deepstream-import-vision-model SKILL.md skillA
deepstream-import-vision-model 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/deepstream-import-vision-model@v1.5.2Pins v1.5.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nvidia/skills
- Path
skills/deepstream-import-vision-model/SKILL.md- Versions recorded
- 3
- Latest version
- v1.5.2, committed Sep 4, 2026
- First version recorded
- May 28, 2026
- Size
- 14,565 bytes
- Repository stars
- 3,871
- License
- Apache-2.0
Use this skill to bring a supported object-detection vision model from HuggingFace or NVIDIA NGC into an NVIDIA DeepStream pipeline with end-to-end automation: ONNX download, SafeTensors export, TRT engine build, custom nvinfer bbox parser, multi-stream benchmark, and PDF report. Object detection models only.
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
# DeepStream Import Vision Model When this skill is active, **read the relevant reference document before starting each phase**. Do not rely on memory — reference documents contain exact script paths, bash variable conventions, log filename contracts, and critical parsing rules. **Current scope:** Object detection models only. Fail fast on classification, segmentation, or other architectures detected in `config.json`. ## Model choice — always offer two options Before preflight, browsing, downloads, or file creation, present exactly these two choices. Do not start with only an open-ended model-source prompt. If the user's request already clearly selects a model, confirm the matching choice instead of asking redundantly. ### 1. Default model (recommended) Use the validated Hugging Face RT-DETR model: ```yaml model_id: PekingU/rtdetr_r50vd source: huggingface task: object-detection precision_preference: fp16 ``` ### 2. Custom object-detection model Ask for one supported source: - Hugging Face model ID (`organization/model`) or full model URL. - NVIDIA NGC catalog model URL including its version. …
Read the whole file at its exact version.
How to install
mdr add nvidia/skills/deepstream-import-vision-model@sha256:7fdc7ebd80e03cc6The line at the top of this page pins the label v1.5.2, 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_aidbubxxuccegadz)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between May 28, 2026 and Sep 4, 2026, about one every 49 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.5.2 latest | 2026-09-04 | 6d03410 | 14,565 B | A | view · diff |
| v1.2.2 | 2026-07-14 | de3c292 | 10,320 B | A | view · diff |
| v1.2.1 | 2026-05-28 | 9a53de4 | 10,317 B | A | view |
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 (14565 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_aidbubxxuccegadz GET https://markdownregistry.com/api/v1/resolve?ref=nvidia/skills/deepstream-import-vision-model GET https://markdownregistry.com/api/v1/blob/7fdc7ebd80e03cc64291ac1c9fc2701e9d12579dc31bf17569752c2a62f4639e
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.