Autonomous experiment loop that optimizes any file by a measurable metric. Inspired by Karpathy's autoresearch. The agent edits a target file, runs a fixed evaluation, keeps improvements (git commit), discards failures (git reset), and loops indefinitely. Use when: user wants to optimize code speed, reduce bundle/image size, improve test pass rate, optimize prompts, improve content quality (headlines, copy, CTR), or run any measurable improvement loop. Requires: a target file, an evaluation command that outputs a metric, and a git repo.
Skill Vault
Skill Vault is an open-source productivity skill for Claude Code, published by lobisomenhomemafeminado. Its author describes it as: “AI Skill Finder 2026: Automated Search & Install for Claude Code”. The project has 2 stars on GitHub and does not declare a license, so check with the author before reuse. Add it to your setup with `/plugin marketplace add lobisomenhomemafeminado/skill-vault`.
Installation
Add Skill Vault to your agent with:
/plugin marketplace add lobisomenhomemafeminado/skill-vaultAlways review a skill's source before installing it. This command comes from the skill's public repository; the linked repo is the source of truth for exact setup steps.
When to use it
Reach for Skill Vault when you want productivity help from Claude Code without writing the same instructions every session. Load the skill and the agent picks it up automatically for relevant tasks.
Strengths
- Declares compatibility with Claude Code
- Actively maintained (recent commits)
Things to check
- No license declared — confirm terms with the author before reuse
- Limited adoption so far — evaluate before depending on it
Topics
Frequently asked questions
- What does Skill Vault do?
- AI Skill Finder 2026: Automated Search & Install for Claude Code
- How do I install Skill Vault?
- Run /plugin marketplace add lobisomenhomemafeminado/skill-vault in your agent, then reload your skills. Review the source at https://github.com/lobisomenhomemafeminado/skill-vault before installing.
- Is Skill Vault free to use?
- Skill Vault is publicly available on GitHub, but lobisomenhomemafeminado has not declared a standard open-source license (No license). Confirm the terms with the author before reusing it.
- Which agents does Skill Vault work with?
- Skill Vault declares compatibility with Claude Code. Agent Skills use a portable SKILL.md format, so other compatible clients can usually load it too.
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