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Glama
sharozdawa

ai-visibility-mcp

by sharozdawa

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": true
}

Tools

Functions exposed to the LLM to take actions

NameDescription
check_brand_visibilityA

Check a brand's visibility across AI platforms (ChatGPT, Perplexity, Claude, Gemini). Simulates realistic queries and analyzes mention rates, positions, sentiment, and competitor landscape.

check_single_queryA

Check if a brand is mentioned for a specific query on a specific AI platform. Returns mention status, position, context snippet, sentiment, and competitor mentions.

get_visibility_scoreA

Calculate an overall AI visibility score (0-100) for a brand across all four AI platforms. Includes per-platform breakdowns and improvement recommendations.

compare_brandsA

Compare the AI visibility of multiple brands side by side. Shows per-platform scores, overall rankings, and relative strengths.

get_recommendationsB

Get actionable recommendations to improve a brand's AI visibility. Prioritized suggestions based on current score and industry best practices.

list_platformsA

List all supported AI platforms with details about how each sources and presents brand information.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A3.9/5.0

Scored across 6 tools

Disambiguation5/5

Each tool has a clearly distinct purpose: overall visibility analysis, single query check, brand comparison, recommendations, scoring, and platform listing. No overlap in functionality.

Naming Consistency5/5

All tools follow a consistent verb_noun pattern in snake_case (e.g., check_brand_visibility, list_platforms), with no deviations or mixed conventions.

Tool Count5/5

With 6 tools, the server is well-scoped for AI visibility monitoring. Each tool addresses a necessary aspect without redundancy or bloat.

Completeness4/5

The tool set covers core use cases like checking visibility, comparing brands, and getting recommendations. Minor gaps exist (e.g., no historical trend tracking or alerts), but the surface is largely complete for its stated purpose.

Maintenance

ActivityInactive
ResponsivenessNo issues