Skills
97,222 packaged capabilities and playbooks for agents. Install any of them with one command.
Cloud & DevOps
Manage GitLab incidents for issue tracking and incident management. Use when creating incidents, managing incident response, or linking incidents to issues. Triggers on incident, incident management, create incident, incident response.
Manage CI/CD pipeline schedules including create, list, update, delete, and run scheduled pipelines. Use when automating pipelines, setting up cron jobs, or managing scheduled builds. Triggers on schedule, scheduled pipeline, cron, pipeline schedule, automated build.
Use when writing Terraform for OCI, troubleshooting provider errors, managing state files, or implementing Resource Manager stacks. Covers terraform-provider-oci gotchas, resource lifecycle anti-patterns, state management mistakes, authentication issues, and OCI Landing Zones.
Use NVIDIA Speech NIM microservices for speech production and voice workflows, including self-hosted ASR/STT, TTS, text translation, speech-to-speech pipeline design, Riva Python client integration, deployment planning, GPU/runtime sizing, licensing/privacy review, and production QA for transcription, captioning, voice agents, localization, and synthetic voice output.
Use when running a Roboflow Workflow over many images or videos with batch processing — Asset Library jobs (the platform stages workspace images for you) or staged jobs (you stage external local/cloud files with the inference-cli), plus monitoring jobs, downloading results, and routing imports to datasources (bucket mirror) instead.
Orchestrate Salesforce deployments with dependency resolution, package.xml generation, targeted test execution, error diagnosis, and rollback strategies. Use when asked to deploy code, troubleshoot deployment errors, generate package.xml, set up CI/CD pipelines, or validate deployments. Activate on mentions of "deploy", "deployment", "package.xml", "CI/CD", "GitHub Actions", "validation error", or "deployment failure".
Write ClickHouse queries for SigNoz dashboards over OpenTelemetry logs and traces. Use this skill whenever the user asks for SigNoz ClickHouse queries for logs or traces, SigNoz dashboard queries, log analysis, span counts, latency, or trace breakdowns.
Provide cited, read-only Splunk Enterprise administration guidance for routine local users, roles, capabilities, configuration precedence, service ownership, maintenance readiness, and safe non-mutating validation. Use when an administrator needs to understand documented Enterprise behavior, compare supplied source-file, btool, or runtime observations, identify accountable role owners, or decide what evidence is missing before a safe change. Route identity-provider authentication, knowledge-object governance, index/storage, app lifecycle, cluster operations, upgrade/security, health/diag, platform incidents, license/capacity, and deployment-server or forwarder-fleet work to their owning skills.
How to manage UniFi network infrastructure — devices, clients, firewall, VPN, routing, WLANs, Traffic Flows, and statistics. Use this skill when the user mentions UniFi, Ubiquiti, network management, WiFi configuration, firewall rules, port forwarding, VPN, QoS, bandwidth, traffic flows, connected clients, network devices, or any UniFi networking task.
Unity Editor tooling, build automation, and asset pipeline customization. PROACTIVELY activate for: (1) writing custom Editor scripts, (2) custom inspectors and PropertyDrawer attributes, (3) EditorWindow creation, (4) ScriptedImporter for custom asset types, (5) build pipeline scripting (BuildPipeline.BuildPlayer, IBuildPostprocessor), (6) platform-switching automation, (7) CI/CD for Unity (GameCI, GitHub Actions, Unity Build Automation), (8) Assembly Definition (.asmdef) organization, (9) preprocessor symbols and platform defines, (10) Editor-only code with #if UNITY_EDITOR. Provides: custom inspector templates, EditorWindow examples, build script patterns, GameCI setup, .asmdef best practices, and CI YAML for Unity builds.
Guides and best practices for working with Neon Serverless Postgres. Covers getting started, local development with Neon, choosing a connection method, Neon features, authentication (@neondatabase/auth), PostgREST-style data API (@neondatabase/neon-js), Neon CLI, and Neon's Platform API/SDKs. Use for any Neon-related questions.
Verl single-async DAPO training config generator. Trigger scenarios: (1) starting single-async DAPO training (2) generating training scripts (3) configuring feature parameters (4) pre-training checks. **Feature policy**: when the user does not specify, performance features (flash_attn/dynamic_batch/remove_padding/gradient_checkpointing) are enabled by default, while memory features (offload/recompute) are disabled by default. On OOM, memory features are automatically appended and retried. **Training monitoring**: after startup, output the SwanLab link for the user to check themselves, and notify the user only on errors. **Dependent skill**: SwanLab configuration is provided through the swanlab-setup skill.
