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run_models SKILL.md skillA

run_models from cuhk-aim-group/neurodiscovery is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add cuhk-aim-group/neurodiscovery/run_models@git:20260914.cfc1dd5

Pins git:20260914.cfc1dd5 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: cuhk-aim-group/neurodiscovery
Path: skills/run_models/SKILL.md
Versions recorded: 5
Latest version: git:20260914.cfc1dd5, committed Sep 14, 2026
First version recorded: May 5, 2026
Size: 25,669 bytes
Repository stars: 93
License: MIT

Use this skill whenever the user wants to run phenotype-prediction models, browse model cards, map model inputs/outputs, or choose an execution route for fMRI/sMRI based models. This is a model-entry orchestration skill: it routes requests to model-specific docs and delegates preprocessing to modality 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

# Run Models Skill (Model Entry Layer)

## Overview
`run_models` is the NeuroClaw entry skill for model-level inference workflows.

This skill is responsible for:
- Maintaining a model registry (name, paper, source code, input/output, doc file path)
- Selecting the correct model skill under `skills/<model-name>/SKILL.md`
- Coordinating required data preparation before model execution
- Delegating modality preprocessing to `fmri-skill` and `smri-skill`

It supports both:
- deep learning model routes for phenotype prediction
- non-deep-learning statistical / unsupervised / classical machine-learning routes such as first-level and second-level task-fMRI GLM, resting-state ICA, resting-state DictLearning, disease classification with SVM, disease classification with SpaceNet, brain parcellation with K-means, brain parcellation with Hierarchical clustering, temporal filtering, and detrending

This skill does not hardcode detailed install/run commands for each model. Those details are stored in model-specific markdown files.

**Research use only.**

## Requested outputs beyond prediction

When the user asks for clinical research outputs, record them before execution
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add cuhk-aim-group/neurodiscovery/run_models@sha256:87c464bcd3aae677

The line at the top of this page pins the label git:20260914.cfc1dd5, 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](https://markdownregistry.com/badge/art_jhitfre4qmuyaxnd.svg)](https://markdownregistry.com/a/art_jhitfre4qmuyaxnd)

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

Versions

The registry has recorded 5 versions of this file, between May 5, 2026 and Sep 14, 2026, about one every 33 days.

version	committed	commit	size	audit
git:20260914.cfc1dd5 latest	2026-09-14	cfc1dd5	25,669 B	A	view · diff
git:20260825.cbd02ff	2026-08-25	cbd02ff	24,763 B	A	view · diff
git:20260523.efa9db2	2026-05-23	efa9db2	20,826 B	A	view · diff
git:20260515.bfd8dae	2026-05-15	bfd8dae	19,963 B	A	view · diff
git:20260505.e9ddd22	2026-05-05	e9ddd22	19,333 B	A	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 (25669 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

cuhk-aim-group/neurodiscovery · 93 stars · license MIT · pushed 2026-10-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_jhitfre4qmuyaxnd
GET https://markdownregistry.com/api/v1/resolve?ref=cuhk-aim-group/neurodiscovery/run_models
GET https://markdownregistry.com/api/v1/blob/87c464bcd3aae677770340d4f4344d264710cffd16a13ea10d28e146a8da9b3e

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.