krissanders/ai-visibility-mcp
by Various
MCP server that audits AI-bot visibility: robots.txt per-bot, JSON-LD, llms.txt, brand mentions in LLM answers, competitor compare. SSRF-guarded, spend-capped.
MCP
krissanders/ai-visibility-mcp
Added 1 June 2026
Overview
An MCP server that audits how AI bots see your site. It checks robots.txt per bot, JSON-LD structured data, llms.txt files, brand mentions in LLM answers, and compares against competitors. The tool includes SSRF protection and spend caps.
Best for
Best for
Developers and SEOs who need to audit and improve their site's discoverability by AI bots.
Use cases
- Audit robots.txt directives for specific AI crawlers
- Check if your brand appears in LLM-generated answers
- Compare your AI visibility against competitors
Notes
An MCP server that audits how AI bots see your site. It checks robots.txt per bot, JSON-LD structured data, llms.txt files, brand mentions in LLM answers, and compares against competitors. The tool includes SSRF protection and spend caps.
0 stars on GitHub. Last updated 2026-05-23. Licensed MIT.
Use cases
- Audit robots.txt directives for specific AI crawlers
- Check if your brand appears in LLM-generated answers
- Compare your AI visibility against competitors
Pros
- Covers multiple visibility signals in one tool
- Built-in safety measures (SSRF guard, spend cap)
- Open source and extensible via MCP protocol
Cons
- No stars yet, indicating limited community validation
- Requires MCP-compatible client to use
- Python dependency may not suit all environments
Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.
Pros
- Covers multiple visibility signals in one tool
- Built-in safety measures (SSRF guard, spend cap)
- Open source and extensible via MCP protocol
Cons
- No stars yet, indicating limited community validation
- Requires MCP-compatible client to use
- Python dependency may not suit all environments
Pairs with
Other entries in the index that connect to this one. Click through to see the chain.
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