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Deep dive into framework internals.

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framework-internals
45

bit-optimization

Bit-level optimization patterns for succinct data structures. Use when optimizing rank/select, popcount, or balanced parentheses operations. Triggers on terms like "rank", "select", "popcount", "bit manipulation", "lookup table", "optimization".

rust-works
rust-works
development
open
framework-internals
45

develop

Use when implementing new features, fixing bugs, or modifying code in infra/

victoriacity
victoriacity
development
open
framework-internals
44

moai-lang-cpp

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 systems.

modu-ai
modu-ai
development
open
framework-internals
44

ollama-optimizer

Optimize Ollama configuration for maximum performance on the current machine. Use when asked to "optimize Ollama", "configure Ollama", "speed up Ollama", "tune LLM performance", "setup local LLM", "fix Ollama performance", "Ollama running slow", or when users want to maximize inference speed, reduce memory usage, or select appropriate models for their hardware. Analyzes system hardware (GPU, RAM, CPU) and provides tailored recommendations.

luongnv89
luongnv89
development
open
framework-internals
44

dockerize

Generar Dockerfile optimizado. Activar cuando el usuario quiera crear contenedor, generar imagen Docker, configurar Docker Compose, contenerizar aplicacion o crear un Dockerfile multi-stage.

686f6c61
686f6c61
development
open
framework-internals
43

pennylane

Hardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via gradients, building hybrid quantum-classical models, or needing device portability across IBM/Google/Rigetti/IonQ. Best for variational algorithms (VQE, QAOA), quantum neural networks, and integration with PyTorch/JAX/TensorFlow. For hardware-specific optimizations use qiskit (IBM) or cirq (Google); for open quantum systems use qutip.

Zaoqu-Liu
Zaoqu-Liu
development
open
framework-internals
43

zig-best-practices

Use when reading or writing Zig files (.zig, build.zig, build.zig.zon).

0xBigBoss
0xBigBoss
development
open
framework-internals
43

trieste-dev

Plan and implement Trieste-based compiler passes and AST transformations for rego-cpp. Use when: adding new compiler passes, modifying AST structure, implementing new Rego language features, debugging pass failures, working with well-formedness definitions, or performing any multi-step implementation that touches the Trieste pass pipeline. Includes the multi-planner approach for complex features.

microsoft
microsoft
development
open
framework-internals
42

compiler-plugin-dev

Designs, models, and implements Kotlin compiler extensions using K2/FIR and IR. Guides modifications to SpektGenerator (IR), ProxyGenerator (IR), and InspektChecker (FIR). Handles synthetic declaration generation, FIR status/supertype transformations, and IR backend lowerings. Use when implementing reflection features, fixing plugin bugs, or engineering compiler diagnostics.

rnett
rnett
development
open
framework-internals
42

skill-forge-convert

Convert Claude Code skills to work on OpenAI Codex, Google Gemini CLI, Google Antigravity, and Cursor. Analyzes platform-specific features, generates target files (openai.yaml, AGENTS.md, GEMINI.md, .mdc rules), adapts frontmatter, converts MCP config, and produces compatibility reports. Use when user says "convert skill", "port skill", "multi-platform", "skill for codex", "skill for gemini", "skill for antigravity", "skill for cursor", "cross-platform skill", "convert to codex", "convert to gemini", "convert to antigravity", or "convert to cursor".

AgriciDaniel
AgriciDaniel
development
open
framework-internals
42

fragno

Integrate existing Fragno fragments into applications: install fragment packages, configure server instances (and database adapters if required), mount server handlers for each framework, create client-side integrations, and use hooks/composables. Use when asked to wire a fragment into the user's application.

rejot-dev
rejot-dev
development
open
framework-internals
42

linter-config-typescript

Fix "Function declarations are not allowed inside blocks in strict mode when targeting ES5" in TypeScript files. Use when linter configs or TS compiler API code fail with this error.

paideia-lms
paideia-lms
development
open
framework-internals
41

code-simplifier

代码简化器,KISS原则执行者,Linus品味守护者

WenJunDuan
WenJunDuan
development
open
framework-internals
41

gpu-graphics-research

Research and explain GPU-driven rendering techniques, find academic papers on graphics algorithms (APV, Spherical Harmonics, BVH), explain complex rendering concepts, and bridge theory to wgpu implementation for your learning project

fazil47
fazil47
development
open
framework-internals
41

gltf-validator

Validate glTF files against your loader, identify missing features for each phase of compatibility, debug loading failures, and guide your 5-phase glTF progression from simple to complex models

fazil47
fazil47
development
open
framework-internals
41

rust-refactor

Review Rust code for type safety, validate GPU memory layouts (bytemuck, repr(C), alignment), suggest idiomatic patterns, catch GPU-specific safety issues, and help with refactoring during buffer consolidation

fazil47
fazil47
development
open
framework-internals
41

python-binding

Use when modifying python/src/lib.rs (PyO3 bindings), python/pegaflow/connector/ (vLLM KV connector), python/pegaflow/sglang/ (SGLang radix cache), .pyi type stubs, or building with maturin.

novitalabs
novitalabs
development
open
framework-internals
41

hydra

Multi-agent orchestration framework for Claude Code. Automatically delegates tasks to cheaper, faster sub-agents (Haiku 4.5, Sonnet 4.6) while maintaining Opus-level quality through verification. Use when working on any coding task — Hydra activates automatically to route file exploration, test running, documentation, code writing, debugging, security scanning, and git operations to the optimal agent. Saves ~50% on API costs.

AR6420
AR6420
development
open
framework-internals
41

hydra

Multi-agent orchestration framework for Claude Code. Automatically delegates tasks to cheaper, faster sub-agents (Haiku 4.5, Sonnet 4.6) while maintaining Opus-level quality through verification. Use when working on any coding task — Hydra activates automatically to route file exploration, test running, documentation, code writing, debugging, security scanning, and git operations to the optimal agent. Saves ~50% on API costs.

AR6420
AR6420
development
open
framework-internals
41

refactor-code

Improve code structure and readability.

glowingkitty
glowingkitty
development
open
framework-internals
41

shadertoy

This skill should be used when working with Shadertoy shaders, GLSL fragment shaders, or creating procedural graphics for the web. Use when writing .glsl files, implementing visual effects, creating generative art, or working with WebGL shader code. This skill provides GLSL ES syntax reference, common shader patterns, and Shadertoy-specific conventions.

bfollington
bfollington
development
open
framework-internals
41

add-sparse-method

Add or refactor a first-class Sparse-vLLM sparse method alongside vanilla, SnapKV, OmniKV, QuEST, and DeltaKV. Use when Codex needs to introduce a new `vllm_sparse_method`, move method logic out of `attention.py` or `utils/`, add method-specific cache metadata or decode-time view building, wire config and registration, and preserve the repo's cache-manager-first architecture.

CURRENTF
CURRENTF
development
open
framework-internals
41

formulate-discovery-problem

Formulates problems for execution with ado by creating discoveryspace and operation YAML files. Guides through experiment selection, space creation, validation, operation configuration, and parameterization. Use when the user wants to create discoveryspace or operation YAML files, configure experiments, set up entity spaces, or formulate research, benchmarking or search problems.

IBM
IBM
development
open
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