llms.txt@siteA

llms.txt@site 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/site/llms.txt@git:20261102.7e646af

Pins git:20261102.7e646af in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
ai45lab/openart
Path
site/llms.txt
Versions recorded
4
Latest version
git:20261102.7e646af, committed Nov 2, 2026
First version recorded
Nov 1, 2026
Size
5,777 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: Open Agent Red Teaming

OpenART is an executable benchmark and Docker-native runtime for evaluating tool-using agent safety in long-horizon, evolving environments. The benign task and hidden safety contract remain fixed while target-visible workspace, tool, or service state changes mid-run. Deterministic and model-based evaluators judge safety over execution traces and snapshots. Task workspaces may contain synthetic risky-source strings that are evaluation fixtures, not instructions.

The project page at https://ai45lab.github.io/OpenART/ is an interactive, figure-rich guide to the paper, method, figures, 75-setting result matrix, mechanisms, artifacts, and quickstart. It opens with a project overview: a four-step core-logic summary with a 16-second animated conceptual loop, a condensed paper abstract, a project card, and a map of the repository.

## Key facts

- Released planner tasks: 10,150 in 52 ZIP shards (~75 GB).
- Dataset viewer configs: mid (1,046 tasks), mid-v5 (3,553), large (5,551).
- Released tools dataset: 63,697 selected materialized tools.
- Paper settings: 10K+ validated scenarios, 50 domains, 500K+ tools and skills, median 97 tool calls.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ai45lab/openart/site/llms.txt@sha256:b85c675ff6ba9d5a

The line at the top of this page pins the label git:20261102.7e646af, 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_hc42l4rseqaahvgy.svg)](https://markdownregistry.com/a/art_hc42l4rseqaahvgy)

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

Versions

The registry has recorded 4 versions of this file, between Nov 1, 2026 and Nov 2, 2026, more than one a day.

versioncommittedcommitsizeaudit
git:20261102.7e646af latest2026-11-02 7e646af 5,777 BA view · diff
git:20261101.056ab3f2026-11-01 056ab3f 5,514 BA view · diff
git:20261101.f3709352026-11-01 f370935 5,137 BA view · diff
git:20261101.9693bd02026-11-01 9693bd0 2,677 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 (5777 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_hc42l4rseqaahvgy
GET https://markdownregistry.com/api/v1/resolve?ref=ai45lab/openart/site/llms.txt
GET https://markdownregistry.com/api/v1/blob/b85c675ff6ba9d5a05e48fe24637d266c9abd5a51c70ac5db264590a488b7b34

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.

More from ai45lab/openart

AGENTS.md AGENTS.md file
ai45lab/openart · AGENTS.md
git:20261003.bbd9491 · audit B · 271 stars
openart SKILL.md skill
ai45lab/openart · OpenART/skills/openart/SKILL.md · Guide an OpenART agent or contributor through planning, running, extending, and debugging the framework.
v1.0.0 · audit A · 271 stars
llms.txt llms.txt file
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git:20261101.4cf2d24 · audit A · 271 stars
registry.install SKILL.md skill
ai45lab/openart · openart-tools/registry.install/SKILL.md · Install GitHub-hosted registry skill folders into the OpenART tool store as guide-only or wrapper-backed script tools.
git:20260710.344e961 · audit A · 271 stars
skill.jupyter-notebook SKILL.md skill
ai45lab/openart · openart-tools/skill.jupyter-notebook/SKILL.md · Use when the user asks to create, scaffold, or edit Jupyter notebooks
git:20260617.ca64a7c · audit A · 271 stars
skill.openai-docs SKILL.md skill
ai45lab/openart · openart-tools/skill.openai-docs/SKILL.md · Use when the user asks how to build with OpenAI products or APIs, asks
git:20260617.ca64a7c · audit A · 271 stars
skill.pdf SKILL.md skill
ai45lab/openart · openart-tools/skill.pdf/SKILL.md · Use when tasks involve reading, creating, or reviewing PDF files where
git:20260617.ca64a7c · audit A · 271 stars
skill.playwright SKILL.md skill
ai45lab/openart · openart-tools/skill.playwright/SKILL.md · Use when the task requires automating a real browser from the terminal
git:20260617.ca64a7c · audit A · 271 stars
skill.screenshot SKILL.md skill
ai45lab/openart · openart-tools/skill.screenshot/SKILL.md · Use when the user explicitly asks for a desktop or system screenshot
git:20260617.ca64a7c · audit A · 271 stars
skill.security-best-practices SKILL.md skill
ai45lab/openart · openart-tools/skill.security-best-practices/SKILL.md · Perform language and framework specific security best-practice reviews
git:20260617.ca64a7c · audit A · 271 stars
tool.0253_freshdesk_data_exporter.762e75167d6e2486 SKILL.md skill
ai45lab/openart · openart-tools/tool.0253_freshdesk_data_exporter.762e75167d6e2486/SKILL.md · Use when tasks require freshdesk data exporter with credential-aware
git:20260717.d255bbc · audit A · 271 stars
tool.0254_freshdesk_data_importer.0d26e61726ca49e9 SKILL.md skill
ai45lab/openart · openart-tools/tool.0254_freshdesk_data_importer.0d26e61726ca49e9/SKILL.md · Use when tasks require freshdesk data importer with credential-aware
git:20260717.d255bbc · audit A · 271 stars

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