Recomma
Overview
Description from the maker (original English)
What ChatGPT, Gemini and Google AI Overviews say about your brand, and which sources they cite
PopNx MCP’s three pillars
These three are never merged into one score: opinions, measurements and popularity are different things.
- User voiceiNo reviews yetReviews open together with accounts in a later step
- Our basic checksi3 of 3 passedChecked from public information; code not scanned yet
- UsageiVery new★ –
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: Runs in the cloud
- Transport: Streamable HTTP
- Category: Marketing & social media
- You need to fill in: Authorization
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 3 of 3 passed
- Runs on the maker’s server: what you ask it goes through their server.
- You fill in yourself:
Authorization
Values marked secret are keys to your account. Never share them or paste them into a chat.
You need
- Runs in the cloudNothing to install; it connects over the internet
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http recomma https://api.recomma.ai/mcp --header 'Authorization: your-value'Fill in the empty values before running it.
Or copy the settings yourself
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"recomma": {
"url": "https://api.recomma.ai/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Or copy the settings yourself
Paste into .vscode/mcp.json in your project
{
"servers": {
"recomma": {
"type": "http",
"url": "https://api.recomma.ai/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
Values you fill in
Authorizationsecret HTTP headerOptional. Bearer recomma_… API key from Settings → Connect AI. Without it, the client signs in with OAuth.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
What it can do
The server asks you to sign in before it lists its tools.
Basic checksi
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 9, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified against the domain recomma.ai (the registry checks domain ownership)
- … Not checked yet
Still maintained
We have not read this repo from GitHub yet
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- ✓ Pass
Endpoint responds
Responded in 197 ms (HTTP 401)
- ✓ Pass
Sign-in with OAuth
Declares OAuth sign-in, so your AI app can take you to log in
- … Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint
Compared with others in Marketing & social mediai
- More stars than 0% of the other 3614 servers in this category
- Published to the registry more recently than 60% of the other 3614 servers in this category
- Basic checks equal to or better than 100% of the other 3614 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is Recomma safe?
It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
What keys or codes does it need?
You need to fill in: Authorization
Does it run on my computer or in the cloud?
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
Is it still maintained?
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 21 days ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
What can I use instead?
In the same category: MCP YouTube Transcript, Google Analytics MCP, BibiGPT YouTube Video Summarizer
Alternatives
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Google Analytics MCP
GA4 MCP server for AI agents: schema discovery, server-side aggregation, analysis-ready defaults.
BibiGPT YouTube Video Summarizer
AI video summarizer: summarize and transcribe YouTube, Bilibili, TikTok and podcast videos.
README from the maker
Open the README
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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/recomma | `npx 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. |
extension | AI 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 --days 30 npx recomma sources --kind competitor
Make a key under Settings → Connect AI at recomma.ai.
License
MIT © Recomma