autopilot SKILL.md skillA

autopilot from naimkatiman/continuous-improvement is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add naimkatiman/continuous-improvement/autopilot@git:20260906.bface5c

Pins git:20260906.bface5c in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
naimkatiman/continuous-improvement
Path
third-party/oh-my-claudecode/skills/autopilot/SKILL.md
Versions recorded
2
Latest version
git:20260906.bface5c, committed Sep 6, 2026
First version recorded
May 3, 2026
Size
14,748 bytes
Repository stars
9
License
MIT

Full autonomous execution from idea to working 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

<Purpose>
Autopilot takes a brief product idea and autonomously handles the full lifecycle: requirements analysis, technical design, planning, parallel implementation, QA cycling, and multi-perspective validation. It produces working, verified code from a 2-3 line description.
</Purpose>

<Use_When>
- User wants end-to-end autonomous execution from an idea to working code
- User says "autopilot", "auto pilot", "autonomous", "build me", "create me", "make me", "full auto", "handle it all", or "I want a/an..."
- Task requires multiple phases: planning, coding, testing, and validation
- User wants hands-off execution and is willing to let the system run to completion
</Use_When>

<Do_Not_Use_When>
- User wants to explore options or brainstorm -- use `plan` skill instead
- User says "just explain", "draft only", or "what would you suggest" -- respond conversationally
- User wants a single focused code change -- use `ralph` or delegate to an executor agent
- User wants to review or critique an existing plan -- use `plan --review`
- Task is a quick fix or small bug -- use direct executor delegation
</Do_Not_Use_When>

<Why_This_Exists>
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add naimkatiman/continuous-improvement/autopilot@sha256:f38138ad04ce347a

The line at the top of this page pins the label git:20260906.bface5c, 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 badge

[![mdr](https://markdownregistry.com/badge/art_c7lopcsv7rigypbw.svg)](https://markdownregistry.com/a/art_c7lopcsv7rigypbw)

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

Versions

The registry has recorded 2 versions of this file, between May 3, 2026 and Sep 6, 2026, about one every 127 days.

versioncommittedcommitsizeaudit
git:20260906.bface5c latest2026-09-06 bface5c 14,748 BA view · diff
git:20260503.16cdfd32026-05-03 16cdfd3 9,400 BA 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 (14748 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

naimkatiman/continuous-improvement · 9 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_c7lopcsv7rigypbw
GET https://markdownregistry.com/api/v1/resolve?ref=naimkatiman/continuous-improvement/autopilot
GET https://markdownregistry.com/api/v1/blob/f38138ad04ce347acb970ac5a90d05931745396d33837c99ec9f818dc7f471fc

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.

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Every file in naimkatiman/continuous-improvement

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