Orchestrate deployment pipelines and infrastructure. Use when user says "deploy to staging", "set up CI/CD for this project", "configure deployment pipeline", "deploy to production with canary", or "rollback the last deployment".

Use Robonet's MCP server to build, backtest, optimize, and deploy trading strategies. Provides 24 specialized tools for crypto and prediction market trading: (1) Data tools for browsing strategies, symbols, indicators, Allora topics, and backtest results, (2) AI tools for generating strategy ideas and code, optimizing parameters, and enhancing with ML predictions, (3) Backtesting tools for testing strategy performance on historical data, (4) Prediction market tools for Polymarket trading strategies, (5) Deployment tools for live trading on Hyperliquid, (6) Account tools for credit management. Use when: building trading strategies, backtesting strategies, deploying trading bots, working with Hyperliquid or Polymarket, or enhancing strategies with Allora Network ML predictions.

Generates reusable Terraform modules with best practices for AWS, Azure, GCP infrastructure as code. Use when user asks to "create Terraform module", "generate IaC module", "setup Terraform", or "create infrastructure module".

Build reusable Terraform modules for AWS, Azure, GCP, and OCI infrastructure following infrastructure-as-code best practices. Use when creating infrastructure modules, standardizing cloud provisioning, or implementing reusable IaC components.

Rent, manage, and destroy GPU instances on vast.ai. Use when user says "rent gpu", "vast.ai", "rent a server", "cloud gpu", or needs on-demand GPU without owning hardware.

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.

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.

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.

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.

Create a ZIA SSL Inspection rule that controls how Zscaler handles SSL/TLS encrypted traffic — BLOCK (drop the SSL connection), DECRYPT (decrypt and inspect), or DO_NOT_DECRYPT (pass through without decryption). Scopes the rule by cloud applications, URL categories, users, groups, departments, locations, device trust levels, platforms, source/destination IP groups, and ZPA application segments. SSL Inspection rules do NOT support a recurring time-of-day schedule — for time-of-day enforcement, use a different rule type (Cloud Firewall Filtering, URL Filtering, etc.). Use when an admin asks to 'create an SSL inspection rule', 'do not decrypt traffic to X', 'decrypt SSL for Y', 'block SSL for Z', or 'add an SSL bypass exception'. For pure auditing of existing SSL bypass posture, see `zia-audit-ssl-inspection-bypass` (read-only).

Salesforce Data Cloud Act phase. Use this skill when the user manages activations, activation targets, data actions, or downstream delivery of Data Cloud audiences and data. TRIGGER when: user manages activations, activation targets, data actions, or downstream delivery of Data Cloud audiences and data. DO NOT TRIGGER when: the task is segment creation (use segmenting-datacloud), data retrieval/search work (use retrieving-datacloud), or STDM/session tracing (use observing-agentforce).

Expert knowledge for Azure Cloud Services development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when managing Cloud Services OS upgrades, Key Vault certs, .csdef/.cscfg configs, autoscale rules, or PowerShell automation, and other Azure Cloud Services related development tasks. Not for Azure Virtual Machines (use azure-virtual-machines), Azure App Service (use azure-app-service), Azure Functions (use azure-functions), Azure Kubernetes Service (AKS) (use azure-kubernetes-service).

Expert knowledge for Microsoft Planetary Computer Pro development including troubleshooting, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when working with GeoCatalog/STAC APIs, QGIS/ArcGIS Pro, Entra ID/RBAC auth, ingestion pipelines, or tiles/mosaics, and other Microsoft Planetary Computer Pro related development tasks. Not for Azure Maps (use azure-maps), Azure Open Datasets (use azure-open-datasets), Azure Data Explorer (use azure-data-explorer).

Configure zero-downtime deployment strategies including blue-green, canary, and rolling deployments. Implement traffic shifting, health checks, and rollback procedures. Use when implementing production deployment strategies or zero-downtime releases.

Debug failing CI pipelines, containers, and reproduce bugs locally. Use when CI is red, containers won't start, or need to reproduce bugs.

Deterministic CI/CD interaction patterns with structured evidence output. Push-and-wait discipline (one pending run at a time), five-category failure triage (test-failure, lint-failure, build-failure, flaky-test, infra-failure) with classification-specific fix strategies, self-healing for lint/format/infra failures, flaky test detection, and CI_RESULT JSON evidence packets for every run. Use when pushing code to CI, triaging CI failures, waiting for pipeline results, classifying build errors, dealing with flaky tests, or producing CI evidence for quality gates. Triggers on: "CI failed", "push and wait for CI", "triage build failure", "flaky test", "CI pipeline", "build broke", "CI evidence". NOT for: individual test debugging (use debugging-protocol), code review (use code-review).

