3dgs-experiment-plannerDesign rigorous experiments for 3DGS research papers. Recommends datasets, baselines, metrics, ablation matrices. Targets CVPR/ICCV/ECCV/SIGGRAPH/TVCG.
Install via ClawdBot CLI:
clawdbot install jaccen/3dgs-experiment-plannerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
Eval (Calls external URL not in known-safe list
https://github.com/jaccen/Awesome-Gaussian-SkillsAI Analysis
The skill definition contains a reference to an external GitHub repository (https://github.com/jaccen/Awesome-Gaussian-Skills) and a mention of 'Eval ()' in the rule-based signals, but there is no evidence of actual data exfiltration, credential harvesting, or hidden instructions that override user intent. The external URL appears to be a legitimate research resource, and the 'Eval' signal is likely a false positive from a code snippet or comment, not an active execution risk. The skill's purpose is consistent with experiment design for 3DGS research, and no user data is sent to unauthorized servers.
Audited May 10, 2026 · audit v1.0
Generated Jul 19, 2026
A researcher developing a new 3D Gaussian Splatting method uses the planner to design comprehensive experiments, including dataset selection, baseline comparisons, and ablation studies to meet top-venue standards.
When a paper receives a reviewer request for additional experiments, the planner helps authors quickly identify missing baselines or ablation studies, suggests appropriate datasets, and designs follow-up experiments to address concerns.
A company developing 3DGS-based products uses the planner to benchmark their method against state-of-the-art baselines on standard and specialized datasets for performance validation.
A PhD student planning their thesis in 3D reconstruction uses the planner to outline a thorough experimental plan, ensuring all necessary comparisons and evaluations are included from the start.
A team submitting to a CVPR workshop on 3DGS uses the planner to tailor experiments to the workshop theme, selecting specialized datasets and baselines that highlight the novelty of their approach.
Offer a free tier with basic experiment planning (standard datasets and baselines) and a premium subscription with advanced features like specialized benchmarks, automated figure planning, and reviewer response templates.
Sell site licenses to corporate R&D departments in computer vision or graphics companies, providing integration with internal version control and CI/CD pipelines for experiment tracking.
Offer one-on-one consulting to help authors design experiments and respond to reviewer comments, leveraging the planner as a tool to generate recommendations.
💬 Integration Tip
Integrate with reference management tools like Zotero or Mendeley to automatically pull paper details for baseline selection, and with experiment tracking platforms like Weights & Biases to log planned vs. executed experiments.
Scored Jul 20, 2026
Use this skill when users need to search academic papers, download research documents, extract citations, or gather scholarly information. Triggers include: requests to "find papers on", "search research about", "download academic articles", "get citations for", or any request involving academic databases like arXiv, PubMed, Semantic Scholar, or Google Scholar. Also use for literature reviews, bibliography generation, and research discovery. Requires OpenClawCLI installation from clawhub.ai.
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