ARIS (Auto-Research-In-Sleep) vs Skills by Matt Pocock
Markdown-only skills for autonomous machine learning research. Small, composable engineering skills from Matt Pocock's own agent setup. Compare the capabilities you need, then check hosting, licensing and maintenance. This pair is shown for browsing but is not indexed (not among the leading projects of a shared category).
| Attribute | ARIS (Auto-Research-In-Sleep) | Skills by Matt Pocock |
|---|---|---|
| Purpose | Markdown-only skills for autonomous machine learning research. | Small, composable engineering skills from Matt Pocock's own agent setup. |
| Documented capabilities | Idea discovery workflow, Experiment runs, Cross-model review loops, Also ships as a CLI and plugins | Small, composable engineering skills, Works with any model, Self-updating Claude Code plugin, Editable copies through skills.sh |
| Best-fit workflow | ML researchers who want agents to run long research loops. | Engineers who want lightweight skills they can adapt rather than a full methodology. |
| Check before choosing | Recent Codex CLI versions changed the reviewer entry point. Read the README's compatibility notes first. | Pick one install route per agent: the plugin updates itself, while skills.sh copies files you update by hand. |
| Deployment options | Claude Code, Codex CLI, Cursor | Claude Code plugin, npx skills |
| GitHub stars | 17,308 | 286,949 |
| License | MIT | MIT |
| Self-hosted | Yes | Yes |
| Docker noted | Not recorded | Not recorded |
| Cloud / hosted | Not recorded | Not recorded |
| Primary language | Python | Shell |
| Last commit | 2026-10-07 | 2026-10-12 |
| Difficulty | Moderate | Easy |
| Content source | Editorial catalog entry | Editorial catalog entry |
| Metadata checked | Check the current repository | Check the current repository |
| Forks | 1.5k | 24k |
| Star growth | Not recorded | Not recorded |
| Alternative to | Not recorded | Not recorded |
This comparison uses recorded capabilities, not hands-on performance tests. A capability missing from one record does not mean that product lacks it. Confirm edition, version and current pricing in the official documentation.
When to consider ARIS (Auto-Research-In-Sleep)
ML researchers who want agents to run long research loops.
Recent Codex CLI versions changed the reviewer entry point. Read the README's compatibility notes first.
ARIS (Auto-Research-In-Sleep) documentation and sourceWhen to consider Skills by Matt Pocock
Engineers who want lightweight skills they can adapt rather than a full methodology.
Pick one install route per agent: the plugin updates itself, while skills.sh copies files you update by hand.
Skills by Matt Pocock documentation and sourceARIS (Auto-Research-In-Sleep) vs Skills by Matt Pocock questions
- What is ARIS (Auto-Research-In-Sleep)?
- Markdown-only skills for autonomous machine learning research.
- What is Skills by Matt Pocock?
- Small, composable engineering skills from Matt Pocock's own agent setup.
- Can you self-host ARIS (Auto-Research-In-Sleep) and Skills by Matt Pocock?
- Both can be self-hosted.
- What licenses do ARIS (Auto-Research-In-Sleep) and Skills by Matt Pocock use?
- ARIS (Auto-Research-In-Sleep) uses the MIT license. Skills by Matt Pocock uses the MIT license.
- Which has more GitHub stars, ARIS (Auto-Research-In-Sleep) or Skills by Matt Pocock?
- Skills by Matt Pocock has 287k stars and ARIS (Auto-Research-In-Sleep) has 17k. Stars show attention; check recent commits and releases for maintenance.
- What languages are ARIS (Auto-Research-In-Sleep) and Skills by Matt Pocock written in?
- ARIS (Auto-Research-In-Sleep) is mainly written in Python. Skills by Matt Pocock is mainly written in Shell.