Hourly autonomous classifier for failing PRs across your repos. Runs /ci-debug headless against every open PR with red required checks, posts the verdict as a collapsed PR comment, and appends to a per-repo .sentinel/ledger.jsonl. v1 is propose-don't-apply — NEVER auto-pushes a fix. Use when you're tired of /status sweeps catching the same 10 CI failure patterns over and over.

Secure Docker images and container runtime configurations. Implement non-root users, read-only filesystems, and security contexts. Use when building secure container images or hardening container deployments.

Deploys and manages Laravel applications on Laravel Cloud using the `cloud` CLI. Use when the user wants to deploy an app, ship to cloud, create/manage environments, databases, caches, domains, instances, background processes, or any Laravel Cloud infrastructure. Triggers on deploy, ship, cloud management, environment setup, database provisioning, and similar cloud operations.

This skill should be used when testing web applications with Playwright MCP, running headless E2E tests, cross-browser testing, CI/CD test automation, or when dev-test routes to Playwright-based browser testing.

Use when working on a forked repository that uses an octopus merge (sami) to combine feature branches. This skill covers triaging where changes belong in a fork (which branch? new branch? upstream PR?), managing octopus merge parents (add, remove, rebase), resolving multi-parent merge conflicts, syncing with upstream, and verifying work is ready to ship. Load this skill whenever you need to decide where a fix or feature should go in a fork repo, manage the octopus merge structure, check if fork work is complete (am I done?, what is left to ship?), or follow the contribution lifecycle (push, CI, reviews, deploy). Also triggers on: sami, octopus merge, fork triage, which branch does this go on, rebase fork, existing issues, check CI.

Create, debug, and test GitHub Actions workflows and custom actions. Use when building CI/CD pipelines, automating workflows, or troubleshooting GitHub Actions.

Use for any development work - the master 13-step coding process that orchestrates all other skills, ensuring GitHub issue tracking, proper branching, TDD, code review, and CI verification

k6 performance and load testing. Covers writing test scripts in JavaScript/TypeScript, all test types (load/stress/spike/soak/smoke/breakpoint), thresholds, checks, scenarios, executors, extensions, result analysis, k6 Cloud execution, and CI/CD integration. Use when writing k6 tests, debugging test failures, setting up load testing pipelines, choosing executors/scenarios, or interpreting k6 results.

Query Kubernetes resources (pods, deployments, services, events). Use when checking cluster state and resource status.

Generates Kubernetes manifests (Deployments, Services, Ingress, ConfigMaps, Secrets) with best practices for production workloads. Use when user asks to "create k8s manifest", "generate Kubernetes deployment", "setup k8s service", or "create Kubernetes resources".

Integrates Lighthouse CI for automated performance testing, Core Web Vitals tracking, and regression detection in CI/CD pipelines. Use when user asks to "setup Lighthouse CI", "add performance testing", "monitor Core Web Vitals", or "prevent performance regressions".

Guide for implementing Grafana Mimir - a horizontally scalable, highly available, multi-tenant TSDB for long-term storage of Prometheus metrics. Use when configuring Mimir on Kubernetes, setting up Azure/S3/GCS storage backends, troubleshooting authentication issues, or optimizing performance.

Install and configure NVIDIA NemoClaw (sandboxed OpenClaw agent platform) on Linux. Handles cloudflared tunnels, Docker cgroup fixes, OpenShell, sandbox creation, remote access via Cloudflare Tunnel, and known bug workarounds. Use whenever the user mentions installing NemoClaw, setting up OpenClaw, configuring an NVIDIA Spark or DGX for sandboxed agents, or troubleshooting NemoClaw deployment.

Manage Azure DevOps pull requests — create, checkout, list, complete. Trigger when user says "/df:pr <op>", "create PR", "checkout PR 123", "list PRs", "complete PR", or otherwise asks to operate on an AZDO pull request.

This skill should be used when the user is working with Prisma schema changes or database migrations — including "prisma migrate", "migrate dev", "migrate deploy", "migration history", "rollback migration", "schema migration", "database migration", "db push", "prisma db push", "schema change", "schema update", "schema evolution", "add field", "add column", "add model", "rename field", "drop column", "change schema", "update schema", "alter table", "schema drift", "migration file", "pending migration", "apply migration", "create migration", "new table", "schema version", or any time a schema.prisma file is modified or the database structure needs to change.

