autoloop
autoloop is an Execution & autonomous loops skill for AI agents, published by marlandoj in the zouroboros repository on GitHub. Skillspace rates autoloop D (66/100) and it passed the safety scan; the rating is based on static analysis only.
Autonomous single-metric optimization loop driven by a program.md file. The agent edits one target file, runs an experiment, measures a metric, keeps improvements (git commit), reverts regressions (git reset), and loops indefinitely. Inspired by karpathy/autoresearch. Use for trading backtests, prompt optimization, site performance tuning, or any task with a clear numeric metric.
- Grade
- D
- Quality
- 66 / 100
- Safety
- Passed
- GitHub stars
- 22
Unproven: rated by static analysis only, not yet compared head-to-head.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 84 / 100
- Maturity
- Structured: ships references or scripts
- Security scan
- No issues found
- License
- MIT
- Adoption
- Adopted by 0 other repositories, in 0 collections
Not checked yet
- Category is a classifier prediction; no model has read this skill yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
Skillspace indexes and rates this skill; it does not host or endorse it. Run third-party skills at your own risk.