deliver-cv-project SKILL.md skillA

deliver-cv-project 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/deliver-cv-project@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/deliver-cv-project/SKILL.md
Versions recorded
4
Latest version
git:20261005.f3ff836, committed Oct 5, 2026
First version recorded
Aug 10, 2026
Size
10,106 bytes
Repository stars
4
License
Apache-2.0

Turn an independently evaluated CV model or pipeline into a verified delivery handoff without copying volatile platform recipes. TRIGGER when: user has a working model, Workflow, OCR pipeline, or tracker and asks to export it, run locally, integrate an app/camera/RTSP source, deploy, productionize, monitor drift, add active learning, or make a runnable package. SKIP when: user asks to build a detector/model from sample images, the capability is unsolved, or measured acceptance is absent…

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>

Deliver a previously evaluated CV capability as a replayable artifact and an explicit engineering handoff. The exit criterion is not “deployment requested.” It is a completed delivery contract whose artifact kind, acceptance evidence, commands, dependencies, data boundary, rollback, and remaining external checks are truthful and tested.

</objective>

\<entry_gate>

Read existing code, model metadata, `.vision-delivery/eval-*.md`, ledger rows, generated artifacts, and sample outputs before asking questions.

Require:

1. a model/pipeline identity and output schema;
2. a machine-readable acceptance artifact frozen before the candidate result, with its `acceptance_id`, project-relative path, and SHA-256 digest;
3. independent acceptance evidence for the selected version;
4. the intended consumer and runtime environment.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/vision-delivery/deliver-cv-project@sha256:bd531a0b1fce37ed

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_nn6auafh7unrgygc.svg)](https://markdownregistry.com/a/art_nn6auafh7unrgygc)

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 10,106 BA view · diff
git:20260811.bdc99ff2026-08-11 bdc99ff 10,078 BA view · diff
git:20260810.95d3fb72026-08-10 95d3fb7 8,085 BA view · diff
git:20260810.60199a42026-08-10 60199a4 8,084 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 (10106 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_nn6auafh7unrgygc
GET https://markdownregistry.com/api/v1/resolve?ref=borda/vision-delivery/deliver-cv-project
GET https://markdownregistry.com/api/v1/blob/bd531a0b1fce37ed9d14381920af410ba6c5243796e96eae93d607ef9c21fce7

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 deliver-cv-project

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

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