self-evolution
self-evolution is a Skill evaluation & testing skill for AI agents, published by stellarlinkco in the skills repository on GitHub. Skillspace rates self-evolution C (74/100) and it passed the safety scan; the rating is based on static analysis only.
Iteratively evolve any measurable artifact (prompt, skill, code, idea, configuration, document, benchmarked experiment) through autonomous mutation-evaluate-gate loops. Supports both GT case suites and autoresearch-style scalar metric loops where a fixed command prints one score. Uses 8-phase iteration, 3-layer evaluation, deterministic keep/discard gates, trace-driven diagnosis, and layered mutation. Trigger on "evolve this", "optimize iteratively", "self-improve", "train this prompt", "iterate on this code", "make this better through iteration", "run evolution loop", "self-evolution", "evolve this skill", "train this skill", "optimize skill quality", "autonomous research", "autoresearch", or whenever the user has a measurable artifact that needs data-driven improvement with automatic keep/revert decisions.
- Grade
- C
- Quality
- 74 / 100
- Safety
- Passed
- GitHub stars
- 24
Unproven: rated by static analysis only, not yet compared head-to-head.
Our two independent classifiers differ on this skill's category, so treat the placement as provisional.
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
- Low-risk patterns
- License
- Not declared. Check the repository before reusing it.
- Adoption
- Adopted by 0 other repositories, in 0 collections
What the scanner flagged
- mentions secrets in text
Not checked 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
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