3dgs-code-reviewer skillA
3dgs-code-reviewer is agent-read markdown (skill) from jaccen/awesome-gaussian-skills: Review 3DGS implementation code for correctness, performance bugs, and best practices. Covers CUDA kernels, rendering pipeline, training loop, loss functions. Detects 108+ known bug patterns including compression, forensics, SLAM, feed-forward, and method-specific failure patterns. Use when: reviewing 3DGS/Gaussian Splatting CUDA code, debugging rendering artifacts, optimizing 3DGS training pipelines, checking loss function implementations, 代码审查/3DGS调试/性能优化..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# 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 (108+ known bug patterns)
- Validate loss function implementations
- Check training pipeline correctness
- Suggest performance optimizations
- Debug rendering artifacts by analyzing code
## Review Checklist
### 1. Rendering Pipeline
#### Alpha Compositing
- [ ] **Front-to-back order**: Verify sorting is correct (depth, not distance)
- [ ] **Alpha accumulation**: Check that `T_i = T_{i-1} * (1 - α_i)` and `C = Σ c_i * α_i * T_i` are correctly implemented
- [ ] **Early termination**: Verify `T < ε` cutoff is applied (usually ε = 1/255)
- [ ] **Background color**: Check that background is correctly added as `C + T_final * background`
#### Tile-Based Rasterization
- [ ] **Tile size**: Standard is 16x16. Verify consistent usage.
- [ ] **Gaussian bounds**: Check that projected 2D extent is correctly computed from 3D covariance
…Read the whole file at its exact version.
How to install
mdr add jaccen/awesome-gaussian-skills/3dgs-code-reviewer@v2.0.0mdr add jaccen/awesome-gaussian-skills/3dgs-code-reviewer@sha256:c428f68889df93b6Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_gzdjjiujqzd4m56x)
1 badge views in 30 days
Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.0.0 latest | 2026-09-21 | ccf4a77 | 11,722 B | A | view · diff |
| v2.0.0 | 2026-08-07 | 896e6a8 | 11,522 B | A | view · diff |
| v2.0.0 | 2026-07-23 | 3749223 | 11,712 B | A | view · diff |
| v2.0.0 | 2026-07-14 | b91a581 | 11,462 B | A | view · diff |
| v2.0.0 | 2026-07-14 | a2f8ab8 | 11,462 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (11722 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
jaccen/awesome-gaussian-skills · 157 stars · license Apache-2.0 · pushed 2026-09-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gzdjjiujqzd4m56x GET https://markdownregistry.com/api/v1/resolve?ref=jaccen/awesome-gaussian-skills/3dgs-code-reviewer GET https://markdownregistry.com/api/v1/blob/c428f68889df93b6cae91918ffe3a4b8c9bfc4b326059fb6b71cf0ce0944bedd
Your agent 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.