framework-internals
26
cli-patterns
Use token-efficient CLI patterns instead of verbose MCP output when direct shell tools are enough. Provides JSON or compact-output conventions for gh, mgrep, psql, and similar tools.
move-hoon
development
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framework-internals
26
axiom-metal-migration
Use when porting OpenGL/DirectX to Metal - translation layer vs native rewrite decisions, migration planning, anti-patterns
ComeOnOliver
development
framework-internals
26
docker-ros2-development
Best practices for Docker-based ROS2 development including multi-stage Dockerfiles, docker-compose for multi-container robotic systems, DDS discovery across containers, GPU passthrough for perception, and dev-vs-deploy container patterns. Use this skill when containerizing ROS2 workspaces, setting up docker-compose for robot software stacks, debugging DDS communication between containers, configuring NVIDIA Container Toolkit for GPU workloads, forwarding X11/Wayland for rviz2 and GUI tools, or managing USB device passthrough for cameras and serial devices. Trigger whenever the user mentions Docker with ROS2, docker-compose for robots, Dockerfile for colcon workspaces, container networking for DDS, GPU containers for perception, devcontainer for ROS2, multi-stage builds for ROS2, or deploying ROS2 in containers. Also trigger for CI/CD with Docker-based ROS2 builds, CycloneDDS or FastDDS configuration in containers, shared memory in Docker, or X11 forwarding for rviz2. Covers Humble, Iron, Jazzy, and Rolling di
ComeOnOliver
development
framework-internals
26
r-development
Modern R development practices emphasizing tidyverse patterns (dplyr 1.1 and later, native pipe, join_by, .by grouping), rlang metaprogramming, performance optimization, and package development. Use when Claude needs to write R code, create R packages, optimize R performance, or provide R programming guidance.
ComeOnOliver
development
framework-internals
26
pytorch-patterns
PyTorch深度学习模式与最佳实践，用于构建稳健、高效且可复现的训练流程、模型架构和数据加载。
ComeOnOliver
development
framework-internals
26
ordo-jit-optimization
Ordo JIT compilation and performance optimization guide. Includes Schema-aware JIT, TypedContext derive macro, Cranelift compilation, performance tuning. Use for optimizing rule execution performance, reducing latency, increasing throughput.
Pama-Lee
development
framework-internals
26
multi-stage-dockerfile
Create optimized multi-stage Dockerfiles for any language or framework
ComeOnOliver
development
framework-internals
26
gemma-tuner-multimodal
Fine-tune Gemma 4 and 3n models with audio, images, and text on Apple Silicon using PyTorch and Metal Performance Shaders.
Aradotso
development
framework-internals
26
powerbi-tmdl
Guide to develop against TMDL files or TMDL code. Use this skill when asked to change TMDL code or files (*.tmdl). Includes creating measures with DAX, setting descriptions, working with Power Query M code in partitions, creating RLS roles, and exporting semantic models to TMDL format. Use for any direct manipulation of TMDL syntax or Power BI semantic model definition files.
slammini
development
framework-internals
26
rebrgen-new-feature
rebrgen のコードジェネレーターに新機能を追加する時の方法と注意点。コードジェネレーターの構造の理解、共通部分と言語固有部分の整理、EBM構造の変化への対応などを扱う。
on-keyday
development
framework-internals
26
coreml
Use when deploying custom ML models on-device, converting PyTorch models, compressing models, implementing LLM inference, or optimizing CoreML performance. Covers model conversion, compression, stateful models, KV-cache, multi-function models, MLTensor.
ComeOnOliver
development
framework-internals
26
cohere-deploy-integration
Deploy Cohere-powered applications to Vercel, Fly.io, and Cloud Run. Use when deploying Cohere API v2 apps to production, configuring platform-specific secrets, or setting up deployment pipelines. Trigger with phrases like "deploy cohere", "cohere Vercel", "cohere production deploy", "cohere Cloud Run", "cohere Fly.io".
ComeOnOliver
development
framework-internals
26
anima-performance-tuning
Optimize Anima code generation performance with caching, parallelism, and output tuning. Use when reducing generation latency, optimizing batch component generation, or improving generated code quality for production use. Trigger: "anima performance", "anima slow", "anima optimization", "anima caching".
ComeOnOliver
development
framework-internals
26
flutter-error-handling
Functional error handling with Either/Failure. ALWAYS consult when writing repositories, handling exceptions, defining failures, or using Either in any Flutter layer — not just when setting up error handling. (triggers: lib/domain/**, lib/infrastructure/**, Either, fold, Left, Right, Failure, dartz)
ComeOnOliver
development
framework-internals
26
refactor-method-complexity-reduce
Refactor given method `${input:methodName}` to reduce its cognitive complexity to `${input:complexityThreshold}` or below, by extracting helper methods.
ComeOnOliver
development
framework-internals
26
csharp-async
Get best practices for C# async programming
ComeOnOliver
development
framework-internals
26
go-error-handling
Use when writing Go code that returns, wraps, or handles errors — choosing between sentinel errors, custom types, and fmt.Errorf (%w vs %v), structuring error flow, or deciding whether to log or return. Also use when propagating errors across package boundaries or using errors.Is/As, even if the user doesn't ask about error strategy. Does not cover panic/recover patterns (see go-defensive).
ComeOnOliver
development
framework-internals
26
go-declarations
Use when declaring or initializing Go variables, constants, structs, or maps — including var vs :=, reducing scope with if-init, formatting composite literals, designing iota enums, and using any instead of interface{}. Also use when writing a new struct or const block, even if the user doesn't ask about declaration style. Does not cover naming conventions (see go-naming).
ComeOnOliver
development
framework-internals
26
go-concurrency
Use when writing concurrent Go code — goroutines, channels, mutexes, or thread-safety guarantees. Also use when parallelizing work, fixing data races, or protecting shared state, even if the user doesn't explicitly mention concurrency primitives. Does not cover context.Context patterns (see go-context).
ComeOnOliver
development
framework-internals
26
axiom-synchronization
Use when needing thread-safe primitives for performance-critical code. Covers Mutex (iOS 18+), OSAllocatedUnfairLock (iOS 16+), Atomic types, when to use locks vs actors, deadlock prevention with Swift Concurrency.
ComeOnOliver
development
framework-internals
26
akka-net-aspire-configuration
Configure Akka.NET with .NET Aspire for local development and production deployments. Covers actor system setup, clustering, persistence, Akka.Management integration, and Aspire orchestration patterns.
ComeOnOliver
development
framework-internals
26
semantic-kernel
Create, update, refactor, explain, or review Semantic Kernel solutions using shared guidance plus language-specific references for .NET and Python.
ComeOnOliver
development