DevOps & Infra

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Set up Wren Engine MCP server via Docker and register it with an AI agent. Covers pulling the Docker image, running the container with docker run, mounting a workspace, configuring connection info via the Web UI (with Docker host hint), registering the MCP server in Claude Code (or other MCP clients) using streamable-http transport, and starting a new session to interact with Wren MCP. Trigger when a user wants to run Wren MCP in Docker, configure Claude Code MCP, or connect an AI client to a Dockerized Wren Engine. Use when this capability is needed.

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Inspect the AD pipeline IR for a Julia function at each Mooncake compilation stage. Use when this capability is needed.

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Azure CLI 操作 Use when this capability is needed.

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AI 驱动的全栈项目开发工作流模板。用于指导新项目从 0 到 1 的完整开发流程，包括建仓库、产品规划、技术选型、UI/UX 设计、开发部署、测试验证、CI/CD 等 10 个阶段。适用于 SaaS 产品、Web 应用、AI 应用开发。 Use when this capability is needed.

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Use when working on documentation tests (site-tests module). Covers test generation pipeline, fixtures, assertions, and debugging.

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Create Railway projects, services, and databases with proper configuration. Use when user says "setup", "deploy to railway", "initialize", "create project", "create service", or wants to deploy from GitHub. Handles initial setup AND adding services to existing projects. For databases, use railway-railway-database skill instead. Use when this capability is needed.

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Cloud Actors

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Commit Description Generator

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Terraform Plan Skill

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GitLab CI/CD pipelines with runners and stages. Use for GitLab automation. Use when this capability is needed.

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Run an ASI-Evolve style evaluator-driven search workflow for code, algorithms, prompts, or pipelines. Use when Codex needs to align the objective, scoring, evaluator, writable scope, and cognition first, then execute a preflight-gated learn/design/experiment/analyze loop with the bundled Evolve CLI instead of the repository's multi-agent pipeline. Use when this capability is needed.

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Terraform workflow with Isengard credentials. Covers init/plan/apply, S3+DynamoDB state backend, modules, and NixOps integration. Use when this capability is needed.

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Cloud Run Basics

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Cloud SQL Basics

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Release a new version of AgentWeave — auto-detects next version, bumps pyproject.toml files, checks if documentation needs updates, updates CHANGELOG and README, commits, pushes and creates GitHub releases via Windows PowerShell (which holds git/gh credentials), then monitors the build. Never invoke this automatically. Use when this capability is needed.

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This skill should be used when the user asks to "configure moon", "set up moonrepo", "create moon tasks", "run moon commands", "configure moon workspace", "add moon project", "moon ci setup", "moon docker", "moon query", "migrate to moon v2", or mentions moon.yml, .moon/workspace.yml, .moon/toolchains.yml, moon run, moon ci, or moonrepo in general. Use when this capability is needed.

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Terraform Patterns

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Reviews Bicep templates for Azure best practices, security, and code quality. Use after writing Bicep infrastructure code. Use when this capability is needed.

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Update LLM model pricing in Prompture. Pricing comes from two sources — models.dev live cache (primary) and JSON rate files in prompture/infra/rates/ (capabilities KB). Use when model prices change, new models launch, or models.dev data is stale. Use when this capability is needed.

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Use when a user wants to deploy, update, diff, pull, or review feedback on documents managed with the sharehtml CLI. This skill covers safe deploy workflows, reviewing unresolved comments, finding documents by name with `sharehtml list`, and presenting diffs in human language before overwriting. Keep documents private by default and only make them shareable if the user explicitly asks.

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Azure Prepare

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AWS cloud infrastructure patterns and best practices. Use when designing or implementing AWS solutions including EC2, Lambda, S3, RDS, and infrastructure as code with Terraform or CloudFormation. Use when this capability is needed.

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Google Cloud Platform infrastructure patterns and best practices. Use when designing or implementing GCP solutions including Compute Engine, Cloud Functions, Cloud Storage, and BigQuery. Use when this capability is needed.

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Assists with deploying a web app or API to AWS using Amazon ECS Express Mode. ECS Express Mode takes your container image and gives you back an HTTPS endpoint

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Generic Docker Engine API client, Compose lifecycle, health checks, event watching, and container stats from the @garazyk/laweta Deno package. Use when working with Docker containers, compose stacks, service health, container events, or resource stats in the Garazyk monorepo. Use when this capability is needed.

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Setup local environment for HyperShift testing. Installs hcp CLI, ansible collections, and configures credentials. Use when this capability is needed.

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Deploy and manage Kagenti operator, agents, and tools on Kubernetes. Handles installer, CRDs, pipelines, and demo deployments. Use when this capability is needed.

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Core knowledge for the NBA AI project, including data pipeline, prediction engines, and system architecture. Use when this capability is needed.

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Download artifacts from a CI run's GCS bucket to local disk. Use when this capability is needed.

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Expert-level Harness template types, runtime inputs, expression language, pipeline patterns (CI/CD, GitOps, Canary, Blue-Green), versioning, and step configurations Use when this capability is needed.

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Generate daily and weekly codebase activity summaries from Azure DevOps (PRs, work items), local git commits, and Confluence. Use when asked about "what happened", "codebase activity", "team summary", "pr summary", or to understand what's going on in a large codebase. Use when this capability is needed.

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Implement pre-commit hooks and GitHub Actions for quality assurance. Use when asked to "setup CI/CD", "add pre-commit hooks", "create GitHub Actions", "setup quality gates", "automate testing", "add linting to CI", "reduce GitHub Actions dependency", "run tests locally before push", "shift-left testing", "end-to-end pre-commit", or any DevOps automation for code quality. Detects project type and configures appropriate tools. Prioritizes running as many tests as possible locally in pre-commit to reduce CI cost and catch issues before they reach GitHub. Use when this capability is needed.

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Ansible automation safety practices. Enforces check-mode-first workflow. Use when working with playbooks, roles, or inventory files. Use when this capability is needed.

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Terraform in CI/CD — plan on PR, apply on merge, OIDC auth, drift detection, importing existing resources, common CLI commands, anti-patterns, and Terraform vs Pulumi vs CDK decision guide. Use when this capability is needed.

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Cloud Deploy Pipelines

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Draft GROWI upgrade guide pages (docs/{ja,en}/admin-guide/upgrading/NNx.md) from GitHub release notes, register them in the VuePress sidebar, and apply GROWI-specific conventions (bilingual ja/en pair, section tag prefixes like [新機能]/[改善], and ContextualBlock splits between docs-growi-org and help-growi-cloud). Use this skill whenever the user asks to create or update an upgrade guide, aftermath notes, or "upgrading to vX" documentation for a new GROWI minor/major release — even if they only say "write up v7.6" or similar shorthand. Use when this capability is needed.