optifeed/optifeed-radar

Overview

Open-source CLI and MCP server that checks whether your brand and products appear in AI chatbot recommendations. Supports ChatGPT, Perplexity, Gemini, and Claude. Runs locally with your own API keys.

Best for

Best for
Developers who want to self-host AI visibility monitoring for their brand.

Use cases

• Monitor brand mentions in AI assistant answers
• Track product visibility across multiple chatbots
• Integrate visibility checks into MCP-based workflows

How to use

Install

npx optifeed-radar audit yourbrand.com

Tested with

Claude Desktop, Claude Code, Cursor, Windsurf, ChatGPT

Notes

Open-source CLI and MCP server that checks whether your brand and products appear in AI chatbot recommendations. Supports ChatGPT, Perplexity, Gemini, and Claude. Runs locally with your own API keys.

5 stars on GitHub. Last updated 2026-08-13. Licensed MIT.

Use cases

• Monitor brand mentions in AI assistant answers
• Track product visibility across multiple chatbots
• Integrate visibility checks into MCP-based workflows

Pros

• Runs locally, keeping API keys private
• Covers four major AI assistants
• Open source and extensible

Cons

• Very early stage with only 5 GitHub stars
• Requires BYO API keys for each provider
• No hosted version or managed service

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.