autoloop SKILL.md skillA

autoloop from jun0-ds/sonmat is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jun0-ds/sonmat/autoloop@git:20261012.4fe924e

Pins git:20261012.4fe924e in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jun0-ds/sonmat
Path
skills/autoloop/SKILL.md
Versions recorded
8
Latest version
git:20261012.4fe924e, committed Oct 12, 2026
First version recorded
Apr 14, 2026
Size
23,433 bytes
Repository stars
5
License
BSD-3-Clause

범용 자율 루프 — 기획→정의→실행→평가→판단→기록→반복. 에스컬레이션 판단 포함.

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

# Autoloop — Autonomous Loop Protocol

## 0. Entry Routing

On receiving a task, judge complexity:

| Signal | L0 (direct) | Full loop |
|--------|-------------|-----------|
| Files to modify | 1 | Multiple |
| Iteration needed | One-shot | Expected |

**L0**: Skip planning questions and definition. Apply core.md + hints.md → execute → verify → done. Escalate to full loop if a trigger fires.

**Full loop**: Proceed to section 1.

**Bridge-note check**: Before starting any task, check if the sonmat bridge note exists (`bridge-note.md` in `$SONMAT_PROJECTS_BASE/<slug>`, default `~/.sonmat/projects/<slug>/` where `<slug>` is the cwd path with `/`→`-`; legacy `.claude/sonmat/` as fallback). If relevant context is found, incorporate it silently. Mention to user only if directly relevant to the new task.

## 1. Planning Questions

When no loop definition exists, build one through conversation. Ask 2-3 at a time, not all at once.

### Required Questions

| # | Question | Collects |
|---|----------|----------|
| 1 | What is the end goal? | `loop.name` + objective |
| 2 | Which files/scope to modify? | `loop.modify` |
| 3 | How to run after modification? | `loop.run` |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jun0-ds/sonmat/autoloop@sha256:9b54603893f0d4a6

The line at the top of this page pins the label git:20261012.4fe924e, 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_ce6cves3c5tk4mtv.svg)](https://markdownregistry.com/a/art_ce6cves3c5tk4mtv)

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

Versions

The registry has recorded 8 versions of this file, between Apr 14, 2026 and Oct 12, 2026, about one every 26 days.

versioncommittedcommitsizeaudit
git:20261012.4fe924e latest2026-10-12 4fe924e 23,433 BA view · diff
git:20260929.6b02e802026-09-29 6b02e80 22,772 BA view · diff
git:20260928.900ac852026-09-28 900ac85 22,720 BA view · diff
git:20260911.67b07c92026-09-11 67b07c9 22,668 BA view · diff
git:20260911.90dace92026-09-11 90dace9 21,258 BA view · diff
git:20260522.161955d2026-05-22 161955d 20,693 BA view · diff
git:20260415.9ba1b1e2026-04-15 9ba1b1e 20,527 BA view · diff
git:20260414.e9e43302026-04-14 e9e4330 19,874 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 (23433 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

jun0-ds/sonmat · 5 stars · license BSD-3-Clause · pushed 2026-10-12 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ce6cves3c5tk4mtv
GET https://markdownregistry.com/api/v1/resolve?ref=jun0-ds/sonmat/autoloop
GET https://markdownregistry.com/api/v1/blob/9b54603893f0d4a65efcc0a4fbdf3e69ca6bf8176cef94c524cec18e1a70df14

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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