---
title: "Self-Improvement Orchestrator - Air Market"
description: "Some code you want to get better rather than just working, and one attempt rarely gets there. This generates variations, runs them against each other in a tournament, and keeps improving from the win…"
canonical: "https://airmarket.ai/app/self-improve"
---

[Air Market](/) / [Developer Tools](/category/devtools) / Self-Improvement Orchestrator

Skill by [zereight](/@zereight)

# Self-Improvement Orchestrator

Let variations of your code compete and keep the winner

## What this does

Some code you want to get better rather than just working, and one attempt rarely gets there. This generates variations, runs them against each other in a tournament, and keeps improving from the winners. Use it when you have something specific you want optimized over time.

### Top 3 things it does for you

- Improve a piece of code over repeated rounds
- Run a benchmark loop and keep what wins

## Information

**Self-Improvement Orchestrator at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [zereight](/@zereight) |
| Category | [Developer Tools](/category/devtools) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 7 KB |
| Licence | MIT |
| Repository | [zereight/gitlab-mcp](https://github.com/zereight/gitlab-mcp/tree/d6971bcf2e52eef3147bc1ab8ab7f4d6504a3656/.github/skills/self-improve) |
| GitHub stars | 1,917 (as of Nov 2026) |
| Installs | 58, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Self-Improvement Orchestrator and flagged nothing. AIR's verdict: **safe**.

**What Self-Improvement Orchestrator's check was run against**

|  |  |
| --- | --- |
| Commit | d6971bcf2e52eef3147bc1ab8ab7f4d6504a3656 |
| Content hash | 80dc743a39c2c060866c2cfe4426e81283b28b009021fa1eb944a15f60691771 |
| Files read | [Browse the files at this exact commit](https://github.com/zereight/gitlab-mcp/blob/d6971bcf2e52eef3147bc1ab8ab7f4d6504a3656/.github/skills/self-improve/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Self-Improvement Orchestrator](/security/self-improve)

## About Self-Improvement Orchestrator

This improves code through repeated rounds, using tournament selection to decide which versions carry forward.

It runs on its own once started, and you reach for it by asking to self-improve, evolve or optimize code, or to run a benchmark loop.

## What's inside

- SKILL.md - instructions

## Questions

### Is Self-Improvement Orchestrator safe to install?

AIR scanned this exact version of Self-Improvement Orchestrator and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit d6971bcf2e52, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/self-improve.

### How do I install Self-Improvement Orchestrator?

Open https://airmarket.ai/app/self-improve on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/zereight/gitlab-mcp/tree/d6971bcf2e52eef3147bc1ab8ab7f4d6504a3656/.github/skills/self-improve. Install from that link, not the branch.

## Related on Air Market

- [More Developer Tools listings](/category/devtools)
- [Everything by zereight](/@zereight)

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Canonical URL: <https://airmarket.ai/app/self-improve>