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ai-visibility-mcp

by sharozdawa
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TypeScript
Remote

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Deploy Server
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

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

Resources