MCP For Claude Marketplace
Prompt Entropy and Clarity Scorer

Prompt Entropy and Clarity Scorer MCP Connector for Claude

A+

A mathematical diagnostic tool to measure prompt complexity and cognitive load.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner
More Details Connect to Claude

This MCP server provides a suite of mathematical tools to evaluate the linguistic quality of prompts. By analyzing lexical diversity, sentence length, and clause density, it calculates a cognitive load score to estimate how difficult a prompt is for an LLM to process. Use analyze_prompt_metrics to get raw linguistic data, calculate_cognitive_load to determine difficulty tiers, and summarize_prompt_health for a complete diagnostic report.

prompt-engineeringllmmetricslinguisticscognitive-load

3 tools expose this connector's capabilities to your AI agent.

analyze_prompt_metrics

Provides a detailed breakdown of the raw linguistic measurements of a provided text

calculate_cognitive_load

Converts raw linguistic metrics into a single, normalized score representing the difficulty of the prompt

summarize_prompt_health

Provides a high-level diagnostic report that combines raw metrics and the cognitive load score into a human-readable assessment

See how to talk to your AI agent using Prompt Entropy and Clarity Scorer.

Analyze the complexity of this prompt: 'Although the weather was cold, because we were prepared, we enjoyed the hike.'

The prompt has a high clause density due to the use of 'although' and 'because', resulting in a Moderate cognitive load score.

What is the health of this prompt: 'Write a story.'

The prompt is highly optimized with a Low cognitive load score due to its extreme simplicity.

Calculate the load for: 'The quick brown fox jumps over the lazy dog.'

The cognitive load score is Low, with a high lexical diversity for its length.

The score is a normalized metric that combines lexical diversity, sentence length, and clause density to estimate the total processing difficulty for an LLM.

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