llms.txt@docsA

llms.txt@docs from borda/vision-delivery is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add borda/vision-delivery/docs/llms.txt@git:20261005.f3ff836

Pins git:20261005.f3ff836 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
borda/vision-delivery
Path
docs/llms.txt
Versions recorded
5
Latest version
git:20261005.f3ff836, committed Oct 5, 2026
First version recorded
Jun 27, 2026
Size
5,048 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

# Sentinel / vision-delivery

> Business-first computer-vision delivery copilot for Codex and Claude Code. It translates an operational request into a CV task, success gate, cheapest baseline, inspectable proof plan, and evidence-bound economics decision.

Sentinel is a plugin and workflow layer, not a model, security boundary, autonomous deployer, or production certifier. A user can begin without CV vocabulary but must provide or confirm data authority, business outcome, representative examples, error consequences, and human ownership. No independent novice outcome study exists.

## Support contract

- **Historical evidence:** one pre-v0.2 Claude/Sonnet routing run, one directional mocked process A/B, and one small private detection result; none is a current support guarantee.
- **Guided:** detection, classification, tracking, OCR, segmentation, pose/gesture, pipelines, delivery, and economics have workflow routes but not equivalent live evidence.
- **Delegated upstream:** current Roboflow MCP semantics, models, Workflows, plans, pricing, and navigation belong to official Roboflow sources.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/vision-delivery/docs/llms.txt@sha256:c7a8cc8d9f91ab39

The line at the top of this page pins the label git:20261005.f3ff836, 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_dxh5ke2wbxl2utz4.svg)](https://markdownregistry.com/a/art_dxh5ke2wbxl2utz4)

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

Versions

The registry has recorded 5 versions of this file, between Jun 27, 2026 and Oct 5, 2026, about one every 25 days.

versioncommittedcommitsizeaudit
git:20261005.f3ff836 latest2026-10-05 f3ff836 5,048 BA view · diff
git:20260811.bdc99ff2026-08-11 bdc99ff 4,882 BA view · diff
git:20260713.bad0af12026-07-13 bad0af1 4,727 BA view · diff
git:20260627.0e9a9bb2026-06-27 0e9a9bb 5,359 BA view · diff
git:20260627.fdd45df2026-06-27 fdd45df 4,570 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 (5048 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

borda/vision-delivery · 4 stars · license Apache-2.0 · pushed 2026-10-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_dxh5ke2wbxl2utz4
GET https://markdownregistry.com/api/v1/resolve?ref=borda/vision-delivery/docs/llms.txt
GET https://markdownregistry.com/api/v1/blob/c7a8cc8d9f91ab3996dd93466a9539856b93084345248ef29deafa695c8ba032

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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