypotheses against symptom and change evidence. Use when a service shows high CPU, growing memory, GC pressure, lock contention, or hot functions, when code regressed after a deploy, or when given a suspect service, flame graph, trace, or profiling anomaly report. For profiling setup use pyroscope; for profilecli-based analysis use profilecli-insights.
Projetar, implantar e operar stacks Docker Swarm com serviços, overlay networks, secrets, configs, placement, rollout, rollback e recuperação do quorum. Use para swarm init, docker stack, services, managers, workers ou arquivos de stack; use também para decidir topologia de managers/workers e estratégia de rollout; não use Compose local como evidência de comportamento do Swarm, e para build/imagem de uma única máquina use `$specsfy-specialist-docker`.
Configure Allure reporting in existing projects by selecting test framework adapters, result directories, local Allure tool installation, package/build scripts, additional evidence integrations, and CI artifact or report handling. Use when tests do not yet emit Allure results, an existing Allure setup is incomplete or broken, or the user asks to install Allure, add adapters, add report commands, publish reports in CI, or add integrations such as HTTP attachments, matchers, screenshots, traces, image diffs, logs, or other rich evidence.
Expert knowledge for Azure Application Gateway development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when configuring App Gateway v2/for Containers with AKS/AGIC, WAF, mTLS, Private Link, header/URL rewrites, or handling other Azure Application Gateway development tasks. Not for Azure Front Door (use azure-front-door), Azure Load Balancer (use azure-load-balancer), Azure Virtual Network (use azure-virtual-network), or Azure Web Application Firewall (use azure-web-application-firewall).
Use when deploying or managing Kubernetes workloads. Invoke to create deployment manifests, configure pod security policies, set up service accounts, define network isolation rules, debug pod crashes, analyze resource limits, inspect container logs, or right-size workloads. Use for Helm charts, RBAC policies, NetworkPolicies, storage configuration, performance optimization, GitOps pipelines, and multi-cluster management.
Configure, explore, and optimize Nx monorepo workspaces. Use when setting up Nx, exploring workspace structure, configuring project boundaries, analyzing affected projects, optimizing build caching, or implementing CI/CD with affected commands. Keywords — nx, monorepo, workspace, projects, targets, affected. Do NOT use for running tasks (use nx-run-tasks) or code generation with generators (use nx-generate).
Migrate a CloudFormation or ARM stack into a Pulumi stack, sourced from a stack that Pulumi Cloud's Discovery feature has already found and exposed via the discovered-stacks API. Load this skill when the user has a discovered stack in Pulumi Cloud and wants to bring its resources under Pulumi management. Do not load for greenfield Pulumi authoring, raw template conversion without a matching discovered-stack API entry, or Terraform migration.
Install and configure OpenClaw with DingTalk, Feishu, Discord, and additional channels with Bailian/DashScope models on Linux hosts. Use when provisioning a new OpenClaw node, troubleshooting gateway/channel startup, standardizing openclaw.json mapping, or automatically discovering extra channels from https://docs.openclaw.ai/channels.
Expert knowledge for Azure Sentinel development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when configuring Sentinel data connectors, analytics rules, playbooks, ASIM, data lake integrations, or handling other Azure Sentinel development tasks. Not for Azure Defender For Cloud (use azure-defender-for-cloud), Azure Defender For Iot (use azure-defender-for-iot), Azure Monitor (use azure-monitor), or Azure Security (use azure-security).
Ports HDInsight Spark and Hive workloads to Fabric, converting HiveContext and SparkContext to SparkSession, WASB and ABFS paths to OneLake shortcuts, Hive DDL to Delta tables in a Lakehouse, and Oozie coordinators and actions to pipeline activities and triggers. Use when the source workload is HDInsight.