One-click launch and configuration of Verl distributed training services. Trigger scenarios: (1) the user wants to start a Verl training job or deploy an RLHF/DAPO training environment (2) launching Verl training containers on an NPU cluster (3) configuring the Ray cluster and SwanLab monitoring (4) flexibly configuring acceleration features according to a 7-bit binary mask. Supports the full DAPO training workflow for Megatron models such as Qwen3-8B.
Official Volcengine documentation lookup tool supporting document search and full-text retrieval. Covers all Volcengine products, developer tools, support, and best practices, including the full lifecycle of product introductions, usage, billing, deployment, troubleshooting, API, SDK, and terms of service/agreements. Prefer this skill for any request involving Volcengine product consultation, usage questions, or documentation lookup.
Use when the user wants to deploy a local directory or GitHub repository to Volcengine and needs the project analyzed, the app shape understood, and a ranked recommendation across ECS, VKE, and veFaaS before choosing an execution path. Also trigger when the user asks "what deploy mode should I use", "is this repo ready for Volcengine", or "check my repo before deploying". This skill prepares the decision; `volcengine-deploy` skill performs the chosen deployment, and `volcengine-iac` skill is used only when the user chooses Terraform/IaC or the task already has an IaC workflow.
Deploy and manage serverless applications on Volcengine veFaaS. Use when the user wants to deploy web apps, manage functions (pull code, upload and deploy), configure environment variables, inspect veFaaS projects, troubleshoot vefaas CLI/auth/framework issues, or work with veFaaS services.
Analyze project and generate or enhance build automation file (Makefile, Taskfile.yml, Justfile, Magefile.go). If a build file already exists, improves it by adding missing targets and best practices. Use when user says "generate makefile", "create taskfile", "add justfile", "setup mage", or "build automation".
Install Alibaba Cloud Agent Toolkit end-to-end: verify and set up prerequisites (uv, Alibaba Cloud CLI, authentication, CLI plugins, MCP Server Core, bearer token exchange), then install the toolkit via the current client's supported plugin mechanism. Use when: alibabacloud agent toolkit install, environment check, prerequisite check, setup alibabacloud, plugin install, toolkit setup, mcp core setup, aliyun CLI setup.
Diagnoses ClickHouse RAM usage, memory limits, OOM errors and the allocation breakdown across queries, caches, dictionaries and primary keys. Use when MEMORY_LIMIT_EXCEEDED appears, the server is killed by the OOM killer, memory grows steadily, or GROUP BY and JOIN queries run out of memory.
Diagnose ClickHouse replication health, Keeper connectivity, read-only replicas, replica lag, replication queue backlog and slow fetches. Use for replication lag, read-only replica problems, growing replication queues, failed fetches, or Keeper/ZooKeeper session and latency errors.
Diagnoses ClickHouse disk usage, compression efficiency, part sizes, storage policies and IO throughput. Use when disks fill up, data grows faster than expected, compression looks poor, IO or merges are slow, or detached and tiny parts accumulate.
Retrieve and search logs from B2C Commerce instances using the b2c CLI. Use this skill whenever the user needs to view server logs, search for errors, filter log entries by level or time, or monitor logs in real-time. Also use when the user reports a 500 error, broken checkout, failing job, or any server-side issue that needs log investigation — even if they just say "something's broken on the sandbox" or "check the logs".
Use Docker Compose to define, run, debug, and harden multi-container applications. Load for compose.yaml design, networking, volumes, secrets, profiles, overrides, watch mode, lifecycle operations, or troubleshooting. Do not use this skill for unrelated requests; route to the nearest named specialist.
Reduce the memory footprint and cost of Materialize compute clusters: find where arrangement memory sits, pick and size the right optimization lever (index strategy, GROUP SIZE hint tuning, view slimming, subquery decorrelation), adjudicate proposed index or view changes, run measured experiments safely, and package verified changes. Use when a Materialize cluster or replica uses too much memory or is OOMing or crash-looping, when the user wants to downsize a replica or cut Materialize spend, when deciding which indexes to add or drop, or when tuning GROUP SIZE hints.
OpenTelemetry in .NET — DI/builder SDK setup (OpenTelemetry.Extensions.Hosting, AddOpenTelemetry, UseOtlpExporter, OpenTelemetrySdk.Create), native .NET instrumentation APIs (ActivitySource, System.Diagnostics.Metrics Meter) plus logging abstractions (ILogger), zero-code CLR-profiler agent, contrib instrumentation packages, performance tuning, and breaking-change audits. Use when adding, reviewing, or configuring OpenTelemetry in a .NET or ASP.NET Core service. Triggers on "setup otel in dotnet", "dotnet telemetry", ".net tracing", "ASP.NET Core opentelemetry", "AddOpenTelemetry", "UseOtlpExporter", "OpenTelemetrySdk.Create", "ActivitySource", "System.Diagnostics.Metrics Meter", "ILogger opentelemetry", "OpenTelemetry.Extensions.Hosting", "opentelemetry-dotnet-instrumentation", or any C# OTel question.
