multi-model-evaluate

Dispatches prompts to multiple AI models and synthesizes consensus, disagreements, and unique insights.

Updated Mar 1, 2026
One-click install
npx skills add https://github.com/corymhall/toolkit --skill multi-model-evaluate
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: multi-model-evaluate
Source: https://github.com/corymhall/toolkit/tree/main/general/skills/multi-model-evaluate
Command: npx skills add https://github.com/corymhall/toolkit --skill multi-model-evaluate

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill streamlines the process of gathering diverse AI perspectives on a single piece of content or a specific question, eliminating the need for manual parallel sessions and synthesis.

Core Features & Use Cases

  • Parallel AI Evaluation: Dispatches the same prompt to multiple AI models simultaneously.
  • Consensus & Disagreement Synthesis: Analyzes responses to highlight areas of agreement, disagreement, and unique insights.
  • Use Case: Evaluate a complex design document by sending it to Claude, Gemini, and your primary model, then receive a synthesized report detailing where they agree, disagree, and what novel points each raised.

Quick Start

Use the multi-model-evaluate skill to evaluate the attached document 'design-spec.md' by asking 'What are the main risks?'.

Frequently Asked Questions about multi-model-evaluate

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I evaluate a document with multiple AI models at the same time?

To evaluate a document with multiple AI models simultaneously, this Skill dispatches your prompt and content to concurrent model CLIs like Claude and Gemini, synthesizing their responses into a report highlighting consensus, disagreements, and unique insights.

What is the best way to compare AI model perspectives on a single piece of content?

Comparing AI model perspectives is best handled by dispatching the same prompt to multiple models concurrently and synthesizing the responses to identify areas of agreement, disagreement, and novel points raised by each model.

Do I need specific AI model CLIs installed to run a multi-model evaluation?

Yes, you need available model CLIs like Claude or Gemini, or direct execution for your primary model, to run a multi-model evaluation and dispatch prompts concurrently.

Can I use a URL or file path as input for parallel AI comparison?

Yes, you can use a file path, pasted text, URL, or bead ID as input for parallel AI comparison, allowing you to easily pass document content to multiple models for evaluation.

What limitations exist when synthesizing responses from different AI models?

A key limitation is the dependency on having specific model CLIs available; without direct execution access or installed CLIs like Claude and Gemini, the parallel AI evaluation and synthesis process cannot run.