vss-build-vision-ai SKILL.md skillB

vss-build-vision-ai from nvidia-ai-blueprints/video-search-and-summarization is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nvidia-ai-blueprints/video-search-and-summarization/vss-build-vision-ai@v3.3.0-rc0

Pins v3.3.0-rc0 in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 16 of 17 checks passed
Kind
SKILL.md skill
Repository
nvidia-ai-blueprints/video-search-and-summarization
Path
skills/vss-build-vision-ai/SKILL.md
Versions recorded
27
Latest version
v3.3.0-rc0, committed Oct 13, 2026
First version recorded
Sep 17, 2026
Size
63,734 bytes
Repository stars
1,968
License
Apache-2.0

Add agent-ready vision capabilities — dense captioning, detection, search, alerting, summarization — to an agent or application through a customizable, self-contained vision stack built on the NVIDIA VSS Blueprint. Use this skill when a developer or agent wants to give their app vision: pick capabilities via guided intake ("build a vision agent", "add vision capabilities") or describe them in natural language ("create a profile for streaming dense captioning…

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

# Build Vision Agent

`build-vision-ai` gives agents and developers **agent-ready vision capabilities through a customizable, self-contained application stack** built on the **NVIDIA VSS Blueprint**. A developer or agent adds vision to their application by selecting the capabilities they want (guided intake) or describing them in natural language, and the skill routes to a validated developer profile — or composes the smallest delta overlay on top of one — and deploys it. Use it whenever the user wants vision capabilities composed for them: deploying a stock profile, extending a running deployment, or building a lean custom combination.

**Two ways in:** **guided intake** (state an open intent like "build a vision agent" / "add vision capabilities" and the skill walks you through capability selection) or **prompt-driven** (name the capability or profile directly). Both land on the same routing and composition flow.

## When to Use

- Compose and deploy a self-contained vision application stack — a stock developer profile (`base`, `alerts`, `lvs`, `search`) or the `warehouse` industry profile — not a single microservice on its own
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nvidia-ai-blueprints/video-search-and-summarization/vss-build-vision-ai@sha256:d75600a8f7f73dec

The line at the top of this page pins the label v3.3.0-rc0, 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_3mdefg6noerrz6k2.svg)](https://markdownregistry.com/a/art_3mdefg6noerrz6k2)

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

Versions

The registry has recorded 27 versions of this file, between Sep 17, 2026 and Oct 13, 2026, more than one a day. Its first recorded version is graded A and its latest B.

versioncommittedcommitsizeaudit
v3.3.0-rc0 latest2026-10-13 fc4e737 63,734 BB view · diff
v3.3.0-rc02026-10-13 c1eed5a 63,474 BB view · diff
v3.3.0-rc02026-10-09 52d9016 62,281 BB view · diff
v3.3.0-rc02026-10-07 1d36efd 62,204 BB view · diff
v3.3.0-rc02026-10-06 60d2bc8 61,970 BB view · diff
v3.3.0-rc02026-10-06 08f8b76 60,492 BB view · diff
v3.3.0-rc02026-10-05 fa4b4da 60,095 BB view · diff
v3.3.0-rc02026-10-03 709fc0b 59,247 BB view · diff
v3.3.0-rc02026-10-02 e12b9fc 58,490 BB view · diff
v3.3.0-rc02026-10-01 6916473 58,727 BB view · diff
v3.3.0-rc02026-09-30 3bdee2e 58,739 BB view · diff
v3.3.0-rc02026-09-30 5381495 58,580 BB view · diff
v3.3.0-rc02026-09-29 92beb91 58,463 BB view · diff
v3.3.0-rc02026-09-29 7ccc5db 57,858 BB view · diff
v3.2.02026-09-28 4e29ded 55,988 BB view · diff
v3.2.02026-09-28 33840e3 55,467 BB view · diff
v3.2.02026-09-23 26648df 55,466 BB view · diff
v3.2.02026-09-23 a7f8b1f 53,460 BB view · diff
v3.2.02026-09-22 f64c352 50,904 BB view · diff
v3.2.02026-09-22 979ab59 50,831 BB view · diff
v3.2.02026-09-22 98b3050 50,758 BB view · diff
v3.2.02026-09-22 21f686e 50,606 BB view · diff
v3.2.02026-09-19 52610e2 50,375 BB view · diff
v3.2.02026-09-18 ef3cf81 49,383 BB view · diff
v3.2.02026-09-18 72972f5 49,193 BB view · diff
v3.2.02026-09-18 0224c97 48,353 BB view · diff
v3.2.02026-09-17 5bbcdb2 44,490 BA view

Audit of the latest version

B  16 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No instruction to read or print local credentials (matched: read `COMPOSE_PROFILES` back from `override.env)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (63734 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 base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

nvidia-ai-blueprints/video-search-and-summarization · 1,968 stars · license Apache-2.0 · pushed 2026-11-07 · branch develop

API

GET https://markdownregistry.com/api/v1/artifacts/art_3mdefg6noerrz6k2
GET https://markdownregistry.com/api/v1/resolve?ref=nvidia-ai-blueprints/video-search-and-summarization/vss-build-vision-ai
GET https://markdownregistry.com/api/v1/blob/d75600a8f7f73dec808957f8f5fd5777aefbe29a7b3ef9a18ddee665892527c6

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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