# Benchmark Video Search (agent skill)

> Benchmark Video Search is an agent skill (a SKILL.md file) from NVIDIA-AI-Blueprints/video-search-and-summarization. Measure retrieval quality and latency of a deployed VSS search profile by ingesting a labelled dataset and running the vss CLI across retrieval paths. It works with Claude Code and has 1,947 GitHub stars across a repository of 2 listed skills.

Measure retrieval quality and latency of a deployed VSS search profile by ingesting a labelled dataset and running the vss CLI across retrieval paths. Use when the user asks to "benchmark video search", "compare search recall between builds", or "profile search latency" on a deployed VSS profile. A default run deletes every uploaded video file on the target deployment before ingesting (RTSP cameras are kept); --skip-ingest deletes nothing. Follow the routing table, then the numbered steps.

## Key facts

| Fact | Value |
|---|---|
| Repository | https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization |
| Skill path | skills/benchmarking/benchmark-video-search/SKILL.md |
| Skill name | benchmark-video-search |
| GitHub stars | 1,947 |
| Installs on skills.sh | not listed |
| License | Apache-2.0 |
| Skills in repo | 2 |
| Plugin marketplace | no |
| Official | no |
| Works with | Claude Code |
| Category | DevOps & cloud |
| Last commit | Oct 23, 2026 |

## When it triggers

- Use when the user asks to "benchmark video search", "compare search recall between builds", or "profile search latency" on a deployed VSS profile.
- "benchmark video search"
- "compare search recall between builds"
- "profile search latency"

## Add this skill

### Claude Code

```sh
git clone --depth 1 https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization.git
cp -r video-search-and-summarization/skills/benchmarking/benchmark-video-search ~/.claude/skills/benchmark-video-search   # personal, or .claude/skills in a project
```

In the Claude apps, zip the skill folder and upload it under Customize > Skills > + > Upload a skill (code execution must be on).

### ChatGPT / Codex

```sh
git clone --depth 1 https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization.git
cp -r video-search-and-summarization/skills/benchmarking/benchmark-video-search .agents/skills/benchmark-video-search   # repo; ~/.agents/skills for all projects
```

### Cursor

```sh
git clone --depth 1 https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization.git
cp -r video-search-and-summarization/skills/benchmarking/benchmark-video-search .cursor/skills/benchmark-video-search   # project; ~/.cursor/skills for all projects
```

Sources (checked 2026-10-07): https://code.claude.com/docs/en/skills, https://support.claude.com/en/articles/12512180-using-skills-in-claude, https://learn.chatgpt.com/docs/build-skills, https://cursor.com/docs/context/skills

---

Canonical page: https://appsgit.com/skills/nvidia-ai-blueprints-benchmark-video-search
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