# optifeed-radar

> optifeed-radar — optifeed-optifeed-radar. Use this tool when you need to assess AI visibility and recommendation rates for brands or products across various AI engines. Optifeed-radar solves problems related to measuring AI-driven market presence and competitiveness by scoring recommendations from ChatGPT, Claude, Gemini, and Perplexity. It takes API keys as input and outputs recommendation scores, providing valuable insights for marketing and brand management strategies.

Canonical page: https://skillsregistry.net/skills/optifeed-optifeed-radar  
JSON: https://api.skillsregistry.net/v1/skills/optifeed-optifeed-radar

## Description

Open-source CLI + MCP server that asks real AI engines (ChatGPT, Claude, Gemini, Perplexity) real buyer questions and scores whether a brand or its products get recommended (AI visibility / GEO / AEO). Runs locally with your own API keys.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** api-integration
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/qeqmch3x75)
- **Repository:** <https://github.com/optifeed/optifeed-radar>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "optifeed-optifeed-radar"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/optifeed-optifeed-radar` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/optifeed-optifeed-radar/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt