mcp-server

ARIS: Automate ML Research

Name: ARIS: Automate ML Research
Author: wanshuiyin

Get autonomous ML research with ARIS.

intermediate⏱ 30 minutes💵 Free (self-hosted)

15,251 stars1,338 forksPythonGuide quality 8/10Updated 8/26/2026100% free · open source

What it is

Use ARIS to automatically discover and validate machine learning (ML) ideas.

Real use case example

"A founder named Alex wants to explore building a chatbot that understands user intent. They create an ARIS automation to cross-review ML models, identify patterns, and set up experiments with Codex. After a few days, ARIS provides Alex with potential chatbot architectures and code snippets, saving them weeks of research time."

Best insideClaude CodeClaude DesktopCodex CLI

When to use it

•When you need to automate ML research tasks without being locked into a specific framework
•When you want to leverage the capabilities of Claude Code, Codex, OpenClaw, or other LLM agents for research
•When you require a lightweight solution for experiment automation and idea discovery

Ready-to-paste prompt

Create a Markdown file named `research_task.md` with the following content: `# Research Task: Automate cross-model review loops for CLIP model comparison`, then run ARIS to automate the research task

Heads up: Ensure you have a compatible LLM agent (such as Claude Code, Codex, or OpenClaw) set up and configured, as ARIS relies on these agents to function

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/auto-claude-code-research-in-sleep && curl -fsSL https://workflowstacks.com/api/skills/auto-claude-code-research-in-sleep/claude-skill -o ~/.claude/skills/auto-claude-code-research-in-sleep/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How ARIS: Automate ML Research works

Codeflow

Free to inspect

ARIS: Automate ML Research is mostly documents (409 doc files, 81 small scripts) — something you read, not something you run. You install it into your AI tool with one command; there is nothing to run yourself. Last commit this month, MIT license.

Size

Mostly documents

409 documents · 81 small scripts · days to read — use, don't read

Setup

Install as a skill / plugin

Add it to Claude Code (or your AI tool) with one command — 187 skills inside. Nothing to run yourself.

Runs on

Inside your AI tool

Nothing to install on your machine · needs API keys

Python 75%Shell 13%HTML 8%PowerShell 3%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
.env.example
The API keys and settings you must provide
3
skills/ablation-planner/SKILL.md
Inside skills/ — an example of what the AI is told to do

What's in each folder

skills/Prompts, skills & agent definitions345 files

docs/Documentation178 files

templates/Templates21 files

tools/Helper scripts47 files

mcp-servers/Folder16 files

aris-monitor/Folder8 files

community_papers/Folder1 files

tests/Tests — proof it works61 files

READMEHas testsDocumentedCI checksMIT licenseUpdated this month

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/auto-claude-code-research-in-sleep && curl -fsSL https://workflowstacks.com/api/skills/auto-claude-code-research-in-sleep/claude-skill -o ~/.claude/skills/auto-claude-code-research-in-sleep/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

wanshuiyin

Language

Python