self-improve SKILL.md skillA

self-improve from zereight/gitlab-mcp is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add zereight/gitlab-mcp/self-improve@git:20260412.9d9ce51

Pins git:20260412.9d9ce51 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: zereight/gitlab-mcp
Path: .github/skills/self-improve/SKILL.md
Versions recorded: 1
Latest version: git:20260412.9d9ce51, committed Apr 12, 2026
Size: 7,188 bytes
Repository stars: 2,059
License: MIT

Autonomous evolutionary code improvement engine with tournament selection. Activate when user says: self-improve, self improve, evolve code, improve iteratively, tournament, benchmark loop, optimize code.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Self-Improvement Orchestrator

Autonomous loop controller for evolutionary code improvement. Manages the full lifecycle: setup, research, planning, execution, tournament selection, history recording, and stop-condition evaluation.

## When to Use
- You want to iteratively improve a codebase toward a measurable benchmark goal
- Optimization tasks: performance, bundle size, test coverage, accuracy
- Code quality improvement with measurable metrics

## When NOT to Use
- No measurable benchmark available
- One-shot fix or feature request → use `/omg-autopilot`
- Manual, interactive coding → use `/ralph`

## Autonomous Execution Policy

**NEVER stop or pause to ask the user during the improvement loop.** Once the gate check passes and the loop begins, run fully autonomously until a stop condition is met.

- Do not ask for confirmation between iterations
- On agent failure: retry once, then skip and continue
- On all plans rejected: log it, continue to next iteration
- The only things that stop the loop are the stop conditions in Step 11

## State Tracking

All state lives under `.omc/self-improve/`:

```
.omc/self-improve/
├── config/
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add zereight/gitlab-mcp/self-improve@sha256:dc14a44a123b9831

The line at the top of this page pins the label git:20260412.9d9ce51, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

[![mdr](https://markdownregistry.com/badge/art_5ur7ooe73dawxqlr.svg)](https://markdownregistry.com/a/art_5ur7ooe73dawxqlr)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Apr 12, 2026.

version	committed	commit	size	audit
git:20260412.9d9ce51 latest	2026-04-12	9d9ce51	7,188 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (7188 bytes)
pass: No zero-width or bidi control characters
pass: No instruction hidden inside an HTML comment
pass: No link to an exfiltration or paste host
pass: No credential-shaped string
pass: No instruction to send local credentials anywhere
pass: No text hidden with inline styles
pass: No prompt-injection phrasing
pass: No curl or wget piped into a shell
pass: No recursive delete of root, home or parent
pass: No instruction to read or print local credentials
pass: No base64 blob over 200 characters
pass: No link to a raw IP address
pass: No script tag

Source

GitHub

zereight/gitlab-mcp · 2,059 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5ur7ooe73dawxqlr
GET https://markdownregistry.com/api/v1/resolve?ref=zereight/gitlab-mcp/self-improve
GET https://markdownregistry.com/api/v1/blob/dc14a44a123b98319d7c1fe135d4580c2a1dc563cb7b396af3b58e6bd5fc11c4

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from zereight/gitlab-mcp

ai-slop-cleaner SKILL.md skill

zereight/gitlab-mcp · .github/skills/ai-slop-cleaner/SKILL.md · Clean AI-generated code slop with regression-safe workflow. Activate when user says: deslop, anti-slop, AI slop…