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Diagnosis · Code

deepstream-sop

DeepStream SOP Inference Microservice Skill

From NVIDIAgithub.com/NVIDIA/skills ↗Source ↗Apache-2.03,076 repo stars

Examining code for the line that is wrong

Works with
ClaudeChatGPTGeminiClaude CodeCodexCursorCopilotGemini CLI
Setup
One command
Best in a coding tool, where its scripts can run.
Contains
Instructions + 14 scripts
Shell and Python.
Maintained
Last change 2 Oct 2026
On the repository’s main branch.

What it does

When your AI uses it

Use this skill when building, deploying, evaluating, debugging, or measuring latency for the DeepStream SOP Inference Microservice — a…

You don’t need to name it. Ask for the job in your own words — your AI loads the skill when the request matches.

What it can touch

  • Includes 14 scripts

    Your AI can run these when the skill is used — on your computer in a coding tool (which asks first unless you have told it not to), or in the AI’s own sandbox in Claude and ChatGPT.

    How we know

    Found in the skill’s folder: references/copy_sources_reference.sh, references/ddm_net_reference.py, references/export_ddm_to_tensorrt_reference.py, references/ext_pb2_reference.py….

  • Its code sends data over the internet

    A script in it uploads or posts data. That is normal for a skill that talks to a service — check that the address is the service you expect.

    How we know

    references/README_reference.md line 78 (and 3 more in that file): “FILE_ID=$(curl -s -X POST http://localhost:8300/v1/files -F "file=@test_video.mp4" -F "purpose=inference" | python3 -c "import sys,json; …”. Read 2026-10-04, commit 0e0d506.

    references/README_reference.md, line 78 ↗
  • Asks for administrator rights

    Some of its commands use sudo or "run as administrator". Those can change anything on your computer.

    How we know

    Seen in its code. Read 2026-10-04, commit 0e0d506.

  • 4 smaller things worth knowing

    Contains a very long single line of code that is hard to review; Contains commands that delete or overwrite. Usually legitimate — listed so nothing is hidden.

    How we know

    Contains a very long single line of code that is hard to review — references/nv_pb2_reference.py line 18; Contains commands that delete or overwrite — references/skill_08_basler_camera.md line 119; Contains commands that delete or overwrite — references/skill_09_docker_build_deploy.md line 71; Contains commands that delete or overwrite — references/skill_18_rtsp_streaming_output.md line 433. Read 2026-10-04, commit 0e0d506.

    references/nv_pb2_reference.py, line 18 ↗references/skill_08_basler_camera.md, line 119 ↗references/skill_09_docker_build_deploy.md, line 71 ↗references/skill_18_rtsp_streaming_output.md, line 433 ↗
  • No serious risk pattern found

    Launch7’s automated check read all 58 text files in this skill and matched none of its serious risk patterns. This is not a guarantee: a check like this can miss new or disguised tricks, and the author can change the files after the check.

    How we know

    Read 2026-10-04, commit 0e0d506 by pipeline/trust/analyze.py — 40+ patterns for hidden text, prompt injection, downloads that run, credential access and more. It reads; it never runs the skill.

  • Recently maintained

    Its repository has had changes recently.

    How we know

    Last push to NVIDIA/skills: 2026-10-02 (2 days before the scan).

Read automatically from the skill’s own files on GitHub on 4 Oct 2026. Launch7 does not run or manually review skills: this lists what the check saw, and nothing here means “safe”. How we check

Add it to your AI

Partly. Upload it in Claude’s settings — the instructions work; the scripts need the full folder.

  1. Built in your browser from the SKILL.md on GitHub — nothing passes through Launch7.

  2. In Claude, open Customize → Skills, press +, then Create skill → Upload a skill, and choose the .zip.

  3. Make sure code execution is switched on (Settings → Capabilities). Skills need it.

  4. Start a new chat and ask for the job in your own words — Claude picks the skill up when it fits.

This skill ships 14 scripts beside its instructions. The download here is the SKILL.md alone — enough for the instructions, not for the parts that run code. Use the command route, or take the full folder from the repository.

How Claude does this: support.claude.com · checked 28 Sep 2026 · “Supported” means documented by the vendor; Launch7 has not run it end to end

  • accelerated-computing-cudf

    Official NVIDIA-authored guidance for NVIDIA cuDF GPU DataFrames, pandas acceleration, dask-cuDF, ETL, joins, groupby, CSV/Parquet I/O, nullable…

    From NVIDIAIncludes 23 scripts
  • deepstream-generate-pipeline

    Build DeepStream GStreamer pipelines interactively.

    From NVIDIAIncludes 8 scripts
  • deepstream-import-vision-model

    When this skill is active, read the relevant reference document before starting each phase.

    From NVIDIAIncludes 34 scripts
  • deepstream-profile-pipeline

    Profile a DeepStream pipeline with Nsight Systems and derive its configs from the measurement.

    From NVIDIAIncludes 3 scripts
  • dynamo-interconnect-check

    After dynamo-recipe-runner deploys a disagg or multi-node recipe.

    From NVIDIAIncludes 1 script