Implement machine learning solutions including model architectures, training pipelines, optimization strategies, and performance improvements.
Implement machine learning solutions including model architectures, training pipelines, optimization strategies, and performance improvements.
Diagnose machine learning training failures including loss divergence, mode collapse, gradient issues, architecture problems, and optimization failures.
This skill analyses the technical defensibility and competitive moat of the proposed architecture. Use when asked to assess technical differentiation, evaluate defensibility of…
Always use this skill when designing or modifying Pigment applications. Provides the mental model of a Pigment app (Application, Dimensions, Calendars, Metrics, Transaction Lists,…
Break monolithic code into multi-file module structures with clear separation. Use this skill whenever the user mentions refactoring, monolith, module separation, file split,…
When the user wants to launch a product across multiple platforms, plan a Product Hunt launch, build a waitlist, or execute a multi-channel launch strategy.
Product design, feature planning, and technical architecture for new projects.
Use this skill when the user asks to improve AI-assisted development reliability, AGENTS.md, skills, tests, CI, hooks, review loops, agent workflow governance, loop engineering,…
Use this skill when writing, refactoring, debugging, or auditing Rust code. Trigger for .rs files, Cargo projects, ownership/borrowing/lifetime issues, Result/Option error…
Use this skill when building, debugging, refactoring, or reviewing Vue 3 applications, SFCs, Composition API, Pinia stores, Vue Router, Vite, or Vue+TypeScript code.
Neta capability index and routing skill - help choose the appropriate Neta-related skill (neta-space / neta-creative / neta-adventure / neta-community / neta-suggest).
Add a new endpoint, use case, or product to the Vonage .NET SDK. Use this skill when the user asks to "implement an endpoint", "add a new API", "add a new use case", "scaffold…
Use this skill whenever asked to prepare, review, or classify transactions for a New Zealand GST return (GST101A form) for a self-employed individual or small business in — from…
Guides updating, adding, or refactoring Nix code in this dotfiles repository. Use this skill whenever the user wants to add a new package, configure a program, create a NixOS/Home…
This skill should be used when the user asks about "omc", "oh-my-claudecode", "omc 사용법", "omc 활용", "omc guide", "omc tips", "omc cheatsheet", "omc reference", "omc 모드", "omc…
A production-grade, end-to-end trainable memory architecture skill based on Memory Sparse Attention (MSA).
Structured decision-making framework for technical proposals and trade-off analysis. When the user faces a choice between multiple approaches (architecture decisions, tool…
Offer to open markdown documents in mdreader after writing them. Trigger this skill whenever you write or create a markdown file that is a plan, spec, design document,…
MANDATORY prerequisite — load this skill BEFORE every `generate_diagram` tool call. NEVER call `generate_diagram` directly without loading this skill first.
Render an interactive step-by-step diagram of a specific system, feature, codebase, workflow, pipeline, user journey, architecture, idea, or proposed solution using OpenHop.
This skill should be used when the user asks about "Orca architecture", "knowledge graph design", "MCP server structure", "nugget storage", "telemetry design", "Orca refactoring",…
When the user wants to build a partner program, launch an affiliate program, design integration partnerships, or create distribution partnerships.
This skill MUST be invoked when the user says "map the flow", "connect these screens", "build user journey", "navigation mapping", "interaction flow", or "flow diagram".
Generate diagrams using Mermaid syntax. Use this skill when creating architecture diagrams, sequence diagrams, ER diagrams, flowcharts, or any visual documentation in markdown…
Pinia Store 架構規範。Use when creating app/stores/**/*.ts files, working with defineStore, managing global state, or building Pinia stores.
The load-bearing design decisions of Plenum (smart-thermostat-with-vents), the invariants that must hold, WHY each exists, and the known-weak points.
This skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components", "set up plugin.json" — from…
This skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components", "set up plugin.json" — from…
This skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components", "set up plugin.json" — from…
> Use this skill whenever asked about Polish e-invoicing, KSeF, Krajowy System e-Faktur, faktura ustrukturyzowana, FA(3) schema, structured invoice Poland, e-Faktura, UPO…
Use this skill when the user needs to transform business requirements, use case descriptions, or meeting transcripts into a technical Power Platform solution architecture,…
Opt-in profile. Opinionated Java server-side architecture conventions — Gradle on its latest stable version, latest stable Spring Boot, latest Java LTS, repositories return DTOs…
The project's institutional memory and decision authority. Acts as an autonomous representative of the project — its goals, architecture, conventions, constraints, and intent.
Comprehensive codebase survey and understanding system that forces Claude to fully understand a project before making any changes.
This skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipelin — from…
This skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipelin — from…
This skill covers the principles for identifying tasks suited to LLM processing, designing effective project architectures, and iterating rapidly using agent-assisted development.
This skill covers proof server internals and how the proof server works. Use it when the user asks about architecture, worker pool, job queue, job lifecycle, proving pipeline,…
Design NEW or PROPOSED architecture using the ISO/IEC 25010:2023 product quality model: prioritize quality attributes from requirements, compare design options, define…
This skill should be used when the user asks to "create a TUI", "terminal interface", "terminal UI", "ratatui", "ratatui-ruby", "inline viewport", "full-screen terminal app",…
Records an architecture decision as a Nygard/MADR-shaped ADR under decisions/ — capturing the context that forced the choice, the options weighed, the decision itself, and its…
Explains the mental model and architecture of the code under `packages/compiler-cli`. You MUST use this skill any time you plan to work with code in `packages/compiler-cli`
Explains the mental model and architecture of the code under `packages/core`. You MUST use this skill any time you plan to work with code in `packages/core`
Explains the mental model and architecture of the code under `packages/forms/signals`. You MUST use this skill any time you plan to work with code in `packages/forms/signals`
Apply this skill when the user requests concise English output, is writing docs, README, CONTRIBUTING.md, architecture notes, code comments, or any technical writing.
Use this skill whenever the user asks about the Reliquery system, its tools, how to set it up, or needs help navigating the plugin.
This skill should be used when the user asks to "generate repository documentation", "create a README", "document API", "write architecture docs", "add CONTRIBUTING guide",…
This skill should be used when the user asks to "generate repository metadata", "create catalog-info.yaml", "add repo metadata", "document repository structure", or mentions…
This skill should be used when the user asks to "extend requirements framework", "add new requirement type", "create custom strategy", "add custom calculator", "modify framework…
Architecture patterns, design principles, and proven recipes for building robust robotics software. Use this skill when designing robot software architectures, choosing between…
Foundational software design principles applied specifically to robotics module development. Use this skill when designing robot software modules, structuring codebases, making…
Use this skill whenever asked to prepare, review, or classify transactions for a Saudi Arabia VAT return for any client.
Use this skill whenever asked to prepare, review, or classify transactions for a Swedish VAT return (momsdeklaration) for a self-employed individual or small business in — from…
This skill should be used when the user asks to "optimize prompts", "design prompt templates", "evaluate LLM outputs", "build agentic systems", "implement RAG", "create few-shot…
This skill should be used when the user needs to design, review, or document complex software architectures.
Use when a task says "close the architecture", "why is this blocked", "closure open", "answer the question", "record architect answer", "plan Evidence", "record probe result",…
This skill configures service meshes like Istio and Linkerd for microservices. It generates production-ready configurations, implements best practices, and ensures a…
Use this skill whenever asked to prepare, review, or classify transactions for a Singapore GST return (GST F5 form) for any client.
Use when after a TCN-based formula prediction model has generated initial formula candidates from MS/MS spectra, apply this skill to rescore and refine those candidates when you…