/self-evolution
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
$ npx -y skills add stellarlinkco/skills --skill self-evolution --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.
- You can call itInvoke it directly when you want it.
- Slash command
/self-evolution
Context preview
The summary Claude sees to decide when to auto-load this skill.
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
Agent skills for work that needs more control than a single prompt: long-running execution, high-recall code review, and measurable self-improvement loops. These are not vibe-coding macros.
Other skills on stellarlinkco-skills.
- /code-review
Review code changes with a max-grade, recall-oriented pipeline. Use when the user wants to: - Review a pull request, branch diff, or local working-tree diff - Find correctness, security, contract, concurrency, or performance bugs - Surface reuse, simplification, efficiency,
Open skill - /harness
This skill should be used for multi-session autonomous agent work requiring progress checkpointing, failure recovery, and task dependency management. Triggers on '/harness' command, or when a task involves many subtasks needing progress persistence, sleep/resume cycles across
Open skill