Automation

Guidance for recovering PyTorch model architectures from state dictionaries, retraining specific layers, and saving models in TorchScript format. This skill should be used when tasks involve reconstructing model architectures from saved weights, fine-tuning specific layers while freezing others, or converting models to TorchScript format.

Use when starting any conversation - establishes mandatory workflows for finding and using skills

Router skill for DiPeO code generation pipeline (TypeScript specs → IR → Python/GraphQL). Use when task mentions TypeScript models, IR builders, generated code diagnosis, or codegen workflow. For simple tasks, handle directly; for complex work, escalate to dipeo-codegen-pipeline agent.

Guidance for setting up Git-based web deployment systems where pushing to a Git repository automatically deploys content to a web server. This skill should be used when tasks involve configuring bare Git repositories with post-receive hooks for automated web deployment, setting up lightweight web servers to serve deployed content, or creating Git-push-to-deploy workflows. Covers service persistence, permission management, and verification strategies.

Guidance for setting up Git repositories with automatic web deployment via post-receive hooks. This skill applies when configuring bare Git repositories, setting up web servers to serve pushed content, creating Git hooks for deployment automation, or implementing push-to-deploy workflows.

Specialized skill for designing primers to insert DNA sequences into circular plasmids using Q5 site-directed mutagenesis (SDM). This skill should be used when tasks involve inserting sequences into plasmids, designing primers for Q5 SDM insertions, or converting an input plasmid to an output plasmid with additional sequence. The skill provides workflows for understanding Q5 SDM mechanics, proper primer design with annealing regions, Tm calculation, and critical verification strategies.

Build a complete business tech stack with 100% free tools. Find powerful zero-cost alternatives, automation workflows, and workarounds for free plan limitations.

Guidance for cross-compiling complex C programs (like Doom) to run on custom MIPS virtual machines or emulators. This skill should be used when tasked with building software for non-standard MIPS targets that use custom syscall interfaces, require freestanding compilation (-nostdlib), or involve running binaries in JavaScript/custom VM environments.

Set up Claude Code cloud/mobile environments for AILANG development. Use when starting a new cloud session, when tools are missing (Go, make, gh), or when user says "setup cloud", "setup environment", or mentions mobile Claude Code.

Creates test documentation (testing-strategy.md + tests/README.md). Establishes testing philosophy and Story-Level Test Task Pattern. L2 Worker in ln-100-documents-pipeline workflow.

Guidance for Golden Gate assembly primer design and DNA assembly tasks. This skill should be used when designing primers for Golden Gate cloning, Type IIS restriction enzyme assembly, or multi-fragment DNA assembly workflows. It covers overhang selection, primer structure, assembly simulation, and verification strategies.

Content optimization workflow covering keyword integration, semantic enhancement, structure optimization, and AI extractability. Use for improving existing content for both search engines and LLMs.

Create and maintain GitHub Actions workflows for CI/CD, testing, deployment, and automation. Use when setting up pipelines, automating tasks, or configuring continuous integration.

Scan for security vulnerabilities using pnpm audit, Snyk, and automated tools. Use when checking security, before deployments, or resolving CVEs.

Create and maintain architecture diagrams using Mermaid syntax for system architecture, workflows, database schemas, and sequence diagrams. Use when visualizing system components, data flows, or documenting architecture.

Development workflow for features, bugs, refactoring. Auto-activates for multi-file implementations.

Auto-invokes ultrathink workflow for any work request (default orchestrator)

Structured multi-perspective debate for important architectural decisions and complex trade-offs

Development workflow for features, bugs, refactoring. Auto-activates for multi-file implementations.

Philosophy compliance guardian - ensures code aligns with amplihack's ruthless simplicity, brick philosophy, and Zen-like minimalism through systematic review