Vera AI Structured Analyzing

Quality score: 70/100 · Category: Engineering · Sub-category: testing

Server-side extension that completes the full analysis pipeline for structured/tabular data after vera-ai-structured-testing has run. Adds SVM, Random Forest, XGBoost, LightGBM, CatBoost classifiers/regressors with missing value imputation, encoding, and scaling, subgroup analysis by metadata variables, deep learning models (MLP, TabNet with optional hyperparameter search), stacking ensemble with meta-learner, cross-method comparison with unified feature importance on a 0-100 scale, and manuscript-ready methods.md and results.md. Supports BOTH classification (F1/AUC) AND regression (RMSE/R2/MAE). Applies output variation and code style diversity for natural, non-repetitive output. Open-source skill. Triggered after vera-ai-structured-testing completes, or direct API call with a structured data task.

What this skill does

Vera AI Structured Analyzing is a production-ready Claude Code skill (quality score 70/100) in the testing sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/vera-ai-structured-analyzing/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Vera AI Structured Analyzing skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/vera-ai-structured-analyzing
curl -L https://claudskills.com/skills/vera-ai-structured-analyzing/SKILL.md \
  -o ~/.claude/skills/vera-ai-structured-analyzing/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/vera-ai-structured-analyzing/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/vera-ai-structured-analyzing/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\vera-ai-structured-analyzing\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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Part of ClaudSkills — the open registry for Claude Code skills. · What's New · Install guide · About · llms.txt

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