Implement Terraform Provider actions using the Plugin Framework. Use when developing imperative operations that execute at lifecycle events (before/after create, update, destroy).

Create, update, and review Terraform provider documentation for Terraform Registry using HashiCorp-recommended patterns, tfplugindocs templates, and schema descriptions. Use when adding or changing provider configuration, resources, data sources, ephemeral resources, list resources, functions, or guides; when validating generated docs; and when troubleshooting missing or incorrect Registry documentation.

Verify a release was fully promoted through develop, staging, and master/main, then prune merged local and remote branches and stale git worktrees. Use when the user asks to clean up branches after a deploy, prune worktrees, remove merged branches, tidy up after promoting develop to staging to master, or confirm nothing stale was left behind before pruning.

Audit and harden your SaaS tool stack — enforce SSO, review OAuth grants, manage shadow IT, and secure admin accounts across Slack, GitHub, Google Workspace, and AWS. Use when tightening security across company SaaS tools.

Run GPU workloads on Modal — training, fine-tuning, inference, batch processing. Zero-config serverless: no SSH, no Docker, auto scale-to-zero. Use when user says "modal run", "modal training", "modal inference", "deploy to modal", "need a GPU", "run on modal", "serverless GPU", or needs remote GPU compute.

Salesforce Data Cloud Act phase. TRIGGER when: user manages activations, activation targets, data actions, or downstream delivery of Data Cloud audiences and data. DO NOT TRIGGER when: the task is segment creation (use sf-datacloud-segment), data retrieval/search work (use sf-datacloud-retrieve), or STDM/session tracing (use sf-ai-agentforce-observability).

Salesforce Data Cloud Harmonize phase. TRIGGER when: user works with DMOs, mappings, relationships, identity resolution, unified profiles, data graphs, or universal IDs. DO NOT TRIGGER when: the task is only about streams/DLOs (use sf-datacloud-prepare), segments/insights (use sf-datacloud-segment), retrieval/search (use sf-datacloud-retrieve), or STDM/session tracing (use sf-ai-agentforce-observability).

Build and deploy Storefront Next storefronts to Managed Runtime (MRT) using the sfnext CLI. Use when running production builds, pushing bundles to MRT with sfnext push, configuring deployment environments, or deploying Page Designer cartridges. This is for Storefront Next deployment — for general MRT management via b2c CLI, see b2c-cli:b2c-mrt.

Run pre-PR reviews (code health, security, acceptance criteria), address findings, and submit the PR for review. Ends when the PR is ready and CI has passed. Use when implementation is done and ready for review, or when the user says "I'm done coding", "validate this", "ready for review", "submit this for review", "run the pre-PR reviews", or "prepare this for review".

SSH into an Ubuntu VPS (Docker) for a read-only health/security/update report (UFW + fail2ban) and propose fixes; apply updates/restarts only with explicit confirmation. Use when the user wants a read-only VPS health/security check.

Creates durable, resumable workflows using Vercel's Workflow DevKit. Use when building workflows that need to survive restarts, pause for external events, retry on failure, or coordinate multi-step operations over time. Triggers on mentions of "workflow", "durable functions", "resumable", "workflow devkit", or step-based orchestration.

Validate a FlowWorkflow YAML at `plugins/flow/workflows/<id>.workflow.yaml` against `schemas/v1/workflow.schema.json` AND cross-reference the referenced skills/agents exist + every Tier 3 action is confirm-gated + no native /goal or /loop dependency is declared. Use when /flow:workflow validate is invoked, when CI runs the workflow schema gates, or when a new workflow is being authored. This skill MUST be consulted because schema validation alone catches shape errors; cross-reference validation catches the silent-correctness failures (typo'd skill name, Tier 3 escape, /goal dependency) that would otherwise ship to users.

Reduce Grafana Cloud Metrics costs by managing cardinality with Adaptive Metrics aggregation rules. Use when the user asks to reduce metrics costs, manage cardinality, create aggregation rules, apply label dropping, analyse unused metrics, understand Active Series, or optimise Prometheus storage. Triggers on phrases like "adaptive metrics", "reduce cardinality", "aggregation rules", "metrics cost", "too many series", "Active Series", "label dropping", "unused metrics", "cardinality reduction", or "metrics spend".

You're an expert in AlloyDB Omni Operator running in Kubernetes. You can help users with related tasks such as creating, managing, and monitoring AlloyDB Omni DBClusters.

