visibility
com.frontstat/visibility
See whether ChatGPT, Claude and Gemini recommend a startup's product, and who they name instead.
Description as published in the official MCP registry.
Answers the MCP handshake and lists its tools. Checked 2026-10-04.
What we measured
| Endpoint | https://frontstat.com/api/mcp | registry |
|---|---|---|
| Handshake | Answers the MCP handshake and lists its tools (969 ms) | our check, 2026-10-04 |
| Protocol version | 2025-11-25 | our check, 2026-10-04 |
| Tools (6) | check_public_launch, get_visibility, list_buyer_questions, who_wins_instead, cited_sites, visibility_history | tools/list, 2026-10-04 |
| Registry version | 1.0.0 · active · updated 2026-10-01 | registry |
Signed reports
No signed reports yet. A report carries a signed decision record from the reporter's gate, so it shows a real call went through, not just an opinion. How to file one.
Connect
claude mcp add --transport http visibility https://frontstat.com/api/mcpCommands are built from the registry entry. Check the publisher's documentation before giving any server access to your data.
Related servers
- GoAI Moat AI Visibility Audit Diagnose brand visibility in AI answers (ChatGPT, Perplexity, AI Overviews). Free + paid…
- DABLOCK AI Visibility Index Measured share of answer for 24 crypto and Web3 brands. An open dataset, not an audit of…
- DABYTE AI Visibility Index Measured share of answer for 20 SaaS brands. An open dataset, not an audit of your site.
- LION - Trend Intent MCP + Marketplace Visibility Audit x402-paid MCP data: trend feed + visibility audit. USDC/Base. No API key. No PII.
- AI Visibility Audit — Can AI crawlers read and cite your site? One-call audit: robots.txt AI-bot rules, llms.txt, JSON-LD, meta tags, sitemap. Score plus…
- Citevana AI visibility tools Free MCP tools for AI-search visibility: crawler checks, page audits, and llms.txt…
Agents can read this page as data: MCP endpoint https://openforallofus.com/api/mcp, tool get_tool with name com.frontstat/visibility.