TOP GUN GEO Lens
Audit how your brand shows up in LLMs, AI search, and answer engines before and after launch content goes live.
Overview
TOP GUN GEO-Lens is an MCP server for the Launch phase that audits brand visibility across LLMs and AI answer engines and returns GEO reports with scores.
What is this MCP server?
- Brand visibility auditing across LLMs, AI search, and answer engines
- GEO reports and scores via TOP GUN GEO-Lens MCP
- Streamable HTTP remote at top-gun-mcp-server.vercel.app/api/mcp
- Version 1.0.0 from spacemandomains/top_gun_mcp_server on GitHub
- Launch-phase measurement MCP—not a generic web analytics dashboard
- Server version 1.0.0
- Remote endpoint: https://top-gun-mcp-server.vercel.app/api/mcp
- Outputs include GEO reports and visibility scores per server description
Community signal: 1 GitHub stars.
What problem does it solve?
You cannot see from classic SEO tools whether ChatGPT, Perplexity, or other AI surfaces recommend or even mention your product accurately.
Who is it for?
Indie SaaS and content founders launching or relaunching who care about citations and mentions in LLM and AI search results.
Skip if: Teams that only need server uptime monitoring or traditional SERP rank tracking without generative-engine visibility.
What do I get? / Deliverables
You get structured GEO reports and scores your agent can summarize, so you know what to change in positioning and content for AI-search visibility.
- GEO visibility reports for your brand across LLM and AI search contexts
- Scored assessments to prioritize content and positioning fixes
- Agent-ready summaries for launch checklists and iteration notes
Recommended MCP Servers
Journey fit
Generative engine optimization belongs in launch when you optimize for AI-mediated discovery, not only classic SEO. Geo subphase covers visibility in Perplexity, ChatGPT Search, and similar answer engines alongside traditional launch channels.
How it compares
GEO and AI-search visibility auditor via MCP, not a codebase review or MCP registry discovery tool.
Common Questions / FAQ
Who is TOP GUN GEO Lens for?
Solo builders and small teams measuring brand presence in LLMs and AI search during launch and growth experiments.
When should I use TOP GUN GEO Lens?
Use it at launch when you optimize for answer-engine discovery and after major positioning or content updates.
How do I add TOP GUN GEO Lens to my agent?
Register https://top-gun-mcp-server.vercel.app/api/mcp as a streamable-http remote MCP server in your client.