Engineering cycle: 104-pattern code review, 60+ runtime training failure debugging (OOM/NaN/divergence), compression & streaming deployment, publication-quality charts, research-to-production guide
Plugin gaussian-engineering from marketplace awesome-gaussian-skills in jaccen/Awesome-Gaussian-Skills. Commands read from the repo's manifest — today.
awesome-gaussian-skillsUmbrella router for the Awesome-Gaussian-Skills toolkit (github.com/jaccen/Awesome-Gaussian-Skills):
3dgs-articulated-reasoner3DGS Articulated Object Reasoning & Digital Twin Agent. Reason about articulated objects in 3DGS scenes:
3dgs-code-reviewerReview and author 3DGS implementation code for correctness, performance, and best practices. Covers CUDA kernels, rendering pipeline, training loop, loss functions, gsplat/Nerfstudio migration, large-scale engineering, AI/LLM fusion, differentiable physics, web/mobile deployment, and general graphic
3dgs-compression-deploy3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian),
3dgs-engineering-guideGuide for deploying 3DGS from research to production: 10 industry verticals, engineering stack, GIS
3dgs-experiment-plannerDesign rigorous experiments for 3DGS research papers. Recommends datasets, baselines, metrics, ablation
3dgs-mcp-rendererMCP protocol integration with 3DGS rendering pipeline: Agent-controlled Three.js/WebGPU rendering,
3dgs-method-compareCompare 3D Gaussian Splatting variants across 11 dimensions. Built-in knowledge of 1066 methods across
3dgs-paper-readerRead and summarize 3DGS research papers. Extracts method architecture, innovations, experimental results
3dgs-spatial-agent3DGS/CAD/Mesh domain-specific spatial intelligence agent: scene-level reasoning, CAD-in-the-loop parametric
3dgs-training-debuggerDiagnose and fix 3DGS training-time failures: NaN losses, OOM crashes, divergent optimization, floater
3dgs-visualizerGenerate publication-quality visualizations for 3DGS research: radar charts, comparison tables, method
cad-mesh-3dgsBridge CAD, Mesh, and 3DGS representations via the SLAT unified encode-decode framework. Covers mesh↔3DGS
cg-paper-writingAcademic paper writing for 3D vision, computer graphics, CAD, and 3D understanding. Covers NeRF, 3DGS, SLAM, point cloud, 3D shape, CAD modeling. Supports CVPR/ICCV/ECCV/SIGGRAPH venues and Chinese core journals (17 journal-specific format specs). Multi-agent adversarial review, citation integrity g
nerf-to-3dgs-migratorMigrate NeRF-based methods to 3DGS via the SLAT unified encode-decode framework. Analyzes component
ontologyBuild and reason over ontologies & structured knowledge representations for 3D/spatial domains: ontology-grounded
patent-software-ipGenerate CN patent docs (claims, specification, abstract) and software copyright materials from AI/big-data
research-expert-teamEvidence-led research assistance for 3DGS, spatial intelligence and agent papers: evaluate an idea,
super-agentDesign, orchestrate, and debug super agents & multi-agent LLM systems: architecture patterns (router,
Cross-domain bridges: CAD/Mesh-3DGS conversion, spatial intelligence agent, articulated object reasoning, NeRF-to-3DGS migration, patent/IP documentation, MCP-driven 3DGS rendering and sculpting, ontology-grounded scene representation, super-agent & multi-agent orchestration
19 skills
Research cycle: read 3DGS papers, compare methods across 11 dimensions, plan CVPR/ICCV/SIGGRAPH experiments, write and review papers with the 955-method knowledge base, and run the nine-role research expert team (idea evaluation, innovation mining, simulated review, polishing, AIGC-trace hygiene, venue compliance, experiment design & analysis)
19 skills
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