How does the 5-expert panel evaluation work?

The skill simulates five specialized AI perspectives—Data Architect, Performance Engineer, Integrity Guardian, Evolution Strategist, and Operations Specialist—to ensure no aspect of the design is overlooked.

Does it provide actionable code changes?

It provides a prioritized list of recommendations with concrete examples and rationales, which you can immediately use to refactor your schema within Claude Code.

Can this skill help with database migration planning?

Yes, it includes a specific 'Evolution Strategist' perspective that evaluates the ease of additive changes and the risks associated with breaking schema updates.

What types of databases does the Evaluate Schema skill support?

The skill is technology-agnostic and can analyze SQL DDL, NoSQL structures, or general data model descriptions for any database including PostgreSQL, MySQL, and MongoDB.

Database Schema Evaluator

Name: Database Schema Evaluator
Author: Agentient

byAgentient

0•

Database Management

Analyzes database schemas using a multi-perspective expert panel to identify performance bottlenecks, normalization issues, and maintenance risks.

The Database Schema Evaluator uses an advanced 5-expert reasoning panel to conduct deep-dive audits of database designs and DDL files. By simulating perspectives from Data Architects, Performance Engineers, Integrity Guardians, Evolution Strategists, and Operations Specialists, the skill provides a holistic assessment of your data model. It identifies critical issues in normalization, indexing, and referential integrity while offering a prioritized roadmap for improvements, making it an essential tool during the design phase or before major migrations.

Key Features

01Prioritized recommendations with effort and impact assessments

02Simulated 5-member expert panel for multi-dimensional analysis

03Detection of normalization, indexing, and data integrity issues

04Comprehensive scoring across 20+ architectural dimensions

05Scalability and performance bottleneck forecasting

060 GitHub stars

Use Cases

01Assessing migration risks and extensibility for rapidly growing applications

02Reviewing SQL or NoSQL schema designs for best practices before implementation

03Auditing legacy databases for normalization and performance optimization

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add agentient/vibekit evaluate-schema

For use in Claude.ai and ChatGPT

Download Skill