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experiment-controller SKILL.md skillA

experiment-controller 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/experiment-controller@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/experiment-controller/SKILL.md
Versions recorded: 5
Latest version: git:20260506.86420c0, committed May 6, 2026
First version recorded: Mar 25, 2026
Size: 8,508 bytes
Repository stars: 93
License: MIT

Use this skill whenever the user wants to execute experiments based on a finalized method and record results. Triggers include: 'run experiment', 'experiment controller', 'implement experiment', 'run model', 'execute training', 'experiment-controller', 'record results', 'ablation study', or any request to turn METHOD.md into concrete runs and output to EXPERIMENT.md. This skill is the **mandatory interface-layer experiment executor** in NeuroClaw: it searches literature/GitHub for matching…

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

# Experiment Controller
## Overview
This skill implements the **Literature/GitHub Search → Scheme Confirmation → Git Execution → Iterative Logging** process for the NeuroClaw experiment-controller phase.

It acts as the Experiment Manager within the multi-agent framework:
- Reads the latest **IDEA.md** and **METHOD.md** from the workspace.
- Searches recent literature (multi-search-engine, arxiv-search, pubmed-search) and GitHub for reproducible experimental setups and open-source repositories that match the proposed architecture.
- Summarizes candidate schemes (hyperparameters, datasets, baselines, training protocols) and proposes the most suitable GitHub repo.
- Iteratively discusses with the user to confirm the exact scheme/repo.
- After confirmation: uses git-essentials/git-workflows to clone, dependency-planner to install environment, claw-shell to run the experiment (training/inference/ablation).
- After every run (or ablation), automatically records: setup details, metrics, logs, observations, and any issues.
- Saves everything in **EXPERIMENT.md** (with dated sections for each run).
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add cuhk-aim-group/neurodiscovery/experiment-controller@sha256:80b6f77e2d4daddf

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](https://markdownregistry.com/badge/art_55p3q52fpc54m3i4.svg)](https://markdownregistry.com/a/art_55p3q52fpc54m3i4)

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

Versions

The registry has recorded 5 versions of this file, between Mar 25, 2026 and May 6, 2026, about one every 11 days.

version	committed	commit	size	audit
git:20260506.86420c0 latest	2026-05-06	86420c0	8,508 B	A	view · diff
git:20260505.e9ddd22	2026-05-05	e9ddd22	8,509 B	A	view · diff
git:20260404.fa7f354	2026-04-04	fa7f354	8,405 B	A	view · diff
git:20260325.72d2cbf	2026-03-25	72d2cbf	4,642 B	A	view · diff
git:20260325.df6f256	2026-03-25	df6f256	4,623 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 (8508 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_55p3q52fpc54m3i4
GET https://markdownregistry.com/api/v1/resolve?ref=cuhk-aim-group/neurodiscovery/experiment-controller
GET https://markdownregistry.com/api/v1/blob/80b6f77e2d4daddf19d0468c8a88e506b841988c8b0b07547a9e680c2a1f3aee

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.