unsanitary-bek/mlx-skills · mlx_skills/skills/fast-mlx/SKILL.md

fast-mlx skillA

fast-mlx is agent-read markdown (skill) from unsanitary-bek/mlx-skills: Optimize MLX code for performance and memory. Use when asked to implement or speed up MLX models or algorithms, reduce latency/throughput bottlenecks, tune lazy evaluation, type promotion, fast ops, compilation, memory use, or profiling..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add unsanitary-bek/mlx-skills/fast-mlx@git:20260125.8af9b24
Exact content
mdr add unsanitary-bek/mlx-skills/fast-mlx@sha256:8fddd3c61099289c

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_lfoadqzstawgkpdd.svg)](https://markdownregistry.com/a/art_lfoadqzstawgkpdd)

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Versions

versioncommittedcommitsizeaudit
git:20260125.8af9b24 latest2026-01-25 8af9b24 1,232 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (1232 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

unsanitary-bek/mlx-skills · 3 stars · license MIT · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_lfoadqzstawgkpdd
GET https://markdownregistry.com/api/v1/resolve?ref=unsanitary-bek/mlx-skills/fast-mlx
GET https://markdownregistry.com/api/v1/blob/8fddd3c61099289c8f7c258b49a0a69021b8e695d7e2a5cbf9e3bcf6a2b85ae3

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.