llms.txtA

llms.txt from genclass-dev/genclass is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add genclass-dev/genclass/llms.txt@git:20261103.2cf721c

Pins git:20261103.2cf721c in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
genclass-dev/genclass
Path
llms.txt
Versions recorded
5
Latest version
git:20261103.2cf721c, committed Nov 3, 2026
First version recorded
Oct 22, 2026
Size
7,673 bytes
Repository stars
7
License
Apache-2.0

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

# GenClass Runtime

> GenClass Runtime (`@genclass/runtime`) is an open-source (Apache-2.0) browser library that reports race conditions in web apps while they happen: stale responses that land over newer data, duplicate requests such as double submits, inconsistent state and failure storms. A small model runs on the user's device, in a Web Worker on WebGPU or WASM, and each report comes with its evidence. By default it only reports (`observe`): it never holds, delays or changes a request, a response or a state write. The opt-in `guard` mode may act on a few of them, and `heal` is experimental.

This file indexes the Markdown sources in the GenClass repository, for `@genclass/runtime` 0.2.2 (npm `latest`) and 0.3.0-beta.0 (`beta`) as of 2026-10-22, both with the model `@genclass/runtime-model@0.2.0`, and the unreleased work on `main`. It holds no numbers on purpose: every measured number, each recall next to its false rate, is in docs/runtime/RESULTS.md, so quote numbers from there. On public hosts it sends anonymous diagnostics about its own decisions to its maintainers by default (with the page's hostname and id-normalised path, and no page text unless the app opts in)…
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add genclass-dev/genclass/llms.txt@sha256:9c5ed8f1957ea052

The line at the top of this page pins the label git:20261103.2cf721c, 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_qql5giqypjn72fih.svg)](https://markdownregistry.com/a/art_qql5giqypjn72fih)

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

Versions

The registry has recorded 5 versions of this file, between Oct 22, 2026 and Nov 3, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20261103.2cf721c latest2026-11-03 2cf721c 7,673 BA view · diff
git:20261025.08608df2026-10-25 08608df 7,789 BA view · diff
git:20261025.0577b4d2026-10-25 0577b4d 7,776 BA view · diff
git:20261024.bf17dc02026-10-24 bf17dc0 7,694 BA view · diff
git:20261022.9058b2c2026-10-22 9058b2c 7,361 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 (7673 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

genclass-dev/genclass · 7 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_qql5giqypjn72fih
GET https://markdownregistry.com/api/v1/resolve?ref=genclass-dev/genclass/llms.txt
GET https://markdownregistry.com/api/v1/blob/9c5ed8f1957ea052b51406b71824bc17f4022f9972aa93c1a9febc3b73daf656

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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