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Updated 1d ago

by Git-on-my-level

self-improving-agent-ecosystem

Reference architecture, contracts, skills, and fixtures for safe evaluator-driven self-improving ecosystems.

  • Active — Updated in the last 14 days
View on GitHub (opens in a new tab)

53 GitHub stars (53)

+3 in 8 days

Stars gained per day · daily snapshots since Oct 8
Stars gained per day, Oct 8 to Oct 16: +3 in total; the busiest day was Oct 13 with +2 stars.Oct 9: 0 starsOct 10: 0 starsOct 11: 0 starsOct 12: 0 starsOct 13: +2 starsOct 14: +1 starsOct 15: 0 starsOct 16: 0 stars
Stars gained between daily snapshots
PeriodNew stars
Oct 90
Oct 100
Oct 110
Oct 120
Oct 13+2
Oct 14+1
Oct 150
Oct 160
  • 1 skill (1 skills found in its SKILL.md files)
  • 2 forks (2 forks)
  • 1d ago last update (Last updated 1d ago)

Install

Skills CLI

npx skills add Git-on-my-level/self-improving-agent-ecosystem

Asks which agents to install it for. Add -g to install it for every project.

Claude Code

git clone https://github.com/Git-on-my-level/self-improving-agent-ecosystemcp -r "self-improving-agent-ecosystem/skills/self-improving-ecosystem" ~/.claude/skills/

Copies the self-improving-ecosystem skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project).

Plugin

/plugin marketplace add Git-on-my-level/self-improving-agent-ecosystem

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • self-improving-ecosystem

    Design, audit, or extend evaluator-driven self-improving ecosystems with isolated candidates, hard correctness gates, adversarial verification, evidence lineage, reconciled promotion, rollback, and external health. Use for recurring autonomous optimize, maintain (work-queue), or observe-and-propose loops; not for one-shot agent work.

    skills/self-improving-ecosystem/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.