Discover testing security framework internals skills, compare source repositories and read the instructions for each workflow.
Write effective MCP server instructions for tool compaction support. Use when creating or updating the `instructions` parameter in MaaSProtectedFastMCP server initialization. Helps LLMs understand when to searc...
Senior embedded software engineer specializing in firmware and driver development for ARM Cortex-M microcontrollers (Teensy, STM32, nRF52, SAMD). Decades of experience writing reliable, optimized, and maintaina...
Write idiomatic C++ code with modern features, RAII, smart pointers, and STL algorithms. Handles templates, move semantics, and performance optimization. Use PROACTIVELY for C++ refactoring, memory safety, or c...
Write efficient C code with proper memory management, pointer arithmetic, and system calls. Handles embedded systems, kernel modules, and performance-critical code. Use PROACTIVELY for C optimization, memory is...
Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and testing frameworks. Use PROACTIVELY for Ruby refactoring, optimiz...
Rust 1.92+ development specialist covering Axum, Tokio, SQLx, and memory-safe systems programming. Use when building high-performance, memory-safe applications or WebAssembly.
Modern C++ (C++23/C++20) development specialist covering RAII, smart pointers, concepts, ranges, modules, and CMake. Use when developing high-performance applications, games, system software, or embedded system...
use when adding API to this project that exists in numpy, especially if the user mentions a stream in the numpy-api-parity plan.
Interactive planning skill for Claude Code. Generates specs, implementation plans, and loop infrastructure through clarifying questions.
Interactive planning skill for Amp. Generates specs, implementation plans, and loop infrastructure through clarifying questions.
Objects clone from prototypes, not instances from classes
Runtime context passed to compiled closures — the world as seen from inside
Apply Model-First Reasoning (MFR) to code generation tasks. Use when the user requests "model-first", "MFR", "formal modeling before coding", "model then implement", or when tasks involve complex logic, state m...
Small Spec (Smolspec) - Lightweight Specification for Minor Changes
Coordinate operations across RIM, CKVC, BOM, JPAL, JLI, JAP, LAS, RMQB agencies
Expert guidance for JAX (Just After eXecution) - high-performance numerical computing with automatic differentiation, JIT compilation, vectorization, and GPU/TPU acceleration; includes transformations (grad, ji...
Implementing idiomatic, safe, and performant Rust code.
Comprehensive concurrency and parallelism patterns for multi-threaded and async programming. Use when implementing async/await, parallel processing, thread safety, worker pools, or debugging race conditions and...
Generate optimized scripts that utilize the specific hardware (cores, GPU, OS) of the execution environment.
Implement typeclasses with curried signatures and dual APIs for both data-first and data-last usage
Complete fal.ai optimization system. PROACTIVELY activate for: (1) Queue vs run performance, (2) Parallel request batching, (3) Streaming for real-time UI, (4) WebSocket for interactive apps, (5) Model cost com...
Analyze SIMD usage opportunities in Mojo code. Use to find performance optimization opportunities.
Identify performance optimization opportunities. Use when improving code efficiency.
Apply SIMD optimizations to Mojo code for parallel computation. Use when optimizing performance-critical tensor and array operations.
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.