Recomma
What ChatGPT, Gemini and Google AI Overviews say about your brand, and which sources they cite
Installation
Ajoutez ceci à la configuration MCP de votre client (Claude Desktop : claude_desktop_config.json ; Cursor : .cursor/mcp.json ; VS Code et les autres utilisent la même forme « mcpServers »).
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.>'{
"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
Tirée du README du projet sur GitHub, actualisée chaque semaine. Les liens ouvrent GitHub.
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 <brandId> --days 30
npx recomma sources <brandId> --kind competitorMake a key under Settings → Connect AI at recomma.ai.
License
MIT © Recomma
Questions fréquentes
Qu'est-ce que Recomma ?
What ChatGPT, Gemini and Google AI Overviews say about your brand, and which sources they cite
Comment installer Recomma ?
Il fonctionne comme serveur distant. Dans 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.>'. Pour les autres clients, collez la configuration JSON de cette page dans leurs réglages MCP.
Faut-il une clé API pour Recomma ?
Oui. Il attend Authorization, à renseigner dans sa configuration.
Recomma est-il open source ?
Oui. Son code est sur GitHub sous licence MIT.
Qui maintient Recomma ?
Il est publié par RecommaAI. AI.tn le référence sans le maintenir ni le recommander.
Issu du registre MCP officiel. Être listé n'est pas une recommandation : vérifiez le code et les permissions d'un serveur avant de lui donner accès à vos données.