vss-ask-video SKILL.md skillA

vss-ask-video 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-ask-video@v3.3.0-rc0

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

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
nvidia-ai-blueprints/video-search-and-summarization
Path
skills/operations/vss-ask-video/SKILL.md
Versions recorded
12
Latest version
v3.3.0-rc0, committed Oct 5, 2026
First version recorded
Sep 3, 2026
Size
20,852 bytes
Repository stars
1,968
License
Apache-2.0

Use this skill when answering a question about previously analyzed or freshly scoped VSS video, or when reading a stored VSS memory job or record by id, or whenever a question should be answered by running the `vss memory introspect` command. Route through hot context, agent Markdown notes, `vss memory get` or `vss memory query`, `vss memory introspect`, or an exact-window `vss vlm run`. Not for video retrieval or metadata-answerable questions.

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

# Ask a VSS video question

## When to Use

- Answer a question about previously analyzed or freshly scoped VSS video
- Read a stored VSS memory job or record by id
- Answer a question that requires running `vss memory introspect`
- Answer a directly scoped URL, file, or sensor-window question via `vss vlm run`

Not for video retrieval or metadata-answerable questions.

Answer from the cheapest grounded source that can satisfy the question. For a
running VSS deployment, use the installed `vss` CLI. Do not call an
OpenAI-compatible `/chat/completions` endpoint directly or fall back to raw REST
when a CLI command fails.

This skill does not call `POST /generate` on the VSS agent. It requires a
**deployed VSS with `vss configure` already run**.

> **Hard rule — use the `vss` CLI.** `vss configure` has already pointed it at
> the deployment's proxy, so every VSS action goes through that CLI and nothing
> reaches the deployment any other way.
>
> Four things follow, because each has been done instead:
> - use the `vss` on PATH (see Prerequisites) and call it as `vss`. Do not
>   build a parallel virtualenv or wrap it in another launcher;
…

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-ask-video@sha256:371203d421440075

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_4jtknvj35yvrx7ie.svg)](https://markdownregistry.com/a/art_4jtknvj35yvrx7ie)

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

Versions

The registry has recorded 12 versions of this file, between Sep 3, 2026 and Oct 5, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
v3.3.0-rc0 latest2026-10-05 c96450b 20,852 BA view · diff
v3.3.0-rc02026-09-30 20574d2 20,798 BA view · diff
v3.3.0-rc02026-09-29 7ccc5db 20,391 BA view · diff
v3.3.02026-09-28 4e29ded 20,387 BA view · diff
v3.3.02026-09-23 302e11a 20,042 BA view · diff
v3.3.02026-09-22 25063d8 23,144 BA view · diff
v3.3.02026-09-21 b8f0d19 20,702 BA view · diff
v3.3.02026-09-16 1ea1d64 14,645 BA view · diff
v3.3.02026-09-15 4508d42 14,325 BA view · diff
v3.3.02026-09-14 4ac059f 11,562 BA view · diff
v3.3.02026-09-14 256ae38 11,561 BA view · diff
v3.3.02026-09-03 c735eed 11,615 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 (20852 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

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_4jtknvj35yvrx7ie
GET https://markdownregistry.com/api/v1/resolve?ref=nvidia-ai-blueprints/video-search-and-summarization/vss-ask-video
GET https://markdownregistry.com/api/v1/blob/371203d4214400751afb2dc395f718d21fb8188f2d3f97b750aaff9614938568

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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