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tools framework internals AI Skills

Discover tools framework internals skills, compare source repositories and read the instructions for each workflow.

Categories: tools framework internals

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GitHub

perf-analyzer

michaeldubu

Analyzes performance benchmarks from CUDA, CPU, memory tests. Parses output, identifies bottlenecks, tracks metrics over time, generates optimization insights.

GitHub

performance-optimization

meeezus

Guides performance analysis and optimization for any application. Use when diagnosing slowness, optimizing code, improving load times, or when asked about performance.

GitHub

build

AlexandrePrevot

Build the C++ backend using CMake. Use when user asks to compile, build, rebuild, or mentions CMake, compilation errors, or linking issues.

GitHub

parallel-execution-optimizer

Sjdjdiejdrirhdkjej

Identify and execute independent operations in parallel for 3-5x speedup. Auto-analyzes task dependencies, groups into batches, launches parallel Task() calls. Applies to /optimize (5 checks), /ship pre-flight...

GitHub

review-optimization

blt

Reviews memory optimization patches using a 5-persona peer review system. Requires unanimous approval backed by benchmarks. Bugs discovered during review are valuable - invoke /validate-correctness to validate...

GitHub

benchmark-and-perf

BnJam

Measure, compare, and improve eo-processor performance safely. Use when adding/changing Rust compute kernels, refactoring hot paths, or making performance claims. Provides a repeatable benchmark protocol with c...

GitHub

rust-pyo3-function

BnJam

Implement or modify a Rust function exposed to Python via PyO3 in eo-processor. Use when adding new compute kernels, fixing numerical/shape bugs in the Rust core, or wiring Rust functions into the Python module...

GitHub

modern-python-stack

YunosukeYoshino

Astral社製ツール(uv, Ruff, ty)でPython開発環境を構築。プロジェクト作成、依存関係管理、コード品質改善、CI/CD設定時に使用。

GitHub

python-pro

ak-eyther

Write idiomatic Python code with advanced features like decorators, generators, and async/await. Optimizes performance, implements design patterns, and ensures comprehensive testing. Use for ML training, analyt...

GitHub

dppm-orchestration

ak-eyther

Feature development using DPPM framework (Discover, Plan, Prototype, Monitor). Use for feature planning and multi-agent orchestration.

GitHub

dppm-orchestration

ak-eyther

Feature development using DPPM framework (Discover, Plan, Prototype, Monitor). Use for feature planning and multi-agent orchestration.

GitHub

python-pro

ak-eyther

Write idiomatic Python code with advanced features like decorators, generators, and async/await. Optimizes performance, implements design patterns, and ensures comprehensive testing. Use for ML training, analyt...

GitHub

complexity-killer

DennisToma

Audit and remove unnecessary abstractions from the codebase. Use when user wants to simplify, reduce dependencies, or eliminate complexity that slows down AI agents.

GitHub

lp-duality

slahaie

Takes the dual of a linear program (LP). Use when the user provides an LP in LaTeX or markdown and wants its dual, or asks about LP duality transformations.

GitHub

ffi-memory-management

cotw-fabier

Your approach to handling ffi memory management. Use this skill when working on files where ffi memory management comes into play.

GitHub

ffi-bindings

cotw-fabier

Your approach to handling ffi bindings. Use this skill when working on files where ffi bindings comes into play.

GitHub

torch-shape-validator

omriwen

Add tensor shape validation and documentation to PyTorch code. This skill should be used when working with PyTorch models to ensure tensor shapes are correct and well-documented with inline comments.

GitHub

type-hint-adder

omriwen

Add comprehensive type hints to Python functions and methods, including PyTorch tensor types. This skill should be used when improving code quality through static type checking or when preparing code for mypy v...

GitHub

complex-tensor-handler

omriwen

Handle complex-valued tensors in PyTorch for astronomical imaging applications. This skill should be used when working with Fourier transforms, phase/amplitude representations, and complex arithmetic in PRISM.

GitHub

loop-vectorizer

omriwen

Convert Python loops to vectorized PyTorch tensor operations for performance. This skill should be used when optimizing computational bottlenecks in PyTorch code during Phase 4 performance optimization.

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.

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