solve-cv-task SKILL.md skillA

solve-cv-task 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/solve-cv-task@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/solve-cv-task/SKILL.md
Versions recorded
4
Latest version
git:20261005.f3ff836, committed Oct 5, 2026
First version recorded
Aug 10, 2026
Size
6,749 bytes
Repository stars
4
License
Apache-2.0

Turn a plain-language CV goal into the correct measurable build route. TRIGGER when: user asks to detect/count vehicles, read serial numbers, track people through zones, use a factory camera to catch mistakes, solve a CV problem from sample images, test feasibility, or build an end-to-end vision capability without knowing the modality. SKIP when: request clearly matches a specialist; asks managed deployment cost, annotation/training cost, or other economics only; asks current platform how-to…

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>

Be Sentinel's low-barrier front door. Translate the user's operational outcome into the correct CV output, independent acceptance gate, fastest safe proof, and explicit next route—without requiring them to know CV terminology.

</objective>

<methodology>

**Roboflow platform knowledge lookup.** Read `../../resources/roboflow-platform-lookup.md`. Sentinel owns stable solution-building discipline. Installed official Roboflow skills or current MCP resources own exact product/model/tool truth. If neither is available, continue provider-neutral work and use a scaffold; never copy or guess a volatile platform recipe.

## 1. Read before asking

Inspect the user's files, sample images/clips, code, README, labels, and existing evaluation artifacts. Summarize the observable problem in plain language. Ask at most three questions that artifacts cannot answer:

1. “What should happen when the camera sees the target?”
2. “Out of 100 real cases, how many misses or false alarms are acceptable for a first proof?”
3. “Where will images come from, and may they leave this machine/site?”
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/vision-delivery/solve-cv-task@sha256:87fbea7dac3b0c3b

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_mpyszgu5ltjk6c62.svg)](https://markdownregistry.com/a/art_mpyszgu5ltjk6c62)

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 6,749 BA view · diff
git:20260811.bdc99ff2026-08-11 bdc99ff 6,429 BA view · diff
git:20260810.95d3fb72026-08-10 95d3fb7 6,386 BA view · diff
git:20260810.60199a42026-08-10 60199a4 6,385 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 (6749 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_mpyszgu5ltjk6c62
GET https://markdownregistry.com/api/v1/resolve?ref=borda/vision-delivery/solve-cv-task
GET https://markdownregistry.com/api/v1/blob/87fbea7dac3b0c3b80c4a39cd89b71ed77f2246277aeb174fcdfb19567ba1788

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.

More from borda/vision-delivery

auth-setup SKILL.md skill
borda/vision-delivery · claude-skills/auth-setup/SKILL.md · Connect or troubleshoot Sentinel's URL-only Roboflow MCP sign-in. TRIGGER when: the user asks to connect Roboflow, sign…
git:20260810.60199a4 · audit A · 4 stars
check-sentinel-setup SKILL.md skill
borda/vision-delivery · claude-skills/check-sentinel-setup/SKILL.md · Run an offline Sentinel package doctor and separate local installation defects from host enablement or Roboflow sign-in…
git:20260810.60199a4 · audit A · 4 stars
classify-or-flag SKILL.md skill
borda/vision-delivery · claude-skills/classify-or-flag/SKILL.md · Produce one whole-image verdict: pass/fail, category, compliance, or anomaly. TRIGGER when: user asks whether an image…
git:20261005.f3ff836 · audit A · 4 stars
decision-report SKILL.md skill
borda/vision-delivery · claude-skills/decision-report/SKILL.md · Generate a portable stakeholder decision report for a CV deployment decision. TRIGGER when: user explicitly asks for a…
git:20261005.f3ff836 · audit A · 4 stars
decompose-to-pipeline SKILL.md skill
borda/vision-delivery · claude-skills/decompose-to-pipeline/SKILL.md · Decompose a complex vision-and-reasoning requirement into the cheapest measurable pipeline. TRIGGER when: user asks to…
git:20261005.f3ff836 · audit A · 4 stars
deliver-cv-project SKILL.md skill
borda/vision-delivery · claude-skills/deliver-cv-project/SKILL.md · Turn an independently evaluated CV model or pipeline into a verified delivery handoff without copying volatile platform…
git:20261005.f3ff836 · audit A · 4 stars
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
estimate-economics SKILL.md skill
borda/vision-delivery · claude-skills/estimate-economics/SKILL.md · Estimate CV annotation, training, deployment, and operations economics. TRIGGER when: user invokes…
git:20261005.f3ff836 · audit A · 4 stars
read-text SKILL.md skill
borda/vision-delivery · claude-skills/read-text/SKILL.md · Extract structured text, numbers, labels, and codes from images and evaluate by character or field accuracy. TRIGGER…
git:20261005.f3ff836 · audit A · 4 stars
recognize-pose-or-gesture SKILL.md skill
borda/vision-delivery · claude-skills/recognize-pose-or-gesture/SKILL.md · Build keypoint-based pose, gesture, action, ergonomics, posture, or fall analysis. TRIGGER when: user asks for…
git:20261005.f3ff836 · audit A · 4 stars
segment-and-analyze SKILL.md skill
borda/vision-delivery · claude-skills/segment-and-analyze/SKILL.md · Produce pixel-precise masks plus area, shape, perimeter, calibration, or physical measurements. TRIGGER when: user asks…
git:20261005.f3ff836 · audit A · 4 stars
solve-cv-task SKILL.md skill
borda/vision-delivery · claude-skills/solve-cv-task/SKILL.md · Turn a plain-language CV goal into the correct measurable build route. TRIGGER when: user asks to detect/count…
git:20261005.f3ff836 · audit A · 4 stars

Every file in borda/vision-delivery

Other files named solve-cv-task

solve-cv-task SKILL.md skill
borda/vision-delivery · claude-skills/solve-cv-task/SKILL.md · Turn a plain-language CV goal into the correct measurable build route. TRIGGER when: user asks to detect/count…
git:20261005.f3ff836 · audit A · 4 stars

Browse by kind, by grade A, or by owner.