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 competitor
Make a key under Settings → Connect AI at recomma.ai.
License
MIT © Recomma