cohesix-mlx-workbench SKILL.md skillA

cohesix-mlx-workbench from lukeb-aidev/cohesix is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add lukeb-aidev/cohesix/cohesix-mlx-workbench@git:20261001.e220eb5

Pins git:20261001.e220eb5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
lukeb-aidev/cohesix
Path
skills/cohesix-mlx-workbench/SKILL.md
Versions recorded
1
Latest version
git:20261001.e220eb5, committed Oct 1, 2026
Size
4,753 bytes
Repository stars
14
License
a license file GitHub does not identify

Run private local MLX inference, bounded LoRA training and held-out comparison in Cohesix on Apple Silicon. Use for the SwarmUI Local MLX desk or Python experiments; admitted deployment and promotion use the release skills.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

<!-- Author: Lukas Bower -->
<!-- Purpose: Help Mac users produce useful local Metal observations without inferring governed deployment. -->
<!-- Copyright 2026 Lukas Bower -->
<!-- SPDX-License-Identifier: Apache-2.0 -->

# Compare a private model on your Mac

Use this for a small local task such as extracting fields from example notes,
drafting a support reply or testing a private adapter. Define the desired
output and held-out quality criterion before running candidates. Keep private
examples and generated text local. This workflow needs Apple Silicon and Metal;
it does not need a Queen, gateway, CUDA or a deployment ticket.

Read [SwarmUI's Local MLX guide](https://raw.githubusercontent.com/lukeb-aidev/cohesix/main/docs/SWARMUI.md#run-a-local-metal-model-on-mac)
and the [Python/native contract](https://raw.githubusercontent.com/lukeb-aidev/cohesix/main/docs/HOST_TOOLS.md#swarmui)
at the installed revision, replacing `main` with its tag/commit or using the
matching local guides. If MLX or the matching Cohesix package is missing, load
`cohesix-ai-host-setup`. Use a private environment with the selected package's
`apple-mlx` extra; 1.2.0 pins `mlx==0.32.2` and `mlx-lm==0.31.3`.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lukeb-aidev/cohesix/cohesix-mlx-workbench@sha256:12619ad60910e198

The line at the top of this page pins the label git:20261001.e220eb5, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_uab7trvxzw5fc7fm.svg)](https://markdownregistry.com/a/art_uab7trvxzw5fc7fm)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 1, 2026.

versioncommittedcommitsizeaudit
git:20261001.e220eb5 latest2026-10-01 e220eb5 4,753 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (4753 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

lukeb-aidev/cohesix · 14 stars · license a license file GitHub does not identify · pushed 2026-11-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_uab7trvxzw5fc7fm
GET https://markdownregistry.com/api/v1/resolve?ref=lukeb-aidev/cohesix/cohesix-mlx-workbench
GET https://markdownregistry.com/api/v1/blob/12619ad60910e19847bf9b40d0e905457f874781e1b936f87944dfbd702ee277

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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