optifeed-radar — Claude Code MCP server: what it does, how to install
Measures whether Claude, ChatGPT, and Gemini recommend your brand to buyers. Runs locally on your machine using your own provider API keys.
claude mcp add optifeed-radar -e OPENAI_API_KEY=<OPENAI_API_KEY> -e ANTHROPIC_API_KEY=<ANTHROPIC_API_KEY> -e GOOGLE_API_KEY=<GOOGLE_API_KEY> -e PERPLEXITY_API_KEY=<PERPLEXITY_API_KEY> -- npx -y optifeed-radarWhat optifeed-radar does
Radar tests brand visibility across answer engines and buyer prompts. The workflow splits into two distinct modes. A zero-key audit reviews site infrastructure, checking crawler permissions in robots.txt, structured data from schema.org, and llms.txt. It outputs an AI readiness score from 0 to 100.
Full visibility checks send generated buyer queries directly to LLM provider endpoints. The server reports parametric model memory separately from live web citations. It also detects whether you manufacture goods or run a store, writing the result to businessType in profile.json. Running live checks requires Node 20 or newer alongside at least one valid engine API key.
What it helps with
- audit site access for AI bots via
robots.txtandllms.txtwithout API keys - track brand recommendations across ChatGPT, Claude, Perplexity, and Gemini
- distinguish between parametric memory responses and grounded web search citations
- score product-level visibility against competing alternatives in category queries
Example prompts for the agent
- Run the zero-key AI readiness audit for example.com using optifeed-radar.
- Check our brand visibility across available engines and report competitor mentions.
- Evaluate individual product visibility on example.com with optifeed-radar shopping.
How to install optifeed-radar
Platform CLI
claude mcp add optifeed-radar -e OPENAI_API_KEY=<OPENAI_API_KEY> -e ANTHROPIC_API_KEY=<ANTHROPIC_API_KEY> -e GOOGLE_API_KEY=<GOOGLE_API_KEY> -e PERPLEXITY_API_KEY=<PERPLEXITY_API_KEY> -- npx -y optifeed-radarReplace <…> with your own values
Platform CLI
codex mcp add optifeed-radar --env OPENAI_API_KEY=<OPENAI_API_KEY> --env ANTHROPIC_API_KEY=<ANTHROPIC_API_KEY> --env GOOGLE_API_KEY=<GOOGLE_API_KEY> --env PERPLEXITY_API_KEY=<PERPLEXITY_API_KEY> -- npx -y optifeed-radarReplace <…> with your own values
Config file
{
"mcpServers": {
"optifeed-radar": {
"command": "npx",
"args": [
"-y",
"optifeed-radar"
],
"env": {
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"ANTHROPIC_API_KEY": "<ANTHROPIC_API_KEY>",
"GOOGLE_API_KEY": "<GOOGLE_API_KEY>",
"PERPLEXITY_API_KEY": "<PERPLEXITY_API_KEY>"
}
}
}
}Replace <…> with your own values
Config file
{
"servers": {
"optifeed-radar": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"optifeed-radar"
],
"env": {
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"ANTHROPIC_API_KEY": "<ANTHROPIC_API_KEY>",
"GOOGLE_API_KEY": "<GOOGLE_API_KEY>",
"PERPLEXITY_API_KEY": "<PERPLEXITY_API_KEY>"
}
}
}
}Replace <…> with your own values
Platform CLI
gemini mcp add -e OPENAI_API_KEY=<OPENAI_API_KEY> -e ANTHROPIC_API_KEY=<ANTHROPIC_API_KEY> -e GOOGLE_API_KEY=<GOOGLE_API_KEY> -e PERPLEXITY_API_KEY=<PERPLEXITY_API_KEY> optifeed-radar npx -y optifeed-radarReplace <…> with your own values
Step by step, with commands for each platform: How to add an MCP server to Claude Code, Codex, Cursor, VS Code, Gemini CLI and more
Questions about optifeed-radar
How to install optifeed-radar in Claude Code?
Run this terminal command: `claude mcp add optifeed-radar -e OPENAI_API_KEY=<OPENAI_API_KEY> -e ANTHROPIC_API_KEY=<ANTHROPIC_API_KEY> -e GOOGLE_API_KEY=<GOOGLE_API_KEY> -e PERPLEXITY_API_KEY=<PERPLEXITY_API_KEY> -- npx -y optifeed-radar`. Fill in your real provider keys in place of the placeholders.
What does optifeed-radar do?
It evaluates generative engine optimization by tracking how models name your business when answering broad buyer queries. It computes share of voice, recommendation position, and site readiness.
Are API keys required to test a website?
Basic audits run entirely offline without credentials. Provider keys are only necessary when testing live model answers through OpenAI, Anthropic, Google, or Perplexity.
