Recomma

ai.recommaPublished by recomma.aiOfficial publisherv1.0.0Updated Nov 1, 2026

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

VerifiedStreamable HTTPWeb executableData & AnalyticsBusiness & Commerce

Overview

AI-generated overview

Recomma's remote MCP server lets an assistant pull brand visibility, share of voice and cited-source data from ChatGPT, Gemini and Google AI Overviews.

What you can do
  • Read brand visibility figures tracked across ChatGPT, Gemini and Google AI Overviews and AI Mode
  • Review share of voice and the sources AI answers cite, including competitor citations
  • Query tracked questions in a category with the sample size behind each figure
  • Connect the server to assistants such as Claude, Codex, Cursor or VS Code via the Recomma CLI
When to use it
Use it when you want an assistant to answer questions about how a brand appears in AI-generated answers and which pages those engines cite, instead of checking each engine by hand.
Requirements
A remote endpoint at api.recomma.ai over streamable HTTP. Authentication is required: either an OAuth sign-in or an Authorization header carrying a Recomma API key created under Settings → Connect AI. The README notes the REST API figures are on the Scale plan.
Before you install
The server requires an API key or OAuth sign-in; the Authorization header carries a secret that should be kept private. Brand and competitor visibility data is sent to Recomma's service, and access to figures may depend on a paid plan.

Installation

In SourceWeft

  1. Open Recomma in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/ai.recomma%2Frecomma/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "recomma": {
      "type": "http",
      "url": "https://api.recomma.ai/mcp"
    }
  }
}

README

[Recomma]

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

bash
# 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 brandsnpx recomma visibility <brandId> --days 30npx recomma sources <brandId> --kind competitor

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

License

MIT © Recomma

Source: README.md at commit 8025737

Tools

0
This server asks you to sign in, so SourceWeft could not read its tools without an account and has not indexed them. What a connected account sees can depend on that account and its permissions.

Version history

1
  1. v1.0.0LatestOct 18, 2026

Score

85% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts