detect-and-analyze SKILL.md skillA

detect-and-analyze from borda/vision-delivery is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add borda/vision-delivery/detect-and-analyze@git:20261005.f3ff836

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

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
borda/vision-delivery
Path
codex-skills/detect-and-analyze/SKILL.md
Versions recorded
4
Latest version
git:20261005.f3ff836, committed Oct 5, 2026
First version recorded
Aug 10, 2026
Size
6,545 bytes
Repository stars
4
License
Apache-2.0

Detect instances and analyze boxes, counts, crops, regions, or metadata. TRIGGER when: user asks to count/detect objects, report the number of defects, build a model that counts trucks, tally boxes/pallets on a conveyor, find workers lacking PPE, crop detections, extract an ROI, estimate box-relative size, or report per-object confidence/zone metadata. SKIP when: user needs one whole-image verdict (classify-or-flag); identity/path/dwell/line crossing (track-and-count)…

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

<objective>

Turn an object-level business question into a detector that passes independent acceptance and produces actionable per-instance output. Counts, crops, relative dimensions, class breakdowns, and zone membership may be derived from boxes. Physical units and pixel-precise outlines are outside a box-only claim.

</objective>

<methodology>

**Platform execution boundary.** Read `../../resources/roboflow-platform-lookup.md` before any provider-specific search, dataset, training, inference, or deployment action. Use installed official Roboflow skills or current MCP resources only for read-only discovery and sourced action-brief inputs; never invoke provider execution outside the host-gated path. Sentinel owns the problem contract, independent evidence, failure diagnosis, artifact verification, and decision.

Follow `../../resources/fde-methodology.md`; the domain-specific requirements below refine its generic sequence.

## 1. Frame the operational decision

Inspect available images, clips, annotations, code, and camera constraints first. Ask at most three missing business questions:

- Which object instances matter, and what action follows a detection?
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/vision-delivery/detect-and-analyze@sha256:38e784d81b991af6

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_ha6oo23srzu7jktw.svg)](https://markdownregistry.com/a/art_ha6oo23srzu7jktw)

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

Versions

The registry has recorded 4 versions of this file, between Aug 10, 2026 and Oct 5, 2026, about one every 19 days.

versioncommittedcommitsizeaudit
git:20261005.f3ff836 latest2026-10-05 f3ff836 6,545 BA view · diff
git:20260811.bdc99ff2026-08-11 bdc99ff 6,433 BA view · diff
git:20260810.95d3fb72026-08-10 95d3fb7 6,154 BA view · diff
git:20260810.60199a42026-08-10 60199a4 6,153 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6545 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_ha6oo23srzu7jktw
GET https://markdownregistry.com/api/v1/resolve?ref=borda/vision-delivery/detect-and-analyze
GET https://markdownregistry.com/api/v1/blob/38e784d81b991af6277d7b42472fd088812f7c628b266849b24734df5b4b858d

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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in borda/vision-delivery

Other files named detect-and-analyze

detect-and-analyze SKILL.md skill
borda/vision-delivery · claude-skills/detect-and-analyze/SKILL.md · Detect instances and analyze boxes, counts, crops, regions, or metadata. TRIGGER when: user asks to count/detect…
git:20261005.f3ff836 · audit A · 4 stars

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