loop-research SKILL.md skillA

loop-research 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-research@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-research/SKILL.md
Versions recorded
2
Latest version
git:20260916.17858cf, committed Sep 16, 2026
First version recorded
Aug 20, 2026
Size
2,071 bytes
Repository stars
78
License
MIT

Use only when the user explicitly invokes /loop-research or names this skill. Authors a loop-research 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-research — a loop-graph preset for evidence-led choices

A thin authoring entry. It binds a research-and-selection pack, starts the owner
interview, then follows [`loop-graph`](../loop-graph/SKILL.md) to compile the normal
executor, ledger, directives, ops, and supervisor artifacts. It is not a research node,
a second runtime, or a second template set.

## Fit check

- Use this when the approach is undecided and a decision needs comparative evidence from
  open-source projects, primary research, and a controlled benchmark or A/B experiment.
- Use [`../loop-deliver/SKILL.md`](../loop-deliver/SKILL.md) once the approach is chosen,
  or [`../loop-converge/SKILL.md`](../loop-converge/SKILL.md) for code consolidation.
- For a short answer, one source lookup, or non-comparative literature summary, use the
  host's ordinary research task instead of a graph.

## On invoke

1. Inspect the workspace, existing evidence, experiment harnesses, data policy, and
   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, supervisor
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add levi-qiao/longgraph-skill/loop-research@sha256:d21de4b9b5ff5c56

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_fsx5nr3dtlzwoxva.svg)](https://markdownregistry.com/a/art_fsx5nr3dtlzwoxva)

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

Versions

The registry has recorded 2 versions of this file, between Aug 20, 2026 and Sep 16, 2026, about one every 27 days.

versioncommittedcommitsizeaudit
git:20260916.17858cf latest2026-09-16 17858cf 2,071 BA view · diff
git:20260820.bf0eddd2026-08-20 bf0eddd 2,341 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 (2071 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_fsx5nr3dtlzwoxva
GET https://markdownregistry.com/api/v1/resolve?ref=levi-qiao/longgraph-skill/loop-research
GET https://markdownregistry.com/api/v1/blob/d21de4b9b5ff5c564a41f53277e7fa7fd4b27b4d4c860862ac99b893f7e4720c

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 levi-qiao/longgraph-skill

AGENTS.md AGENTS.md file
levi-qiao/longgraph-skill · AGENTS.md
git:20260820.bf0eddd · audit A · 78 stars
CLAUDE.md CLAUDE.md file
levi-qiao/longgraph-skill · CLAUDE.md
git:20260724.2c8f90b · audit B · 78 stars
longgraph SKILL.md skill
levi-qiao/longgraph-skill · SKILL.md · Use only when the user explicitly invokes /longgraph or names this skill. Routes and authors a durable longgraph run…
git:20260916.17858cf · audit A · 78 stars
llms.txt llms.txt file
levi-qiao/longgraph-skill · llms.txt
git:20260820.bf0eddd · audit B · 78 stars
loop-converge SKILL.md skill
levi-qiao/longgraph-skill · skills/loop-converge/SKILL.md · Use only when the user explicitly invokes /loop-converge or names this skill. Authors a loop-converge run. Do not use…
git:20260916.17858cf · audit A · 78 stars
loop-deliver SKILL.md skill
levi-qiao/longgraph-skill · skills/loop-deliver/SKILL.md · Use only when the user explicitly invokes /loop-deliver or names this skill. Authors a loop-deliver run. Do not use…
git:20260916.17858cf · audit A · 78 stars
loop-graph SKILL.md skill
levi-qiao/longgraph-skill · skills/loop-graph/SKILL.md · Use only when the user explicitly invokes /loop-graph or names this skill. Compiles a custom loop-graph run. Do not use…
git:20260916.17858cf · audit A · 78 stars

Every file in levi-qiao/longgraph-skill

Browse by kind, by grade A, or by owner.