jetson-llm-benchmark SKILL.md skillA
jetson-llm-benchmark from nvidia/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nvidia/skills/jetson-llm-benchmark@v0.0.2Pins v0.0.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nvidia/skills
- Path
skills/jetson-llm-benchmark/SKILL.md- Versions recorded
- 1
- Latest version
- v0.0.2, committed Jun 22, 2026
- Size
- 12,242 bytes
- Repository stars
- 3,871
- License
- Apache-2.0
Benchmark Jetson LLM/VLM serving performance across vLLM, llama.cpp, and Ollama with structured JSON output.
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
# Jetson LLM Benchmark Reproducible Jetson benchmarks with **structured JSON output** so an agent can compare runs. Encodes the workflow from the [Jetson AI Lab GenAI Benchmarking tutorial](https://www.jetson-ai-lab.com/tutorials/genai-benchmarking/). ## Purpose Measure deployed LLM latency and throughput on a Jetson target using the correct runtime-specific benchmark wrapper. Use the JSON output to compare models, runtime flags, power modes, and before/after tuning changes. ## Prerequisites - Run on the Jetson device that hosts the model runtime. - For vLLM, start the OpenAI-compatible vLLM server first and know the served model ID. - For Ollama, ensure the Ollama daemon is reachable at `--endpoint` and the named model is already pulled. - For llama.cpp/GGUF, provide a readable `.gguf` model path on the host. - Put the device in the intended power mode before measuring. MAXN is preferred for comparable performance numbers. ## Available Scripts | Script | Purpose | Arguments | |--------|---------|-----------| …
Read the whole file at its exact version.
How to install
mdr add nvidia/skills/jetson-llm-benchmark@sha256:53432dfa4d208879The line at the top of this page pins the label v0.0.2, 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.
[](https://markdownregistry.com/a/art_aodtrbdtxdt3b7nl)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jun 22, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (12242 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
nvidia/skills · 3,871 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_aodtrbdtxdt3b7nl GET https://markdownregistry.com/api/v1/resolve?ref=nvidia/skills/jetson-llm-benchmark GET https://markdownregistry.com/api/v1/blob/53432dfa4d208879424bce6be9e728d7af63935115ab6f27cc42506911413c71
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.