fmri-skill SKILL.md skillA

fmri-skill 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/fmri-skill@git:20260506.86420c0

Pins git:20260506.86420c0 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/fmri-skill/SKILL.md
Versions recorded
5
Latest version
git:20260506.86420c0, committed May 6, 2026
First version recorded
Apr 4, 2026
Size
22,783 bytes
Repository stars
93
License
MIT

Use this skill whenever the user wants to perform fMRI preprocessing, first-level analysis, ROI extraction, functional connectivity, effective connectivity, or atlas-based alignment to MNI152 space using either fMRIPrep, HCP-style pipelines, or CONN Toolbox. Triggers include: 'fmri', 'fMRI analysis', 'functional connectivity', 'effective connectivity', 'ROI extraction', 'seed-based correlation', 'PPI', 'DCM', 'atlas alignment', 'MNI152', 'HCP pipeline', 'CONN toolbox', or any request involving…

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

# fMRI Skill (Modality Layer)

## Overview

`fmri-skill` is the NeuroClaw **modality-layer** interface skill responsible for all fMRI data processing and analysis tasks.

It strictly follows the NeuroClaw hierarchical design principles:
- This skill **only describes WHAT needs to be done** and **which tool skill to delegate to**.
- It contains **no implementation code or concrete commands**.
- All concrete execution is delegated to existing base/tool skills: `fmriprep-tool`, `hcppipeline-tool`, `conn-tool`, `fsl-tool`, `bids-organizer`, and `claw-shell`.

**Core workflow (never bypassed):**
1. Identify input data (BIDS dataset or preprocessed BOLD files).
2. Generate a **numbered execution plan** that clearly states WHAT needs to be done and which tool skill will handle each step.
3. Present the full plan, estimated runtime, resource requirements, and risks to the user and wait for explicit confirmation (“YES” / “execute” / “proceed”).
4. On confirmation, delegate every step to the appropriate skill via `claw-shell`.
5. After execution, save all outputs in a clean directory structure (`fmri_output/`).

## Benchmark-Facing Default Mainline
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add cuhk-aim-group/neurodiscovery/fmri-skill@sha256:a733e4fd56e94905

The line at the top of this page pins the label git:20260506.86420c0, 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_qa4lkwtprmgbsyjg.svg)](https://markdownregistry.com/a/art_qa4lkwtprmgbsyjg)

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

Versions

The registry has recorded 5 versions of this file, between Apr 4, 2026 and May 6, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
git:20260506.86420c0 latest2026-05-06 86420c0 22,783 BA view · diff
git:20260505.e9ddd222026-05-05 e9ddd22 22,792 BA view · diff
git:20260430.becfb092026-04-30 becfb09 22,591 BA view · diff
git:20260407.c40d70f2026-04-07 c40d70f 20,667 BA view · diff
git:20260404.fa7f3542026-04-04 fa7f354 20,667 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 (22783 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_qa4lkwtprmgbsyjg
GET https://markdownregistry.com/api/v1/resolve?ref=cuhk-aim-group/neurodiscovery/fmri-skill
GET https://markdownregistry.com/api/v1/blob/a733e4fd56e9490565a3972f3c8e8a1be793f206d248c672529d4deb29dd41e2

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.

More from cuhk-aim-group/neurodiscovery

AGENTS.md AGENTS.md file
cuhk-aim-group/neurodiscovery · AGENTS.md
git:20261023.f74c2bd · audit A · 93 stars
abcd-skill SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/abcd-skill/SKILL.md · Use this skill whenever the user wants an end-to-end workflow for the ABCD Study dataset, including controlled access…
git:20261023.f74c2bd · audit A · 93 stars
abide-skill SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/abide-skill/SKILL.md · Use this skill whenever the user wants an end-to-end workflow for the ABIDE (Autism Brain Imaging Data Exchange)…
git:20261023.f74c2bd · audit A · 93 stars
academic-research-hub SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/academic-research-hub/SKILL.md · Use this skill when users need to search academic papers, download research documents, extract citations, or gather…
git:20261023.f74c2bd · audit A · 93 stars
adhd200-skill SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/adhd200-skill/SKILL.md · Use this skill whenever the user wants an end-to-end workflow for the ADHD-200 dataset, including download, BIDS…
git:20261023.f74c2bd · audit A · 93 stars
adni-skill SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/adni-skill/SKILL.md · Use this skill whenever the user wants an end-to-end workflow for ADNI or ADNI-DOD data, including controlled LONI IDA…
git:20261023.f74c2bd · audit A · 93 stars
aibl-skill SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/aibl-skill/SKILL.md · Use this skill whenever the user wants an end-to-end workflow for the AIBL (Australian Imaging, Biomarkers and…
git:20261023.f74c2bd · audit A · 93 stars
aomic-skill SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/aomic-skill/SKILL.md · Use this skill whenever the user wants an end-to-end workflow for the AOMIC (Amsterdam Open MRI Collection) dataset…
git:20261023.f74c2bd · audit A · 93 stars
asl-skill SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/asl-skill/SKILL.md · Use this skill whenever the user wants to process Arterial Spin Labeling (ASL) perfusion MRI data including CBF…
git:20261023.f74c2bd · audit A · 93 stars
beautiful-log SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/beautiful-log/SKILL.md · Use this skill after a conversation or task is completed when the user wants a clean, beautiful HTML chat log. It keeps…
git:20261023.f74c2bd · audit A · 93 stars
bids-organizer SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/bids-organizer/SKILL.md · Use this skill whenever the user wants to automatically organize raw neuroimaging data (DICOM, NIfTI, EEG, etc.) into a…
git:20261023.f74c2bd · audit A · 93 stars
bnt SKILL.md skill
cuhk-aim-group/neurodiscovery · skills/bnt/SKILL.md · Use this model doc whenever the user wants to run BrainNetworkTransformer for fMRI phenotype prediction, including data…
git:20261023.f74c2bd · audit A · 93 stars

Every file in cuhk-aim-group/neurodiscovery

Browse by kind, by grade A, or by owner.