llms.txtA

llms.txt from ai45lab/openart is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add ai45lab/openart/llms.txt@git:20261101.4cf2d24

Pins git:20261101.4cf2d24 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
ai45lab/openart
Path
llms.txt
Versions recorded
3
Latest version
git:20261101.4cf2d24, committed Nov 1, 2026
First version recorded
Oct 3, 2026
Size
2,433 bytes
Repository stars
271
License
AGPL-3.0

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

# OpenART

> OpenART (Open Agent Red Teaming) is an executable benchmark and Docker-native
> runtime for evaluating the safety of tool-using LLM agents in long-horizon,
> evolving environments: persistent environment state is mutated mid-run by an
> attacker while a fixed hidden safety contract is checked over full traces.
> Paper: arXiv:2608.00677. Relevant to agent safety, LLM agent red teaming,
> prompt injection, tool-use evaluation, and long-horizon agent benchmarks.

## Overview

- [Project page](https://ai45lab.github.io/OpenART/): Visual overview with key
  facts, released artifacts, quickstart, and citation.
- [README](https://github.com/AI45Lab/OpenART): Research summary, positioning
  table, install, smoke test, model-backed evaluation, task generation.
- [Paper (arXiv:2608.00677)](https://arxiv.org/abs/2608.00677): Full results —
  10K+ validated tasks, 50 domains, 500K+ tools, 15 agents × 5 models,
  EMHA attacker, 85.0% pooled strict ASR.
- [CITATION.cff](https://github.com/AI45Lab/OpenART/blob/main/CITATION.cff):
  Canonical bibliographic metadata for the repository and paper.

## Data
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ai45lab/openart/llms.txt@sha256:b67cc8582f89d419

The line at the top of this page pins the label git:20261101.4cf2d24, 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_ux7mv5rtwajmomdy.svg)](https://markdownregistry.com/a/art_ux7mv5rtwajmomdy)

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

Versions

The registry has recorded 3 versions of this file, between Oct 3, 2026 and Nov 1, 2026, about one every 14 days.

versioncommittedcommitsizeaudit
git:20261101.4cf2d24 latest2026-11-01 4cf2d24 2,433 BA view · diff
git:20261031.b38c95f2026-10-31 b38c95f 2,292 BA view · diff
git:20261003.bbd94912026-10-03 bbd9491 2,182 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 (2433 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

ai45lab/openart · 271 stars · license AGPL-3.0 · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ux7mv5rtwajmomdy
GET https://markdownregistry.com/api/v1/resolve?ref=ai45lab/openart/llms.txt
GET https://markdownregistry.com/api/v1/blob/b67cc8582f89d4193f440ede1757a030cfc4a0807f5479316c3c7e50268adb84

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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skill.screenshot SKILL.md skill
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tool.0254_freshdesk_data_importer.0d26e61726ca49e9 SKILL.md skill
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