Manages Huawei Cloud Flexus L server lifecycle: create, renew, and unsubscribe instances. Use this skill when the user mentions "Flexus L", "Huawei Cloud lightweight server", "purchase server", "renew", "unsubscribe". (中文触发词："购买/创建L实例", "L实例续费", "L实例退订")
Query Huawei Cloud MaaS (Model as a Service) tokens usage statistics, including total tokens, prompt tokens, completion tokens, total requests, and total errors. Supports preset service, my service, and custom endpoint with time range queries (last 7/14/30 days or custom). Data source is MaaS ShowStatistics API, consistent with console. Use this skill when the user wants to: (1) query MaaS token consumption statistics, (2) check MaaS service request counts and error rates, (3) analyze token usage for preset service or my service, (4) monitor MaaS usage over a specific time period. Trigger: user mentions "MaaS", "Model as a Service", "tokens usage", "token consumption", "request count", "error count", "MaaS usage", "preset service usage", "completion tokens", "prompt tokens", "MaaS statistics", "模型服务", "令牌用量", "token统计", "token用量", "词元用量", "请求次数", "MaaS监控", "华为云MaaS"
WeChat Mini Program development skill for building, debugging, previewing, testing, publishing, and optimizing mini program projects (小程序开发、调试、预览、发布). Covers project structure and config (`project.config.json`, `appid`, `miniprogramRoot`, `tabBar`, routing/navigation, icon assets), WeChat Developer Tools Nightly workflows (`wechatide` CLI, WeChat IDE Skills/MCP), `miniprogram-ci` preview/upload, console/network debugging, message push (消息推送) and customer-service auto-reply (客服消息), mini program SEO / search indexing (小程序搜索优化、页面收录、搜索推广、mpcrawler), and CloudBase integration (`wx.cloud`, 腾讯云开发, 云开发) when explicitly used. Use when users create, develop, modify, debug, preview, deploy, publish, or promote WeChat Mini Programs. NOT for Web frontend (use web-development), pure backend services (use cloudrun-development / cloud-functions), or UI-design-only tasks (use ui-design).
Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify, including preview and production deploys. Do NOT use for deploying to Vercel, Cloudflare, or Render (use their respective skills).
Expert knowledge for Azure Defender For Cloud development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations and coding patterns, and deployment. Use when securing VMs/containers, SQL/storage, multicloud connectors, JIT access, Defender for Cloud APIs, or handling other Azure Defender For Cloud development tasks. Not for Azure Security (use azure-security), Azure Sentinel (use azure-sentinel), Azure DDoS Protection (use azure-ddos-protection), or Azure External Attack Surface Management (use azure-external-attack-surface-management).
Expert knowledge for Azure VPN Gateway development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring S2S/P2S tunnels, BGP/NAT, IPsec/IKE crypto, VPN client auth, or cross-cloud/ExpressRoute VPNs, and other Azure VPN Gateway related development tasks. Not for Azure Virtual Network (use azure-virtual-network), Azure Virtual WAN (use azure-virtual-wan), Azure ExpressRoute (use azure-expressroute), Azure Application Gateway (use azure-application-gateway).
Build and deploy a Coralogix dashboard for a given service from its logs, spans, metrics, and service specs. Discovers telemetry via cx CLI commands, emits importable Coralogix JSON, verifies every PromQL and DataPrime query live through the `cx` CLI, and creates the dashboard via `cx dashboards create`. Use whenever the user asks to create, build, generate, or deploy a Coralogix dashboard, monitoring dashboard, or observability dashboard for a service, app, or pipeline.
One-click deployment tool for Hermes on Huawei Cloud Flexus L instances. Supports one-click deployment, ModelArts large model configuration, and robot channel configuration. Use this skill when the user mentions "Deploy Hermes", "Install Hermes", "Configure Model", "Configure Channel" (Chinese trigger words: "部署Hermes", "安装Hermes", "配置大模型", "配置机器人通道"). This skill provides a complete workflow for deploying and configuring Hermes AI Agent platform.
Expert knowledge for Microsoft Foundry Tools (aka Azure AI services, Azure Cognitive Services) development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations, and coding patterns. Use when working with Content Moderator, Content Safety, Content Understanding analyzers, REST/.NET APIs, document extraction workloads, and other Microsoft Foundry Tools development tasks. Not for Microsoft Foundry (use microsoft-foundry), Microsoft Foundry Classic (use microsoft-foundry-classic), or Microsoft Foundry Local (use microsoft-foundry-local).
