autoresearch-skill
Skill1 starsChanged 26 days agoNo licenceView on GitHub
Autonomous research and experimentation toolkit with 10 commands. Core loop inspired by Karpathy's autoresearch — generalizes to any domain with mechanical evaluation, overnight persistence, and zero dependencies. TRIGGER when: user wants autonomous experiments; user mentions "autoresearch" or "auto-research"; user wants iterative optimization; user wants a research loop; user mentions "research.md"; user wants to iterate until some condition; user wants to optimize code, prompts, configs, or parameters iteratively; user invokes any /autoresearch:* subcommand. DO NOT TRIGGER when: user wants a one-shot answer; user wants manual step-by-step guidance; user just wants to read a single paper; user wants a simple web search.
- Installs packages
1 other project uses a version of this.
Adopted by
Most recently taken up by
- darellchua2/civiltekk-opencode-claude-skillstheir own version, first seen Nov 1, 2026
Other versions1 project uses a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 1
- darellchua2/civiltekk-opencode-claude-skills★ 7same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository17 other files it gives its agents.
- agent-self-improvementSkill
- ascii-diagram-architectSkill
- eval-driven-agent-evolutionSkill
- fable-loopSkill
- github-ecosystem-discoverySkill
- github-gem-hunterSkill
- hermes-agentSkill
- janitor-discoverSkill
- janitor-fixSkill
- janitor-reportSkill
- janitor-securitySkill
- janitor-swipeSkill
- janitor-valueSkill
- lifeos-loopSkill
- on-trackSkill
- plain-english-rewriteSkill
- witnessed-workSkill
The file
We split this skill into the rules it gives an agent
6 rules. About 0 are common, 3 are distinctive, and 3 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈3
Distinctive · estimate
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Does it work?
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Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

