multi-gmsl-3d-reconstruction

multi-gmsl-3d-reconstruction is a skill for Claude Code, Codex from Seeed-Projects/Seeed-Jetson-DevelopTool. It costs 71 tokens per session (2,082 once invoked), scanned B, original, MIT.

A setup guide for running YOLO11 object detection and VGGT 3D reconstruction with up to eight GMSL cameras on an NVIDIA Jetson AGX Orin. GMSL is a camera connection system; the guide requires JetPack 6.2 and CUDA 12.6.

In plain words
What is it for?
Use it to build a real-time multi-camera detection and 3D-reconstruction system on the specified Jetson hardware and carrier boards.
Why use it?
It provides a staged process for checking the hardware and software, configuring the cameras, and stopping when required conditions fail.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to build a real-time multi-camera detection and 3D-reconstruction system on the specified Jetson hardware and carrier boards.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/seeed-projects/seeed-jetson-developtool/multi-gmsl-3d-reconstruction
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.

Any agent
npx skills add Seeed-Projects/Seeed-Jetson-DevelopTool --skill multi-gmsl-3d-reconstruction
Clone the repo
git clone --depth 1 https://github.com/Seeed-Projects/Seeed-Jetson-DevelopTool

Made for: Claude Code, Codex.

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 multi-gmsl-3d-reconstruction

README.md
[![agentmods](https://agentmods.dev/badge/skills/seeed-projects/seeed-jetson-developtool/multi-gmsl-3d-reconstruction/github.svg)](https://agentmods.dev/skills/seeed-projects/seeed-jetson-developtool/multi-gmsl-3d-reconstruction)
Your own site
<a href="https://agentmods.dev/skills/seeed-projects/seeed-jetson-developtool/multi-gmsl-3d-reconstruction"><img src="https://agentmods.dev/badge/skills/seeed-projects/seeed-jetson-developtool/multi-gmsl-3d-reconstruction/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 multi-gmsl-3d-reconstruction

Your own site · 80×15
<a href="https://agentmods.dev/skills/seeed-projects/seeed-jetson-developtool/multi-gmsl-3d-reconstruction"><img src="https://agentmods.dev/badge/skills/seeed-projects/seeed-jetson-developtool/multi-gmsl-3d-reconstruction.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 71 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,082 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 2 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 11 findings, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Privilege Escalation · line 72
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Privilege Escalation · line 78
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Privilege Escalation · line 93
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Privilege Escalation · line 94
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Privilege Escalation · line 95
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Privilege Escalation · line 101
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Privilege Escalation · line 103
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Privilege Escalation · line 116
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Privilege Escalation · line 117
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Privilege Escalation · line 92
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Rogue Agent · line 94
    Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.
    Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
How audits are shown
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 $0.00071 $0.02082
Opus 5 $0.00036 $0.01041
Sonnet 5 $0.00014 $0.00416
Haiku 4.5 $0.00007 $0.00208

Measured 9d ago against content hash 67ee9cee8262, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade B, and why

multi-gmsl-3d-reconstruction scanned grade B with 2 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 9d 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.

Asks for rootmediumPrivilege escalation

A mod that escalates privileges can change anything on the machine, not only the project.

sudo cp media-setup.sh /usr/local/bin/media-setup.sh

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

wget -P models/ https://github.com/ultralytics/assets/releases/download/v8.3.0/yolo11n.pt
seeed_jetson_develop/skills/openclaw/multi-gmsl-3d-reconstruction/SKILL.md · 188 lines

How it starts

The opening of the file, as written. The whole thing — 188 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Multi-GMSL Cameras for Real-Time Object Detection and 3D Reconstruction


Execution model

Run one phase at a time. After each phase:

  • Relay all command output to the user.
  • If output contains [STOP] → stop immediately, consult the failure decision tree below.
  • If output ends with [OK] → tell the user "Phase N complete" and proceed to the next phase.

Prerequisites

Requirement Minimum
Hardware NVIDIA Jetson AGX Orin 32GB/64GB + reServer Industrial J501 + J501-GMSL extension board
Cameras GMSL cameras (up to 8 supported)
JetPack 6.2 (with GMSL expansion board support)
CUDA 12.6
Internet Required for package and model downloads

Phase 1 — Preflight

Verify JetPack version, CUDA, and connected cameras.

cat /etc/nv_tegra_release
nvcc --version
ls /dev/video*

Expected: R36.x (JP6.2), CUDA 12.6, video devices listed. [OK] when all pass. [STOP] if JetPack < 6.2 or no video devices.


Phase 2 — Configure GMSL cameras

Create the media-ctl configuration script:

cat > media-setup.sh << 'EOF'
#!/bin/bash
# Set Serializer & Deserializer Formats
media-ctl -d /dev/media0 --set-v4l2 '"ser_0_ch_0":1[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"ser_1_ch_1":1[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"ser_2_ch_2":1[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"ser_3_ch_3":1[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"ser_4_ch_0":1[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"ser_5_ch_1":1[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"ser_6_ch_2":1[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"ser_7_ch_3":1[fmt:YUYV8_1X16/1920x1536]'

media-ctl -d /dev/media0 --set-v4l2 '"des_0_ch_0":0[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"des_0_ch_1":0[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"des_0_ch_2":0[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"des_0_ch_3":0[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"des_1_ch_0":0[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"des_1_ch_1":0[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"des_1_ch_2":0[fmt:YUYV8_1X16/1920x1536]'
media-ctl -d /dev/media0 --set-v4l2 '"des_1_ch_3":0[fmt:YUYV8_1X16/1920x1536]'
EOF
chmod +x media-setup.sh
sudo cp media-setup.sh /usr/local/bin/media-setup.sh

Read the full file on GitHub · 188 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 9d ago First seen · 188 lines · 71 tokens per session scan B 67ee9cee8262

Subscribe to this mod's changes

multi-gmsl-3d-reconstruction is a skill published in the GitHub repository Seeed-Projects/Seeed-Jetson-DevelopTool (54 stars, last pushed yesterday), licensed MIT. It adds 71 tokens to every session and 2,082 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it B with 2 findings (asks for root, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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