Use when uploading locally trained model weights (YOLO, RF-DETR, YOLO-NAS, PaliGemma, Florence-2) to Roboflow—covering the client-side Python SDK upload flow, safe API key handling, per-family packaging requirements, and upload verification.
Cloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices. Biases towards retrieval from Cloudflare docs over pre-trained knowledge.
Use when the user operates Alibaba Cloud Container Service for Kubernetes (ACK). Covers cluster lifecycle (create / modify / delete / upgrade), node pools & nodes (create, modify, delete, repair, fix CVE), addons (install / upgrade / uninstall), KubeConfig & RBAC (issue for RAM user, grant / revoke), security & policy (CVE scan/fix, policy governance, KMS, delete protection), logging / audit / alerting, intelligent O&M (check / inspect / diagnosis / auto-repair), async tasks (track / pause / resume / cancel), templates, autoscaling, tags & quotas. Triggers: create / upgrade / delete ACK cluster, migrate to Pro, scale nodepool, fix node CVE, install / remove addon, get / revoke kubeconfig, grant RBAC, enable audit log, run inspection, diagnose cluster, track task_id, debug cs error, Forbidden.RAM, kubectl cannot connect. Terms: ACK, container service, k8s cluster, nodepool, addon, AutoMode, Terway, Flannel, ForRegion, kubeconfig, RBAC, CVE.
Expert knowledge for Azure Active Directory B2C 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 B2C user flows/custom policies, configuring IdPs/MFA, securing APIs, automating CI/CD, monitoring with Sentinel, and for other Azure Active Directory B2C development tasks. Not for Azure Role-based access control (use azure-rbac), Azure Information Protection (use azure-information-protection), Azure Security (use azure-security), or Azure Sentinel (use azure-sentinel).
Expert knowledge for Azure Event Grid development, including troubleshooting, best practices, decision-making, architecture and design patterns, limits and quotas, security, configuration, integrations, and coding patterns. Use when building Event Grid topics/namespaces, MQTT broker routes, webhooks, Functions integrations, or dead-lettering, and for other Azure Event Grid development tasks. Not for Azure Service Bus (use azure-service-bus), Azure Event Hubs (use azure-event-hubs), or Azure Notification Hubs (use azure-notification-hubs).
Expert knowledge for Azure Private Link development, including best practices, decision-making, architecture and design patterns, limits and quotas, security, and configuration. Use when configuring Private Endpoints, DNS zones, NSGs/NSPs, Azure Firewall traffic inspection, or Private Resolver, and for other Azure Private Link development tasks. Not for Azure Virtual Network (use azure-virtual-network), Azure Virtual Network Manager (use azure-virtual-network-manager), Azure Virtual WAN (use azure-virtual-wan), or Azure ExpressRoute (use azure-expressroute).
Expert knowledge for Azure Table Storage development, including best practices, architecture and design patterns, limits and quotas, security, configuration, integrations, and coding patterns. Use when securing Table Storage, tuning telemetry, planning scale limits, designing keys, scripting with PowerShell, or handling other Azure Table Storage development tasks. Not for Azure Cosmos DB (use azure-cosmos-db), Azure Blob Storage (use azure-blob-storage), or Azure Queue Storage (use azure-queue-storage).
Guides developers building Datadog Apps with TypeScript, React, the @datadog/apps scaffolder, and @datadog/vite-plugin. Use when a user wants to scaffold, run, debug, upgrade, build, upload, publish, upload without publishing (draft upload), add an upload-no-publish script, set up CI/CD, use OAuth or API/application key auth, trigger/poll Workflow Automation, choose DDSQL or Action Catalog for backend data access, or query app datastores with DDSQL, including backend function troubleshooting.
Guides shipping a web app to the Meta VR and Horizon OS Store as a PWA/TWA — both 2D windowed panels and immersive WebXR/VR. Covers building the web app (IWSDK for WebXR, any responsive PWA for 2D), Vercel deploy, web app manifest + icons, the WebXR-only auto-enter-session step, choosing 2D vs immersive mode in @meta-quest/bubblewrap-cli, keystore/Digital-Asset-Links, and ovr-platform-util Store upload. Use before any IWSDK/WebXR build, PWA packaging, bubblewrap, or Horizon Store upload work.
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.