model-comparison

model-comparison is a Physics, mathematics & simulation skill for AI agents, published by aliyun in the qwen-dianjin repository on GitHub. Skillspace rates model-comparison D (65/100) and it passed the safety scan; the rating is based on static analysis only.

【多模型效果对比】当用户需要"对比算法"、"多模型对比"、"XGB和LR对比"、"三种算法都试试"、"哪个算法好"、"都跑一下对比看看"、"自动调参后对比"、"公平对比"时使用。基于同一份数据切分，横向运行 XGBoost / LR评分卡 / DNN 等多种算法，补齐 Brier/BCR/真实 PSI 等多维指标，做 DeLong 显著性、样本一致性、特征重叠分析，并产出 **Pareto 前沿候选集 + 客观事实清单**（不做主观加权评分、不做门禁淘汰），最终推荐交由 LLM 基于事实与业务背景推理得出。输出多算法叠加 ROC/KS/Lift 曲线。**公平对比推荐的调用顺序**：xgb-tuning → lr-tuning → dnn-tuning → model-comparison。前提条件：需要已有数据集。

Grade
D
Quality
65 / 100
Safety
Passed
GitHub stars
612

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

View source on GitHubaliyun/qwen-dianjin

Our review

Architecture
94 / 100
Maturity
Basic: a single SKILL.md
Security scan
No issues found
License
Not declared. Check the repository before reusing it.

Not checked yet

  • Category is a classifier prediction; no model has read this skill yet
  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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