llms.txtA
llms.txt from aboudjem/sniff is an llms.txt file: plain text a project publishes for AI models to read.
mdr add aboudjem/sniff/llms.txt@git:20260904.a0e389cPins git:20260904.a0e389c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- llms.txt file
- Repository
- aboudjem/sniff
- Path
llms.txt- Versions recorded
- 4
- Latest version
- git:20260904.a0e389c, committed Sep 4, 2026
- First version recorded
- May 29, 2026
- Size
- 8,185 bytes
- Repository stars
- 4
- 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
# sniff > sniff is an autonomous QA scanner: you point it at a running web app and it walks the app's real > user flows in a real (headless) browser and reports what's actually broken, with proof. It is not > a static linter and it does not write or maintain a test suite. Every finding ships reproduction > proof (exact route + ordered steps + a screenshot + the console/network excerpt), a severity, a > confidence level, and a suggested fix. npm package `sniff-qa`. Binaries `sniff` and `sniff-qa`. > Ships as both a CLI and an MCP server (Claude Code plugin). No API key required. Node >= 22. > Apache-2.0. A finding without reproduction proof is not a finding. sniff walks the app like a user (clicking, filling forms, navigating, going back) and only reports an issue it can demonstrate. On a planted-bug fixture (21 bugs across all 12 issue classes plus a clean control page) it finds 21/21 (100%) at 100% precision with 0 false positives and 0 findings on the clean page. That before/after is locked as a regression test, backed by a 507-test suite. Last updated: 2026-05-29. ## What it is / who it's for …
Read the whole file at its exact version.
How to install
mdr add aboudjem/sniff/llms.txt@sha256:46131104ad413736The line at the top of this page pins the label git:20260904.a0e389c, 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.
[](https://markdownregistry.com/a/art_ice5ruad3sfdoxdt)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between May 29, 2026 and Sep 4, 2026, about one every 33 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260904.a0e389c latest | 2026-09-04 | a0e389c | 8,185 B | A | view · diff |
| git:20260529.738a05b | 2026-05-29 | 738a05b | 8,185 B | A | view · diff |
| git:20260529.a7c92cb | 2026-05-29 | a7c92cb | 8,280 B | A | view · diff |
| git:20260529.eada3b4 | 2026-05-29 | eada3b4 | 8,065 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (8185 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
aboudjem/sniff · 4 stars · license Apache-2.0 · pushed 2026-09-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ice5ruad3sfdoxdt GET https://markdownregistry.com/api/v1/resolve?ref=aboudjem/sniff/llms.txt GET https://markdownregistry.com/api/v1/blob/46131104ad41373651f4f7c9fbd91de7156981098324e8718742b71db8b661eb
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.