DevOps & Infra

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Test, analyze, or start Docker for the server project Use when this capability is needed.

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Full production pipeline — story to scenes, Z-Image start frames, Qwen Edit end frames, WAN FLF video clips, ffmpeg concatenation Use when this capability is needed.

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Deploy on AWS

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Scaffold a new app-template Helm chart application Use when this capability is needed.

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Cloud Architect AI

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Deploy a Relay MCP server to the user's own Railway account, giving Claude read/write access to their Obsidian vault via the Relay.md sync protocol. Bundled source ships inside the skill — no separate repo clone needed. The user only pastes a Railway account token; the relay vault and folders inside it are auto-discovered after they OAuth in. Use when the user wants to "set up the os MCP", "deploy relay MCP to railway", "self-host the obsidian MCP server", or "give Claude access to my Obsidian vault". Use when this capability is needed.

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Use when implementing infrastructure as code with Terraform across AWS, Azure, or GCP. Invoke for module development, state management, provider configuration, multi-environment workflows, infrastructure testing.

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Extract IR, AST, generated code, and patterns from the Tinygrad codebase at submodules/tinygrad. Use when comparing Morok with Tinygrad, debugging pipeline differences, or understanding Tinygrad's implementation. Use when this capability is needed.

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AI RAG Pipeline

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Terraform patterns for Fawkes — variables, backend, tags. Load when editing infra/. Use when this capability is needed.

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Test voxtype in Docker containers. Use for testing builds, verifying packages work on different distros, or isolating test environments. Use when this capability is needed.

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Use when working with a tiny test skill that runs a safe python script and echoes argv. Use to validate the skill script execution pipeline (allowed-tools gating, timeout, and output limits).

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Terraform Skill

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Expert knowledge for deploying, managing, and troubleshooting AWS Elastic Beanstalk applications with production best practices Use when this capability is needed.

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Package and distribute Electron apps with a full build pipeline. Use when scaffolding, configuring makers/publishers/plugins, or extending Forge. Use when this capability is needed.

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App Router File Conventions

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Basic Store

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This skill should be used when the user asks to \"KDP audit\", \"check manuscript formatting\", \"is my book ready for KDP\", \"Amazon publishing requirements\", \"Kindle formatting check\", \"manuscript readiness\", \"book formatting audit\", \"prepare for Amazon KDP\", or mentions KDP/Amazon publishing compliance. It audits a book manuscript against Amazon KDP (Kindle Direct Publishing) requirements for both eBook and paperback formats, handling technical books (LaTeX, math-heavy) and fiction/general nonfiction. Use when this capability is needed.

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Redis LangCache guidance for semantic caching of LLM responses on Redis Cloud — calling search/set via the SDK or REST API, tuning the similarity threshold, separating caches per task type, and filtering with custom attributes. Use when caching LLM completions or RAG answers to cut API cost and latency, building a cache-aside layer in front of OpenAI / Anthropic / etc., tuning hit rate vs precision, or splitting one app's LLM workloads into multiple LangCache caches. Use when this capability is needed.

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Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks. Use when the user wants to deploy, host, publish, or set up their application on Render's cloud platform. Use when this capability is needed.

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This skill automates the process of identifying and patching CVE vulnerabilities in the Robusta Docker image and Python dependencies, focusing on critical, high, and medium severity issues. Use when this capability is needed.

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Fetch full Terraform provider documentation content by provider_doc_id using tfdc. Use when you have a provider_doc_id from a previous search and need the complete documentation content for a specific resource, data source, or other provider doc. Use when this capability is needed.

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Runs Cypher, inspects the database schema / data model via `neo4j-cli query :schema`, manages Neo4j Aura, Neo4j connection (dbms) credentials, and embedding-provider credentials, and manages local Neo4j Docker containers (create / list / get / start / stop / delete, including ephemeral runs that emit a .env file consumable by `query --env`) from the terminal via the neo4j-cli CLI. Use when the user wants to execute or pipe Cypher against Neo4j, inspect/view/introspect the schema or generate a data model from the schema (labels, relationship types, properties) via `:schema`, embed text inline as a Cypher parameter, list/create/get/delete/provision/resize Aura instances or tenants, manage Aura Agents, manage Aura/dbms/embed credentials, run / start / stop a local Neo4j Docker container, install/remove the neo4j-cli skill in an agent, or self-update the neo4j-cli binary via `neo4j-cli update`. Skip for Cypher syntax questions, Neo4j drivers, Kubernetes, Neo4j Browser, or other databases.

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Deploy Hackathon Infrastructure

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Workflow for debugging SSA pass semantic preservation using the noir-ssa CLI. Use when a program's behavior changes incorrectly during the SSA pipeline - bisects passes to identify which one breaks semantics. The `pass_vs_prev` fuzzer finds such issues automatically. Use when this capability is needed.

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CI/CD Pipelines

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Breaking Changes from AI SDK 4

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End-to-end CLIP-seq analysis from FASTQ to binding sites and motif enrichment. Use when analyzing protein-RNA interactions from CLIP-based methods. Use when this capability is needed.

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End-to-end GWAS workflow from VCF to association results. Covers PLINK QC, population structure correction, and association testing for case-control or quantitative traits. Use when running genome-wide association studies. Use when this capability is needed.

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Create portable bioinformatics pipelines with Workflow Description Language (WDL) using Cromwell or miniwdl execution engines. Use when running GATK best practices pipelines, working with Terra/AnVIL platforms, or building workflows for cloud execution on Google Cloud or AWS. Use when this capability is needed.

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Manage GitHub Actions workflows, containerization, deployment pipelines, and release automation. Use when working with CI/CD, Docker, or deployment. Use when this capability is needed.

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Launching, stopping, or managing xr-compose-based XRd labs, running commands/logs via the just wrapper, or working with docker-compose.xr.yml topology files. Use when this capability is needed.

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Critical Patterns

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PR Creation Process

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