loop-converge SKILL.md skillA

loop-converge from levi-qiao/longgraph-skill is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add levi-qiao/longgraph-skill/loop-converge@git:20260916.17858cf

Pins git:20260916.17858cf in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
levi-qiao/longgraph-skill
Path
skills/loop-converge/SKILL.md
Versions recorded
5
Latest version
git:20260916.17858cf, committed Sep 16, 2026
First version recorded
Aug 13, 2026
Size
1,843 bytes
Repository stars
78
License
MIT

Use only when the user explicitly invokes /loop-converge or names this skill. Authors a loop-converge run. Do not use unless named. Do not execute or resume generated runtime node files.

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

# loop-converge — a loop-graph preset for slimming code

A thin authoring entry. It binds a code-convergence pack, starts the owner
interview, then follows [`loop-graph`](../loop-graph/SKILL.md) to compile a
normal two-node run (executor + supervisor). It is not a third runtime node
and it does not ship a second template set.

## Fit check

- Use this when unused or duplicate code will take many verified rounds to
  remove, merge, or reuse, and an independent audit should keep the bar from
  sliding into a rewrite.
- If the request is a one-shot tidy that fits a normal host task, say so and
  send the task directly. Do not wrap it in a graph.

## On invoke

1. Inspect the workspace and the current host the same way loop-graph does.
   Never ask which client this is when context already identifies it.
2. Read and bind [`preset.md`](preset.md). That pack **is** the North Star,
   the supervisor requirement, the method guards, the knob overrides, the
   recommended shape, and the detector hints. Do not redesign them.
3. Start the owner interview immediately. With this pack bound, ask at most
   the three questions the pack names — **scope**, **authority**, **launch
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add levi-qiao/longgraph-skill/loop-converge@sha256:7d2db15190194d29

The line at the top of this page pins the label git:20260916.17858cf, 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_tjvnsvfxojftduk3.svg)](https://markdownregistry.com/a/art_tjvnsvfxojftduk3)

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

Versions

The registry has recorded 5 versions of this file, between Aug 13, 2026 and Sep 16, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
git:20260916.17858cf latest2026-09-16 17858cf 1,843 BA view · diff
git:20260820.bf0eddd2026-08-20 bf0eddd 2,143 BA view · diff
git:20260819.0a6df6f2026-08-19 0a6df6f 2,147 BA view · diff
git:20260813.f4493bc2026-08-13 f4493bc 2,148 BA view · diff
git:20260813.44d6ace2026-08-13 44d6ace 2,118 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 (1843 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

levi-qiao/longgraph-skill · 78 stars · license MIT · pushed 2026-09-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_tjvnsvfxojftduk3
GET https://markdownregistry.com/api/v1/resolve?ref=levi-qiao/longgraph-skill/loop-converge
GET https://markdownregistry.com/api/v1/blob/7d2db15190194d29df2ec17a03f401ff5d9b3ff7ca0ab1873c11e434b7ea052e

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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