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

Categories: tools framework internals

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GitHub

vram-gpu-oom

lawless-m

GPU VRAM management patterns for sharing memory across services (Ollama, Whisper, ComfyUI). OOM retry logic, auto-unload on idle, and service signaling protocol.

GitHub

attribution-patching

ndif-team

Gradient-based approximation to activation patching for scalable circuit analysis. Use when activation patching is too slow or when analyzing many components simultaneously.

GitHub

mlx-dev

tkwn2080

Write correct, idiomatic Apple MLX code for Apple Silicon ML. Use when working with MLX arrays, neural networks, training loops, lazy evaluation, unified memory, mx.eval, mx.compile, Metal GPU, memory optimizat...

GitHub

godot-optimization

Zate

Expert knowledge of Godot performance optimization, profiling, bottleneck identification, and optimization techniques. Use when helping improve game performance or analyzing performance issues.

GitHub

line-cook

smileynet

AI-supervised development workflow. Use when running prep, cook, serve, tidy, or work commands, managing beads issues during sessions, or following prep→cook→serve→tidy cycle. Covers workflow orchestration, gua...

GitHub

pythonmodern-python

martinffx

Modern Python language features and typing patterns. Use when writing type hints, using generics, implementing pattern matching, working with async/await, or leveraging Python 3.10+ features.

GitHub

greycat-c

datathings

GreyCat C API and GCL Standard Library reference. Use for: (1) Native C development with gc_machine_t context, tensors, objects, memory management, HTTP, crypto, I/O; (2) GCL Standard Library modules - std::cor...

GitHub

uv-discohy

plurigrid

UV/UVX/Ruff toolchain for DiscoHy Thread Operad with Python packaging and linting

GitHub

discohy-streams

plurigrid

DisCoPy categorical color streams via Hy with 3 parallel TAP streams and 7 operad variants

GitHub

mlx-jax-splitmix

plurigrid

MLX on Apple Silicon with JAX-style SplitMix64 PRNG. Deterministic color generation with GPU acceleration.

GitHub

specter-acset

plurigrid

Specter-style bidirectional navigation for Julia Collections, S-expressions, and ACSets with inline caching

GitHub

uv-discohy

plurigrid

UV/UVX/Ruff toolchain for DiscoHy Thread Operad with Python packaging and linting

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