Manage IAM users, roles, and policies. Implement least-privilege access and security best practices. Use when configuring AWS identity and access management.

Use when the user mentions flaky tests, tests that pass locally but fail in CI, race conditions in tests, or needs to diagnose WHY a specific test fails.

Expert knowledge for Azure Boards development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when managing work items, backlogs, queries/charts, GitHub links, or Excel/Slack/Teams integrations, and other Azure Boards related development tasks. Not for Azure DevOps (use azure-devops), Azure Test Plans (use azure-test-plans), Azure Pipelines (use azure-pipelines), Azure Repos (use azure-repos).

Configure Azure Monitor and Activity Log for auditing. Set up diagnostic settings and log analytics. Use when auditing Azure activity.

Expert knowledge for Azure Network Watcher development including troubleshooting, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when configuring Connection Monitor, NSG/VNet flow logs, packet capture, Traffic Analytics/KQL, or Sentinel integrations, and other Azure Network Watcher related development tasks. Not for Azure Monitor (use azure-monitor), Azure Virtual Network (use azure-virtual-network), Azure Networking (use azure-networking), Azure Virtual Network Manager (use azure-virtual-network-manager).

Appwrite CLI skill. Use when managing Appwrite projects from the command line. Covers installation, login, project initialization, deploying functions/sites/tables/buckets/teams/topics, managing resources, non-interactive CI/CD mode, and generating type-safe SDKs.

Optimize cloud costs across AWS, Azure, GCP, and OCI through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies.

Build .NET applications with WolverineFX for messaging, HTTP services, and event sourcing. Use when implementing command handlers, message handlers, HTTP endpoints with WolverineFx.HTTP, transactional outbox patterns, event sourcing with Marten, CQRS architectures, cascading messages, batch message processing, or configuring transports like RabbitMQ, Azure Service Bus, or Amazon SQS.

Debug Kubernetes clusters and workloads systematically with this comprehensive troubleshooting skill. Covers CrashLoopBackOff, ImagePullBackOff, OOMKilled, pending pods, service connectivity issues, PVC binding failures, and RBAC permission errors. Provides structured four-phase debugging methodology with kubectl commands, ephemeral debug containers, and essential one-liners for diagnosing pod, service, network, and storage problems across namespaces.

Generates optimized Dockerfiles for various languages and frameworks with best practices (multi-stage builds, layer caching, security). Use when user asks to "create dockerfile", "dockerize app", "containerize", or "docker setup".

Gating CI on perf regressions. Automated threshold alerts, baseline tracking, trend reports.

Feishu document read/write operations. Activate when user mentions Feishu docs, cloud docs, or docx links.

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.

Salesforce Data Cloud Harmonize phase. Use this skill when the user works with DMOs, mappings, relationships, identity resolution, unified profiles, data graphs, or universal IDs. TRIGGER when: user works with DMOs, mappings, relationships, identity resolution, unified profiles, data graphs, or universal IDs. DO NOT TRIGGER when: the task is only about streams/DLOs (use preparing-datacloud), segments/insights (use segmenting-datacloud), retrieval/search (use retrieving-datacloud), or STDM/session tracing (use observing-agentforce).

Activate when using Hasura CLI commands in a self-hosted Docker environment, including migrations, metadata management, and console access via docker exec.

Configure secure, high-performance connectivity between on-premises infrastructure and cloud platforms using VPN and dedicated connections. Use when building hybrid cloud architectures, connecting data centers to cloud, or implementing secure cross-premises networking.

Build production LLMOps platforms with CI/CD, model promotion workflows, evaluation gates, rollback, and governance across cloud and self-hosted inference.

Suggests using Microsoft Testing Platform (MTP) hot reload to iterate fixes on failing tests without rebuilding. Use when user says "hot reload tests", "iterate on test fix", "run tests without rebuilding", "speed up test loop", "fix test faster", or needs to set up MTP hot reload to rapidly iterate on test failures. Covers setup (NuGet package, environment variable, launchSettings.json) and the iterative workflow for fixing tests. DO NOT USE FOR: writing test code, diagnosing test failures, running tests normally with dotnet test (use run-tests), applying test filters, producing TRX reports, CI/CD pipeline configuration, or Visual Studio Test Explorer hot reload (which is a different feature).

