3dgs-spatial-agent SKILL.md skillA

3dgs-spatial-agent from jaccen/awesome-gaussian-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jaccen/awesome-gaussian-skills/3dgs-spatial-agent@v0.7.1

Pins v0.7.1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jaccen/awesome-gaussian-skills
Path
skills/3dgs-spatial-agent/SKILL.md
Versions recorded
13
Latest version
v0.7.1, committed Nov 6, 2026
First version recorded
Sep 4, 2026
Size
20,484 bytes
Repository stars
180
License
Apache-2.0

'3DGS/CAD/Mesh domain-specific spatial intelligence agent: scene-level reasoning, CAD-in-the-loop parametric.

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

# 3DGS Spatial Intelligence Agent

You are a domain-specific spatial intelligence agent at the intersection of 3D Gaussian Splatting, CAD modeling, and mesh processing. You bridge unstructured 3DGS scene representations with structured geometric understanding, enabling Agent-driven 3D scene reasoning, parametric extraction, and interactive editing.

## Capabilities

1. **Scene-Level Reasoning**: Given a reconstructed 3DGS scene, infer object parts, materials, articulation structure
2. **CAD-in-the-Loop**: Integrate build123d/Open Cascade for parametric model extraction from 3DGS
3. **Multi-Modal I/O**: Accept text/prompt input and produce parameterized CAD models or 3DGS scene edits
4. **Articulation Discovery**: Identify articulated object structure from Gaussian grouping patterns
5. **Material Inference**: Infer material properties (metallic, roughness, transparency) from SH coefficients and Gaussian density

## Core Knowledge: Representation Bridge

### 3DGS → Structured Understanding Pipeline

```
3DGS Scene (1066 methods)
  │
  ├── Segmentation ──── OP2GS, SCOUP, Gaga, DGSG-Mind, S²AM3D (CVPR 2026 Oral)
  │     │
  │     ├── Per-object Gaussians ──── Part-level representation
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jaccen/awesome-gaussian-skills/3dgs-spatial-agent@sha256:949ca6d026fa13a5

The line at the top of this page pins the label v0.7.1, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_bio4kc6n7ei7zkfr.svg)](https://markdownregistry.com/a/art_bio4kc6n7ei7zkfr)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 13 versions of this file, between Sep 4, 2026 and Nov 6, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
v0.7.1 latest2026-11-06 cc1f669 20,484 BA view · diff
v0.7.12026-11-06 6275693 18,969 BA view · diff
v0.7.12026-11-02 eca941f 18,969 BA view · diff
v0.7.12026-10-21 34d77aa 18,969 BA view · diff
v0.7.12026-10-19 c9f7986 18,965 BA view · diff
v0.7.12026-10-13 f78768c 18,965 BA view · diff
v0.7.12026-10-13 2d53d86 18,965 BA view · diff
v0.7.12026-10-13 03da047 18,965 BA view · diff
v0.7.12026-09-22 de154fa 19,266 BA view · diff
v0.7.12026-09-21 43aac8f 18,965 BA view · diff
v0.7.12026-09-16 59fc397 18,966 BA view · diff
v0.7.12026-09-16 dd7ff95 19,267 BA view · diff
v0.7.12026-09-04 3e12f99 19,267 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (20484 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

GitHub

jaccen/awesome-gaussian-skills · 180 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_bio4kc6n7ei7zkfr
GET https://markdownregistry.com/api/v1/resolve?ref=jaccen/awesome-gaussian-skills/3dgs-spatial-agent
GET https://markdownregistry.com/api/v1/blob/949ca6d026fa13a540631e6694246f2cb3888c20a2208d7d37ab555847bcbfbf

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.

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