Turborepo monorepo build system guidance. Triggers on: turbo.json, task pipelines, dependsOn, caching, remote cache, the "turbo" CLI, --filter, --affected, CI optimization, environment variables, internal packages, monorepo structure/best practices, and boundaries. Use when user: configures tasks/workflows/pipelines, creates packages, sets up monorepo, shares code between apps, runs changed/affected packages, debugs cache, or has apps/packages directories.
Expert Unix and macOS systems engineer for shell scripting, system administration, command-line tools, launchd, Homebrew, networking, and low-level system tasks. Use when the user asks about Unix commands, shell scripts, macOS system configuration, process management, or troubleshooting system issues.
Create Docker containers for Huawei Ascend NPU development with proper device mappings and volume mounts. Use when setting up Ascend development environments in Docker, running CANN applications in containers, or creating isolated NPU development workspaces. Supports privileged mode (default), basic mode, and full mode with profiling/logging. Auto-detects available NPU devices.
Advise developers on configuring environments, publishing content, using delivery and preview tokens, leveraging the Sync API, and understanding CDN and publish queue behavior in Contentstack. Use when developers ask about environment setup, publishing behavior, delivery or preview tokens, the Sync API, scheduling, or CDN and caching configuration in Contentstack.
Implement Convex deployment workflows, environments, and CI/CD configuration. Use for dev/prod/preview deployments, deploy keys, local deployments, environment variables, schema/index rollout safety, and HTTP action URLs. Use proactively when users mention deploy, preview, staging, CI, env vars, or local backend. Examples: - user: "Set up Convex deploy in CI" → configure deploy key + npx convex deploy steps - user: "How do preview deployments work?" → explain preview keys, lifecycle, limits - user: "Deploy to prod safely" → list safe schema/function change patterns - user: "Use local convex" → explain npx convex dev --local and limitations
Orchestrate a new Splunk data source from requirements and supported collection-method selection through source, sourcetype, host, timestamp, event-boundary, indexed-event, ownership, and acceptance validation. Use for Splunk Cloud Platform or Splunk Enterprise source intake, applicability decisions, readiness, acceptance contracts, and exact implementation handoffs; do not use for endpoint setup, ingest troubleshooting, fleet rollout, pipeline architecture, field or CIM implementation, configuration, deployment, mutation, or remediation.
Expert Deployment Engineer specializing in CI/CD automation, containerization, and release management across diverse platforms. Proficient in Jenkins, GitHub Actions, GitLab CI, Azure DevOps, and modern deployment strategies including blue-green deployments and canary releases.
Manages Grafana Cloud resources via the gcx CLI. Trigger when the user wants to inspect, create, update, delete, query, or automate any Grafana resource - dashboards, datasources, alerts, SLOs, synthetic checks, oncall, incidents, fleet, k6, knowledge graph, or adaptive telemetry.
Use when writing IAM policies, troubleshooting permission denied errors, setting up dynamic groups, or implementing IDCS integration. Covers policy syntax gotchas, principal types confusion, compartment inheritance, and common authorization failures.
Deterministic workflow to download MATLAB Package Manager (mpm) and install MathWorks products from the OS command line with consistent, repeatable behavior. Use when installing MATLAB, Simulink, toolboxes, or support packages via command line, or setting up scripted installations for CI/CD, containers, or fleet provisioning.
Helps users configure mirrord.json for database branching, enabling isolated database copies for safe development and testing. Use when the user wants to set up MySQL, MariaDB, PostgreSQL, MSSQL, MongoDB, Redis, DynamoDB, ClickHouse, Google Spanner, Amazon S3, turbopuffer, or generic branches, configure copy modes, connection sources, schema migrations, IAM authentication, or manage database branches.
Build OpenTelemetry collector configs, instrument services, transform telemetry with OTTL, and debug missing traces, metrics, or logs. Use for OTel/otelcol collector config, OTLP export, SDK instrumentation, sampling, cardinality, TLS/PII controls, Kubernetes/Helm values.yaml deployments, collector health and alerts, and AI coding-agent telemetry (Claude Code, Codex, Gemini CLI, Antigravity, GitHub Copilot, Cursor).
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.
