3dgs-articulated-reasoner SKILL.md skillA

3dgs-articulated-reasoner 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-articulated-reasoner@v0.2.0

Pins v0.2.0 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-articulated-reasoner/SKILL.md
Versions recorded
6
Latest version
v0.2.0, committed Oct 21, 2026
First version recorded
Jun 28, 2026
Size
10,397 bytes
Repository stars
180
License
Apache-2.0

'3DGS Articulated Object Reasoning & Digital Twin Agent. Reason about articulated objects in 3DGS scenes:.

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 Articulated Reasoner

Reason about articulated objects within 3DGS scenes: extract part structure, infer kinematics, build interactive digital twins.

## Capabilities

1. **Part Structure Extraction**: Given a 3DGS scene containing articulated objects (furniture, vehicles, tools), identify part boundaries and segment Gaussians into movable/ fixed groups.
2. **Kinematic Inference**: Estimate joint types (revolute, prismatic, fixed) and axes from multi-view observation or user specification. Output URDF-compatible kinematic tree.
3. **Part-Aware Compositing**: Apply part-aware alpha-compositing that penalizes inter-part penetration at boundaries (inspired by Innovation I-01 in the knowledge base).
4. **Digital Twin Generation**: Produce an interactable digital twin where Agent commands (open, rotate, slide) drive real-time Gaussian deformation.
5. **Simulation-Ready Export**: Export articulated 3DGS scenes to simulation frameworks (MuJoCo, Isaac Sim) with preserved visual fidelity.

## Instructions

### Step 1: Scene Analysis

When the user provides a 3DGS scene or asks about articulated objects:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jaccen/awesome-gaussian-skills/3dgs-articulated-reasoner@sha256:739fbf8e80b5878f

The line at the top of this page pins the label v0.2.0, 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_6ug5xnihbydwq5y2.svg)](https://markdownregistry.com/a/art_6ug5xnihbydwq5y2)

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

Versions

The registry has recorded 6 versions of this file, between Jun 28, 2026 and Oct 21, 2026, about one every 23 days.

versioncommittedcommitsizeaudit
v0.2.0 latest2026-10-21 34d77aa 10,397 BA view · diff
v0.2.02026-08-07 896e6a8 10,390 BA view · diff
v0.2.02026-07-23 aa2f448 9,997 BA view · diff
v0.2.02026-07-14 a2f8ab8 9,048 BA view · diff
v0.2.02026-07-09 c71345c 8,560 BA view · diff
v0.2.02026-06-28 e8cf4a0 8,608 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 (10397 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_6ug5xnihbydwq5y2
GET https://markdownregistry.com/api/v1/resolve?ref=jaccen/awesome-gaussian-skills/3dgs-articulated-reasoner
GET https://markdownregistry.com/api/v1/blob/739fbf8e80b5878f0c45c5d1aa890fffa24f7e3ee0cc3cf4abd28a20483f4802

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.

More from jaccen/awesome-gaussian-skills

CLAUDE.md CLAUDE.md file
jaccen/awesome-gaussian-skills · CLAUDE.md · 3D Spatial Intelligence Open-Source Toolbox for 3D Gaussian Splatting Research. 1066 methods knowledge base, 18…
v0.9.14 · audit A · 180 stars
awesome-gaussian-skills SKILL.md skill
jaccen/awesome-gaussian-skills · agent-router/SKILL.md · 'Umbrella router for the Awesome-Gaussian-Skills toolkit (github.com/jaccen/Awesome-Gaussian-Skills):
git:20261102.eca941f · audit A · 180 stars
3dgs-code-reviewer SKILL.md skill
jaccen/awesome-gaussian-skills · skills/3dgs-code-reviewer/SKILL.md · Review and author 3DGS implementation code for correctness, performance, and best practices. Covers CUDA kernels…
v3.0.0 · audit A · 180 stars
3dgs-compression-deploy SKILL.md skill
jaccen/awesome-gaussian-skills · skills/3dgs-compression-deploy/SKILL.md · '3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning…
v1.1.1 · audit A · 180 stars
3dgs-engineering-guide SKILL.md skill
jaccen/awesome-gaussian-skills · skills/3dgs-engineering-guide/SKILL.md · 'Guide for deploying 3DGS from research to production: 10 industry verticals, engineering stack, GIS
v2.0.0 · audit A · 180 stars
3dgs-experiment-planner SKILL.md skill
jaccen/awesome-gaussian-skills · skills/3dgs-experiment-planner/SKILL.md · 'Design rigorous experiments for 3DGS research papers. Recommends datasets, baselines, metrics, ablation
v1.7.0 · audit A · 180 stars
3dgs-mcp-renderer SKILL.md skill
jaccen/awesome-gaussian-skills · skills/3dgs-mcp-renderer/SKILL.md · 'MCP protocol integration with 3DGS rendering pipeline: Agent-controlled Three.js/WebGPU rendering,
v1.1.0 · audit A · 180 stars
3dgs-method-compare SKILL.md skill
jaccen/awesome-gaussian-skills · skills/3dgs-method-compare/SKILL.md · 'Compare 3D Gaussian Splatting variants across 11 dimensions. Built-in knowledge of 1066 methods across
v3.0.0 · audit A · 180 stars
3dgs-paper-reader SKILL.md skill
jaccen/awesome-gaussian-skills · skills/3dgs-paper-reader/SKILL.md · 'Read and summarize 3DGS research papers. Extracts method architecture, innovations, experimental results
v1.5.0 · audit A · 180 stars
3dgs-spatial-agent SKILL.md skill
jaccen/awesome-gaussian-skills · skills/3dgs-spatial-agent/SKILL.md · '3DGS/CAD/Mesh domain-specific spatial intelligence agent: scene-level reasoning, CAD-in-the-loop parametric
v0.7.1 · audit A · 180 stars
3dgs-training-debugger SKILL.md skill
jaccen/awesome-gaussian-skills · skills/3dgs-training-debugger/SKILL.md · 'Diagnose and fix 3DGS training-time failures: NaN losses, OOM crashes, divergent optimization, floater
v1.0.0 · audit A · 180 stars
3dgs-visualizer SKILL.md skill
jaccen/awesome-gaussian-skills · skills/3dgs-visualizer/SKILL.md · 'Generate publication-quality visualizations for 3DGS research: radar charts, comparison tables, method
v1.5.0 · audit A · 180 stars

Every file in jaccen/awesome-gaussian-skills

Browse by kind, by grade A, or by owner.