ARIS — Auto Research in Sleep

Name: ARIS — Auto Research in Sleep Review
Item: ARIS — Auto Research in Sleep
Rating: 2.8
Author: Aaron Matthews

Skill Data & Analytics Usable

Works inClaude Code

Usable Reviewed

Autonomous ML research loops that run cross-model review, idea discovery, and experiment automation while you sleep. Designed for overnight batch research.

ARIS (Auto Research in Sleep) is a skill pack for Claude Code that runs autonomous ML research pipelines — literature review, idea generation, experiment execution, and paper writing — with cross-model review, where a second model (e.g. GPT via the Codex MCP) audits Claude's work. Installed by cloning the repo and symlinking its skills into your project; adaptations exist for Codex CLI, Cursor, and other agent hosts.

Queue up research experiments to run overnight while you sleep
Discover new approaches to a problem through automated exploration
Get cross-checked research results reviewed by multiple AI models

13,571 starsMIT (commercial OK)FreeQuick setup

Usable rating — This tool is functional but has notable gaps. Review the evaluation notes below before deploying.

Why it matters

Autonomous ML research loops that run cross-model review, idea discovery, and experiment automation while you sleep. Designed for overnight batch research. ~1.2K stars.

Best for

ML researchers and data scientists who want to queue up research tasks for Claude to execute autonomously during off-hours.

Works in

Claude Code Claude Cowork Claude Chat

Source

https://github.com/wanshuiyin/Auto-claude-code-research-in-s...

By wanshuiyin

How to Get It

Option 1: Claude Desktop App (Code Mode)Click the + button next to the prompt box → Plugins → Add plugin. Search and click Install. Skills work in Claude Code only.

Option 2: Paste into Claude CodeCopy the command below and paste it into your conversation. Claude will install it.

Instructions to paste into Claude

git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git
bash Auto-claude-code-research-in-sleep/tools/install_aris.sh ~/your-project

First thing to try

After installing, paste this into Claude:

Help me queue up research experiments to run overnight while me sleep

PrerequisitesClaude Code and git; optional Codex CLI/MCP for cross-model review (default reviewer model is GPT routed via Codex)CostFree

Trust Signals Reviewed

Stars13,571Contributors82Last updated2026-07-14LicenseMIT (OK for commercial use)Known CVEsNone foundSources: GitHub Advisory Database + OSV.dev · Scanned 2026-07-19 · scanner v1

Community Pulse Active

Discussed on Reddit

25 Claude Code Tips from 11 Months of Intense Use — Reddit · 538 pts
Stop wasting time: These 12 FREE AI tools can literally run your work while you — Reddit · 82 pts
Claude Code's Auto Dream feature explained — here's the full technical breakdown — Reddit · 30 pts

3 mentions across 1 sources

Reviewer notes

Reviewed review. These are observations, not a security certification.

Niche ML research skills. Star count may be inflated vs actual adoption. Legitimate Claude Code skills.

Things to check

Requires careful prompt engineering and monitoring to avoid divergent experiment directions; token costs scale with experiment depth and may accumulate silently in background runs. No built-in safety guardrails for resource-intensive loops.

How to evaluate tools before deploying →

Data shown here comes from public APIs and automated scanning. Reviewer notes reflect one person's experience. This is not a security certification or legal recommendation. Always evaluate tools according to your own organization's policies.

Evaluation Scores

Evaluation

Ease of Use

3/5

Versatility

2/5

Reliability

3/5

Security

3/5

Overall score2.75 / 5.00 UsableEvaluatedApr 2026

Niche ML research skills. Star count may be inflated vs actual adoption. Legitimate Claude Code skills.

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