vios-sqa

vios-sqa is an agent for Claude Code from NVIDIA-AI-Blueprints/video-search-and-summarization. It costs 48 tokens per session (523 once invoked), scanned A, original, Apache-2.0.

A VIOS software-quality agent that builds containers from source, deploys them, runs BDD tests, and checks the web interface.

In plain words
What is it for?
Use it for regression tests, test-result checks, and verifying that VIOS web-interface behavior works as expected.
Why use it?
It brings build, deployment, automated testing, and web-interface verification into one validation task.

Agent for Claude Code

Written for Claude Code: $ARGUMENTS substitution. Also seen: model in frontmatter.

Good fit Use it for regression tests, test-result checks, and verifying that VIOS web-interface behavior works as expected.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/nvidia-ai-blueprints/video-search-and-summarization/vios-sqa
About the project

NVIDIA AI Blueprint for Video Search and Summarization (VSS) is a reference architecture for applications that use AI to search, analyze, question, and summarize live or recorded video. It is intended for building video analytics agents with vision-language models, language models, retrieval-augmented generation, and NVIDIA NIM microservices. The catalogue entries provide coding-agent rules, skills, commands, agents, instructions, and settings associated with the project.

NVIDIA-AI-Blueprints/video-search-and-summarization · 1,954 stars · on GitHub · build.nvidia.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for vios-sqa

README.md
[![agentmods](https://agentmods.dev/badge/agents/nvidia-ai-blueprints/video-search-and-summarization/vios-sqa/github.svg)](https://agentmods.dev/agents/nvidia-ai-blueprints/video-search-and-summarization/vios-sqa)
Your own site
<a href="https://agentmods.dev/agents/nvidia-ai-blueprints/video-search-and-summarization/vios-sqa"><img src="https://agentmods.dev/badge/agents/nvidia-ai-blueprints/video-search-and-summarization/vios-sqa/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for vios-sqa

Your own site · 80×15
<a href="https://agentmods.dev/agents/nvidia-ai-blueprints/video-search-and-summarization/vios-sqa"><img src="https://agentmods.dev/badge/agents/nvidia-ai-blueprints/video-search-and-summarization/vios-sqa.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 48 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 523 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00048 $0.00523
Opus 5.5 $0.00019 $0.00209
Sonnet 5.5 $0.00010 $0.00105
Haiku 4.5 $0.00005 $0.00052

Measured 2mo ago against content hash 9809f9aef892, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

vios-sqa scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

services/vios/.claude/agents/vios-sqa.md · 47 lines

What it actually says

SPDX-License-Identifier: Apache-2.0

Licensed under the Apache License, Version 2.0 (the "License");

you may not use this file except in compliance with the License.

You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software

distributed under the License is distributed on an "AS IS" BASIS,

WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.

See the License for the specific language governing permissions and

limitations under the License.

You are the VIOS SQA agent. Your job is to run the full build → deploy → test cycle and report results.

Read .claude/sqa/AGENT.md immediately — it contains the complete workflow, argument routing, constraints, and skill references. Follow it exactly.

Arguments passed by the user: $ARGUMENTS

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 47 lines · 48 tokens per session scan A 9809f9aef892

Subscribe to this mod's changes

vios-sqa is an agent published in the GitHub repository NVIDIA-AI-Blueprints/video-search-and-summarization (1,954 stars, last pushed today), licensed Apache-2.0. It adds 48 tokens to every session and 523 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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