# Comparison Copy Fairness Scorer MCP for AI Agents MCP

> Comparison Copy Fairness Scorer audits marketing copy and comparison tables for claim verifiability, feature balance, and disparagement risk. It helps you spot legal red flags and ensure your competitive messaging stays balanced.

## Overview
- **Category:** compliance
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_gUdQNpxVi0hoTg2GWxHixExJxsnnw6E04uYqrw1R/mcp
- **Tags:** marketing, compliance, advertising, auditing, fairness, copywriting

## Description

The Comparison Copy Fairness Scorer lets you put your marketing materials through a rigorous audit before they go live. If you're worried about a competitor comparison table looking biased or a bold claim landing you in legal trouble, this MCP handles the heavy lifting. It looks at your copy and identifies where you're using too many "best in class" superlatives without enough supporting data. It also checks the balance of your product features against others to make sure you aren't unfairly highlighting your own strengths while ignoring theirs. You can use it to spot risky language that might trigger a lawsuit or to ensure your comparison charts actually look symmetrical to a human reader. Instead of guessing if your ads are safe, you get a clear breakdown of verifiability and parity. It's a practical way to maintain brand integrity while still being competitive. Because Vinkius makes it so easy to plug this into your existing workflow, you can run these checks on every piece of copy your team produces. It turns a subjective review process into a consistent, data-driven audit. You don't have to worry about a junior copywriter making a mistake that costs the company a fortune in fines. You get a repeatable process for verifying that every claim is substantiated and that your competitive positioning is balanced. It takes the guesswork out of marketing compliance. It allows for a systematic review of every "us vs them" chart, ensuring that your messaging stays within the lines of fair advertising while still hitting your growth targets.

## Tools

### calculate_copy_fairness
Compares two pieces of marketing text to determine how balanced the claims are. Use this for a quick fairness score.

## Prompt Examples

**Prompt:** 
```
Is this ad too mean to my competitor?
```

**Response:** 
```
### Fairness Audit Results

**Risk Level:** High

**Issues Detected:**
* **Disparagement:** The phrase "slow and unreliable" lacks qualifying language and could be flagged as a legal risk.
* **Superlative Density:** High. The phrase "the best on the market" is an unsupported superlative.

**Recommendation:** Soften the language regarding the competitor and add a specific data point to support your own claims.
```

**Prompt:** 
```
Does my comparison table look balanced?
```

**Response:** 
```
### Table Symmetry Check

**Status:** Imbalanced

**Details:**
* **Parity Gap:** 1
* **Symmetry Issue:** The distribution of checkmarks is uneven. Your product lists 5 features while the competitor only lists 4, creating a visual lopsidedness.

**Fix:** Consider adding a relevant feature to the competitor's list or removing a non-essential one from yours to balance the table.
```

**Prompt:** 
```
How many superlatives are in this paragraph?
```

**Response:** 
```
### Superlative Intensity Report

I found the following high-intensity superlatives in your copy:

* **"The fastest"** (Row 1)
* **"The best"** (Row 3)
* **"Industry-leading"** (Row 5)

**Total Count:** 3

**Tip:** Reducing these can make your claims feel more credible and less like hype.
```

## Capabilities

### Verify claim verifiability
It identifies which marketing claims are backed by hard numbers and which rely on unsupported superlatives.

### Calculate feature balance
It measures the gap in feature counts between your product and a competitor to ensure a fair comparison.

### Measure superlative intensity
It counts the frequency of high-intensity words like "fastest" or "best" to keep your copy grounded.

### Validate table symmetry
It checks if your comparison tables have an even distribution of checkmarks and x-marks across all rows.

### Audit disparagement risk
It flags negative statements about competitors that might lack the necessary legal qualifying language.

### Score copy fairness
It provides a single fairness score by comparing two different pieces of marketing text.

## Use Cases

### Ad copy compliance check
A marketing manager asks their agent to check if a new ad is too aggressive toward a competitor. The agent uses audit_disparagement_risk to flag risky phrases.

### SaaS pricing table audit
A product team wants to make sure their new comparison table isn't biased. The agent uses validate_table_symmetry to check for even distribution.

### Feature list parity check
A copywriter wants to know if their product looks significantly better than the competition. The agent uses calculate_feature_balance to find the parity gap.

### Superlative density review
A brand manager wants to tone down a landing page. The agent uses measure_superlative_intensity to find every instance of "the best" or "fastest."

## Benefits

- Reduce legal risk by using audit_disparagement_risk to flag aggressive claims before they reach the public.
- Ensure balanced comparison tables by using validate_table_symmetry to check for even checkmark distribution.
- Quantify your marketing tone with measure_superlative_intensity to avoid sounding like a hype machine.
- Verify your facts quickly with analyze_claim_verifiability to separate hard data from marketing fluff.
- Get a clear fairness score for any copy using calculate_copy_fairness to help with faster sign-offs.
- Maintain brand integrity by using calculate_feature_balance to ensure you aren't unfairly highlighting your own strengths.

## How It Works

The bottom line is you get a clear, data-driven audit of your marketing copy to avoid legal trouble and ensure balanced claims.

1. Provide your marketing copy or a raw list of comparison features to your agent.
2. The agent runs the audit to check for superlative density, symmetry, and disparagement risks.
3. You get a detailed breakdown of fairness scores and specific warnings about risky language.

## Frequently Asked Questions

**Can the Comparison Copy Fairness Scorer find risky words in my ads?**
Yes, it identifies negative claims about competitors that might lack the proper legal qualifiers. It flags specific phrases that could lead to compliance issues.

**How does the Comparison Copy Fairness Scorer check for balance?**
It looks at the number of features you list for your product versus your competitor. It then gives you a score based on whether the comparison is balanced or lopsided.

**Can I use Comparison Copy Fairness Scorer for website comparison tables?**
Yes, it can check if your tables are visually and logically symmetric. It ensures that your checkmarks and x-marks are distributed evenly across the rows.

**Will the Comparison Copy Fairness Scorer help with marketing audits?**
It automates the audit by checking for superlative density and claim verifiability. This helps your team ensure all marketing materials meet your brand standards.

**Does Comparison Copy Fairness Scorer provide a score for my copy?**
Yes, it calculates a fairness score by comparing two pieces of text. This gives you a clear metric to decide if a piece of copy is ready for publication.

**How does Comparison Copy Fairness Scorer handle superlatives?**
It measures the intensity of your language by counting words like "the best" or "fastest." This helps you keep your marketing grounded and credible.

**Can it check if my claims are actually true?**
It checks for verifiability by identifying claims that lack quantified data. It flags superlatives that aren't backed by specific numbers.

**What does the verifiability ratio measure?**
It compares claims supported by specific numbers, dates, or sources against unsupported superlatives like '#1' or 'the best'. Tools available: `calculate_copy_fairness`.

**How is feature balance calculated?**
The `calculate_feature_balance` tool assesses if the number of features highlighted for your product matches those presented for the competitor to prevent intentional skewing.

**Can this tool detect legal risks in advertising?**
Yes, using `audit_disparagement_risk`, the system flags negative statements about competitors that lack qualifying language like 'may' or 'in most cases'.