3dgs-code-reviewer SKILL.md skillA
3dgs-code-reviewer from jaccen/awesome-gaussian-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jaccen/awesome-gaussian-skills/3dgs-code-reviewer@v3.0.0Pins v3.0.0 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-code-reviewer/SKILL.md- Versions recorded
- 8
- Latest version
- v3.0.0, committed Oct 29, 2026
- First version recorded
- Jul 14, 2026
- Size
- 22,385 bytes
- Repository stars
- 180
- License
- Apache-2.0
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…
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 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) - Review AI/LLM-fused 3DGS code (agent-driven scene editing, world models, VLM feedback loops) - Review differentiable physics simulation code coupled with 3DGS (rigid body, fluid, cloth) - Review large-scale/city-scale 3DGS engineering (block partitioning, LOD, streaming, memory) - Guide migration between INRIA / gsplat / Nerfstudio backends - Review web/mobile deployment code (WebGL, WebGPU, WASM, mobile GPU constraints) …
Read the whole file at its exact version.
How to install
mdr add jaccen/awesome-gaussian-skills/3dgs-code-reviewer@sha256:17b1a9713a60bff6The line at the top of this page pins the label v3.0.0, 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.
[](https://markdownregistry.com/a/art_gzdjjiujqzd4m56x)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 8 versions of this file, between Jul 14, 2026 and Oct 29, 2026, about one every 15 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v3.0.0 latest | 2026-10-29 | f7ab11c | 22,385 B | A | view · diff |
| v2.0.0 | 2026-10-21 | 34d77aa | 12,413 B | A | view · diff |
| v2.0.0 | 2026-09-30 | a33c464 | 11,717 B | A | view · diff |
| v2.0.0 | 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 (22385 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 · 180 stars · license Apache-2.0 · pushed 2026-11-06 · 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/17b1a9713a60bff669016b20e04bb845ebec961355a69e60492f7c59b53f734a
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.