llms.txt@publicA

llms.txt@public from kevin-liu-01/loop is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add kevin-liu-01/loop/public/llms.txt@git:20260428.8a5da3c

Pins git:20260428.8a5da3c in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
kevin-liu-01/loop
Path
public/llms.txt
Versions recorded
1
Latest version
git:20260428.8a5da3c, committed Apr 28, 2026
Size
2,390 bytes
Repository stars
17
License
MIT

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

> Loop is an operator desk for self-updating agent skills. It monitors, evaluates, and updates agent playbooks so every skill stays current.

## What Loop Does

Loop turns agent playbooks, source scans, and upstream documentation into a living skill catalog that evolves on its own. Skills are versioned, tracked, and refreshed on a configurable schedule using AI agents.

## Core Concepts

- **Skills**: Versioned playbooks with a body, description, tags, category, tracked sources, automation settings, and complete version history. Skills can come from repos, the Codex directory, a remote URL, or be written from scratch.
- **Automations**: Scheduled agent runs that refresh skills by scanning tracked sources, researching the web, and drafting new revisions.
- **MCP Servers**: Model Context Protocol integrations that connect AI agents to external tools (GitHub, Slack, Supabase, Stripe, Figma, and 70+ more).
- **Sandbox**: An isolated agent chat environment with Vercel Sandbox sessions for testing skills interactively.

## Key Pages

- / — Skill catalog home (browse, search, filter by category)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kevin-liu-01/loop/public/llms.txt@sha256:240f68b518301b88

The line at the top of this page pins the label git:20260428.8a5da3c, 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_k4ppv3csbhlqctao.svg)](https://markdownregistry.com/a/art_k4ppv3csbhlqctao)

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

Versions

The registry has recorded 1 version of this file, committed on Apr 28, 2026.

versioncommittedcommitsizeaudit
git:20260428.8a5da3c latest2026-04-28 8a5da3c 2,390 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (2390 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

kevin-liu-01/loop · 17 stars · license MIT · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_k4ppv3csbhlqctao
GET https://markdownregistry.com/api/v1/resolve?ref=kevin-liu-01/loop/public/llms.txt
GET https://markdownregistry.com/api/v1/blob/240f68b518301b8808afae0d019516949a025f4cb1bf74af45274db9a3184891

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: how to add an llms.txt file to a website · which agent file does what.

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