Home / nvidia-ai-blueprints / video-search-and-summarization · skills/operations/vss-ask-video/SKILL.md · GitHub

vss-ask-video skillA

vss-ask-video is agent-read markdown (skill) from nvidia-ai-blueprints/video-search-and-summarization: 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..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Ask a VSS video question

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;
> - `vss vlm run` is the only eye on the video - never post to
>   `/v1/chat/completions`, `/generate` or `/v1/summarize` yourself, and never
>   decode or sample frames and answer from them;
> - a named sensor is `--sensor`, never a file, and its window goes in
>   `--start-time`/`--end-time`, not the prompt. A name the deployment knows as a
…

Read the whole file at its exact version.

How to install

Latest version
mdr add nvidia-ai-blueprints/video-search-and-summarization/vss-ask-video@v3.3.0
Exact content
mdr add nvidia-ai-blueprints/video-search-and-summarization/vss-ask-video@sha256:1e8a26064945825f

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_4jtknvj35yvrx7ie.svg)](https://markdownregistry.com/a/art_4jtknvj35yvrx7ie)

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Versions

versioncommittedcommitsizeaudit
v3.3.0 latest2026-09-23 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. Deterministic, no model, 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 (20042 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 · 1,876 stars · license NOASSERTION · pushed 2026-09-24 · 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/1e8a26064945825fdbd77e14cb9b064952684e785a37939dc3fcfb1003c7fb5f

Your agent 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.

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