ai-visibility-mcp
ai-visibility-mcp
Ein MCP-Server, der einem KI-Assistenten zeigt, wie auffindbar eine Website für KI-Suchmaschinen und -Assistenten (ChatGPT, Claude, Perplexity, Google AI Overviews) ist.
Gib ihm eine URL, und er meldet die Signale, die darüber entscheiden, ob diese Systeme eine Website finden, lesen und zitieren können, und bündelt sie dann zu einem übersichtlichen 0-100-Punktwert.
Was es prüft
Signal | Warum es wichtig ist |
KI-Crawler-Zugriff in | Wenn |
| Eine Klartext-Übersicht der wichtigsten Fakten der Website, geschrieben für LLMs |
Strukturierte Daten (JSON-LD) | Maschinenlesbare Informationen, die Antwortmaschinen aufgreifen und zitieren |
| Hilft Crawlern, jede Seite zu finden |
Titel, Meta-Beschreibung, H1 | Grundlegende On-Page-Signale, die eine Engine zuerst liest |
Related MCP server: maxaeo-ai-visibility-mcp
Installation
git clone https://github.com/draltaway/ai-visibility-mcp
cd ai-visibility-mcp
python -m pip install -e .Nur die Standardbibliothek und HTTP. Die einzige Abhängigkeit ist FastMCP.
Verwendung mit Claude Code
claude mcp add ai-visibility -- ai-visibility-mcpVerwendung mit Claude Desktop
Füge zu claude_desktop_config.json hinzu:
{
"mcpServers": {
"ai-visibility": {
"command": "ai-visibility-mcp"
}
}
}Dann frag: „Prüfe die KI-Sichtbarkeit von stripe.com.“
Beispielausgabe
{
"url": "https://stripe.com",
"score": 90,
"summary": "Strong: AI engines can find, read, and cite this site.",
"checks": {
"ai_crawlers_allowed": true,
"ai_crawlers_blocked": [],
"llms_txt": true,
"sitemap": false,
"homepage_reachable": true,
"structured_data": true,
"title": true,
"meta_description": true,
"h1": true
}
}Das Tool
check_ai_visibility(url: str) -> dict gibt { url, score, summary, checks } zurück. Das Tool akzeptiert einen bloßen Host (example.com) oder eine vollständige URL und nutzt standardmäßig https.
Lizenz
MIT. Entwickelt von Dallin Rowley.
Available Tools
1 toolcheck_ai_visibilityA
Check how discoverable a website is to AI assistants and AI search engines.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | The site to check, e.g. "example.com" or "https://example.com". |
Output Schema
| Name | Required | Description |
|---|---|---|
No output parameters | ||
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
1 tool update
v0.1.0- First observed
check_ai_visibility
TDQS
Scored across 1 tool
With only one tool, there is no possibility of confusion or overlap. The tool's purpose is clearly unique and distinct.
A single tool with a descriptive snake_case verb_noun name. There is no inconsistency to assess, but the naming is clear and follows conventional MCP patterns.
A single tool feels thin for a dedicated MCP server, even for a focused purpose. The borderline count leaves little room for related operations but is not excessively sparse.
The tool directly covers the core stated purpose of checking AI visibility. Minor gaps exist, such as batch checks or historical analysis, but they do not block the primary use case.
Related MCP Connectors
Score any website's AI search visibility out of 100 and see which of 20 AI crawlers can read it.
Audit any site's AI visibility from your assistant: crawler access, rendering, and schema.
Checks llms.txt, AI crawler access in robots.txt, and sitemap - with a 0-100 AI readiness score.
Check if a site is ready for AI search: AI crawler access, llms.txt, JSON-LD, scored out of 100.
Related MCP Servers
- AlicenseNot gradedqualityCmaintenanceEvaluates any website's AI visibility with 15 checks across crawlability, structure, content, and connectivity, and provides actionable fixes.4 npmMIT
- AlicenseAqualityCmaintenanceEnables AI agents to check whether a public website is crawlable, understandable, and ready for AI search workflows through local-only audits of robots.txt, sitemaps, metadata, and llms.txt.380 npm2MIT
- AlicenseAqualityCmaintenanceCheck whether a website is visible to AI search engines (ChatGPT, Perplexity, Claude, Google AI Overviews). Returns a 0-100 readiness score, a grade, and a specific fix for each gap. Dependency-free, no API keys.25 npmMIT
- AlicenseAqualityBmaintenanceProvides AI-visibility scoring and site auditing capabilities for websites, enabling agents to check how sites appear in AI engines like ChatGPT and Perplexity, run full SEO/security audits, and monitor changes over time.20333 npm1MIT