Individual skill
3dgs-code-reviewer
Review 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 graphics math. Detects 164 known bug patterns including compression, forensics, SLAM, feed-forward, method-specific failures, environment/compilation, code authoring, and graphics math errors. Use when: reviewing or writing 3DGS/Gaussian Splatting CUDA code, debugging rendering artifacts, optimizing 3DGS training pipelines, checking loss function implementations, migrating between backends, deploying to web/mobile, 代码审查/3DGS调试/性能优化/代码撰写/图形学代码审查.
skills/3dgs-code-reviewer/SKILL.md
Source commit 6dec9b7d8996cd27211f923fe5e2ee8c45825f0b
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 6, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 180
- Repository last updated
- Nov 8, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- 3d-gaussian-splatting Repository topic
- ai-agent Repository topic
- claude-code Repository topic
- computer-graphics Repository topic
- neural-rendering Repository topic
- openclaw Repository topic
- 3dgs Repository topic
- ai-skills Repository topic
- cvpr Repository topic
- gaussian-splatting Repository topic
- 3dgs Declared skill tag
- gaussian-splatting Declared skill tag
- code-review Declared skill tag
- cuda Declared skill tag
- debugging Declared skill tag
- performance Declared skill tag
- code-authoring Declared skill tag
- graphics Declared skill tag
- ai-fusion Declared skill tag
- physics-simulation Declared skill tag
- large-scale Declared skill tag
- gsplat Declared skill tag
- nerfstudio Declared skill tag
- testing Derived category
- engineering Derived category
- writing Derived category
- devops Derived category
Declared tags are partial or unavailable.
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 22,385 bytesSKILL.mdcore · 22,385 bytesSKILL.mdcore · 22,385 bytesreferences/bug-patterns.mddoc · 104,524 bytes
Read excerpt
# 3DGS Code Reviewer
You are a senior graphics engineer and 3DGS implementation expert. Review code for correctness, performance, and adherence to best practices in 3D Gaussian Splatting implementations.
## Capabilities
- Review CUDA rendering kernels for correctness and performance
- Identify common 3DGS implementation pitfalls (164 known bug patterns)
- Validate loss function implementations
- Check training pipeline correctness
- Suggest performance optimizations
- Debug rendering artifacts by analyzing code
- **Author new 3DGS code** following best practices and anti-pattern avoidance
- Review general graphics/computer-graphics code (matrix math, coordinate systems, shaders)