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Recomma

Official registry Marketing and sales

What ChatGPT, Gemini and Google AI Overviews say about your brand, and which sources they cite

Source code Website Documentation

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

Remote (streamable-http)
Claude Code 
claude mcp add --transport http recomma 'https://api.recomma.ai/mcp' --header 'Authorization: <Optional. Bearer recomma_… API key from Settings → Connect AI. Without it, the client signs in with OAuth.>'
JSON configuration (Claude Desktop, Cursor, VS Code) 
{
    "mcpServers": {
        "recomma": {
            "type": "http",
            "url": "https://api.recomma.ai/mcp",
            "headers": {
                "Authorization": "<Optional. Bearer recomma_… API key from Settings → Connect AI. Without it, the client signs in with OAuth.>"
            }
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. Recomma
  2. What is in here
  3. Why the sources an answer shows matter
  4. Quick start
  5. License

Recomma

Open-source tools from Recomma, which tracks what ChatGPT, Gemini and Google's AI Overviews and AI Mode say about your brand, and which sources they cite.

Website · Docs · MCP server · Pricing

What is in here

What it does
packages/recommanpx recomma: a CLI and a typed TypeScript SDK for the Recomma API. Read visibility, share of voice and cited sources from a terminal or a script, and connect the MCP server to Claude, Codex, Cursor or VS Code in one command.
extensionAI Answer Sources, a Chrome extension. Open it on a ChatGPT, Perplexity, Gemini or Google AI Mode answer and it lists every source the answer links to, grouped by domain, with your own site highlighted.

Why the sources an answer shows matter

An AI answer is assembled from the pages the engine retrieves, and the pages it cites are the ones a reader can click. In our study of 100 buying questions, each asked in ChatGPT's interface and through its API with search, the cited pages overlapped only 8% of the time, and the interface cited 7.8 domains per answer to the API's 3.2. A tool that only calls the API misses most of what people are actually shown.

The extension shows you one answer as a reader sees it. Recomma does the same thing for every question in your category, on every engine, every day, with the sample size beside every figure.

Quick start

# Connect Recomma to your AI assistant (Claude Code shown)
npx recomma mcp claude

# Or read your figures directly (REST API, Scale plan)
export RECOMMA_API_KEY=recomma_…
npx recomma brands
npx recomma visibility <brandId> --days 30
npx recomma sources <brandId> --kind competitor

Make a key under Settings → Connect AI at recomma.ai.

License

MIT © Recomma

Frequently asked questions

What is Recomma?

What ChatGPT, Gemini and Google AI Overviews say about your brand, and which sources they cite

How do I install Recomma?

It runs as a remote server. In Claude Code: claude mcp add --transport http recomma 'https://api.recomma.ai/mcp' --header 'Authorization: <Optional. Bearer recomma_… API key from Settings → Connect AI. Without it, the client signs in with OAuth.>'. For other clients, paste the JSON configuration from this page into their MCP settings.

Does Recomma need an API key?

Yes. It expects Authorization, which you set in its configuration.

Is Recomma open source?

Yes. Its code is on GitHub under the MIT license.

Who maintains Recomma?

It is published by RecommaAI. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.