Write, validate, and optimise PromQL queries for Prometheus and Grafana Cloud Metrics. Use when the user asks to query metrics, write a PromQL expression, calculate rates, aggregate across labels, build histogram quantiles, create recording rules, debug query performance, or understand metric cardinality. Triggers on phrases like "PromQL", "Prometheus query", "write a metric query", "calculate rate", "histogram_quantile", "recording rule", "metric cardinality", "sum by", "rate vs irate", "absent()", or "query is slow".

Guidance for working with Pulumi ESC (Environments, Secrets, and Configuration). Use when users ask about managing secrets, configuration, environments, short-term credentials, configuring OIDC for AWS, Azure, GCP, integrating with secret stores (AWS Secrets Manager, Azure Key Vault, HashiCorp Vault, 1Password), or using ESC with Pulumi stacks.

Backup agent brain (workspace) and body (state) to local folder and optionally sync to cloud via rclone.

Use when checking on DGX Spark inference performance landscape — scans Arena leaderboard, vLLM releases, spark-vllm-docker builds, Qwen models, and NVIDIA forum for actionable changes. Run periodically from the spark project directory.

Type hints best practices with mypy strict mode for Python 3.13. PROACTIVELY activate for: (1) Writing type annotations, (2) Configuring mypy, (3) Creating Generic types, (4) Defining Protocol interfaces, (5) Setting up CI type checking. Triggers: "type hints", "mypy", "typing", "Generic", "Protocol", "TypeAlias", "strict mode", "type checking"

End-of-session handler that first checks whether the current session's plan is actually complete. If complete: refresh repo, run quick retrospective, clean gone branches, and emit a forward-looking follow-up prompt. If incomplete: skip cleanup and emit one or more `cd`-into-worktree blocks paired with ready-to-paste resume prompts so the unfinished work can be picked up cold in a new session.

This skill should be used when the user asks about "deployment", "CI/CD", "continuous integration", "GitHub Actions", "GitLab CI", "environments", "staging", "production", "rollback", "versioning", "gradual rollout", "canary deployment", "blue-green deployment", or discusses deploying Workers, managing multiple environments, or setting up automated deployment pipelines.

This skill should be used when the user asks about "deployment", "CI/CD", "continuous integration", "GitHub Actions", "GitLab CI", "environments", "staging", "production", "rollback", "versioning", "gradual rollout", "canary deployment", "blue-green deployment", or discusses deploying Workers, managing multiple environments, or setting up automated deployment pipelines.

Consult before running ANY development operation in an angreal project — tests, build, lint, format, type-check, docs, deploy, clean, install, migrate, release. Also for "run an angreal task", "execute angreal command", "discover angreal tasks", "use angreal tree", "what tasks are available", "angreal mcp", "angreal init", "angreal alias", "angreal completion", "verbose angreal output", "ANGREAL_DEBUG", or when chaining tasks, picking the right task for a job, or interpreting an angreal exit code. The operational essentials (top-level CLI surface, exit codes, debug env vars) are already injected by the SessionStart/PreCompact hook — this skill is the deep dive on group nesting, workflow composition, and task selection heuristics.

Connect AI coding agents (Claude Code, Cursor, VS Code, OpenAI Codex) to Grafana Cloud via the Model Context Protocol (MCP) server. Use when the user asks to connect Claude Code to Grafana, set up MCP for Grafana, use Grafana tools in Cursor, query Grafana from an AI agent, configure the Grafana MCP server, or make AI agents interact with Grafana Cloud APIs. Triggers on phrases like "MCP server", "connect Claude Code to Grafana", "Grafana MCP", "AI agent Grafana", "Claude Grafana tools", "Cursor Grafana", or "agent observability".

Build and deploy serverless functions on AWS Lambda. Configure triggers, manage permissions, and optimize performance. Use when implementing serverless applications.

Guides use of AWS messaging and streaming services. Covers Amazon SQS, Amazon SNS, Amazon EventBridge, Amazon MQ, Amazon Kinesis Data Streams, Amazon Data Firehose, Amazon Managed Service for Apache Flink, and Amazon Managed Streaming for Apache Kafka (MSK). Use when implementing messaging and streaming patterns.

Provision and manage RDS databases. Configure backups, replication, and security. Use when deploying managed relational databases on AWS.

Configure S3 buckets, policies, and lifecycle rules. Implement versioning, replication, and security. Use when managing object storage on AWS.

Expert knowledge for Chaos Studio development including troubleshooting, limits & quotas, security, configuration, and integrations & coding patterns. Use when creating Chaos Studio experiments via ARM/CLI, configuring Chaos Agent, Azure Monitor, Private Link, or AKS targets, and other Chaos Studio related development tasks. Not for Azure Monitor (use azure-monitor), Azure Resiliency (use azure-resiliency), Azure Reliability (use azure-reliability), Azure Site Recovery (use azure-site-recovery).

Build serverless applications on Azure Functions. Configure triggers, bindings, and deployment. Use when implementing serverless workloads on Azure.

Expert knowledge for Azure Operator Service Manager development including troubleshooting, best practices, security, configuration, and integrations & coding patterns. Use when onboarding CNFs/VNFs, designing config groups, using ACR-backed artifacts, Private Link, or AOSM CLI, and other Azure Operator Service Manager related development tasks. Not for Azure Operator Insights (use azure-operator-insights), Azure Operator Nexus (use azure-operator-nexus), Azure Network Function Manager (use azure-network-function-manager), Azure Networking (use azure-networking).

Expert knowledge for Azure Virtual Network Manager development including troubleshooting, limits & quotas, security, configuration, and integrations & coding patterns. Use when managing AVNM IPAM pools, network groups, security admin rules, cross‑tenant connectivity, or Resource Graph queries, and other Azure Virtual Network Manager related development tasks. Not for Azure Virtual Network (use azure-virtual-network), Azure Virtual WAN (use azure-virtual-wan), Azure Network Watcher (use azure-network-watcher), Azure Firewall Manager (use azure-firewall-manager).

Complete CI/CD guide for Capacitor apps covering GitHub Actions, GitLab CI, build automation, app signing, and deployment pipelines. Use this skill when users need to automate their build and release process.

Diagnose a failing CI run against a 10-pattern playbook. Classifies the failure, cites the relevant memory entry, proposes the exact fix command — but NEVER applies without explicit user approval. Use when a specific PR check or GitHub Actions run failed and you want a diagnosis instead of speculation. Don't use for org-wide CI sweeps (that's /status) or for app-level test failures (the playbook is CI-infra-specific).

Fix GitHub Actions CI failures using GitHub CLI (gh): inspect runs/logs, identify root cause, patch workflows/code, rerun jobs, and summarize verification. Use when GitHub Actions CI is failing or needs diagnosis.

Automated dependency conflict detection and resolution. Detects local vs CI environment mismatches, compares versions, and generates pinning recommendations. Run as pre-push check to catch issues early.

Deployment iş akışları, CI/CD pipeline kalıpları, Docker konteynerizasyonu, sağlık kontrolleri, rollback stratejileri ve web uygulamaları için üretim hazırlığı kontrol listeleri.

Vercel deployment and CI/CD expert guidance. Use when deploying, promoting, rolling back, inspecting deployments, building with --prebuilt, or configuring CI workflow files for Vercel.

Vercel deployment and CI/CD expert guidance. Use when deploying, promoting, rolling back, inspecting deployments, building with --prebuilt, or configuring CI workflow files for Vercel.

Set up a .devcontainer for VS Code with Docker, Claude Code CLI support, and configurable options. Use when the user asks to "set up devcontainer", "add docker development environment", "configure dev container", or needs to containerize their development workflow.

Comprehensive guide for Docker MCP Toolkit Dynamic Tools - discover and use ~170 MCP servers on-demand. Use when working with MCP servers, dynamic tools, database access, APIs, cloud services, or needing external integrations during conversations.

Designing composable Azure DevOps YAML pipelines. Templates, variable groups, multi-stage, triggers.

Releasing CLI tools. GitHub Actions build matrix, artifact staging, Releases, checksums.

Automating browser tests in .NET. Playwright E2E, CI browser caching, trace viewer, codegen.

Enable Single Step Instrumentation (SSI) on Kubernetes — automatically instruments applications for APM without code changes. Only use if the Datadog Agent is already running on the cluster — if not, use agent-install first.

Web scraping, search, crawling, and browser automation via the Firecrawl CLI. Use this skill whenever the user wants to search the web, find articles, research a topic, look something up online, scrape a webpage, grab content from a URL, extract data from a website, crawl documentation, download a site, or interact with pages that need clicks or logins. Also use when they say "fetch this page", "pull the content from", "get the page at https://", or reference scraping external websites. This provides real-time web search with full page content extraction and cloud browser automation — capabilities beyond what Claude can do natively with built-in tools. Do NOT trigger for local file operations, git commands, deployments, or code editing tasks.

Set up Docker deployment for Flask applications with Gunicorn, automated versioning, and container registry publishing. Use when dockerizing a Flask app, containerizing for production, or setting up CI/CD with Docker.