See how AI sells your products.
Open-source tooling for the agentic-commerce era: measure how visible your store, products, and brand are in AI answers — ChatGPT, Gemini, Claude, Google AI Mode and whatever ships next — ranked against the retailers AI recommends instead, and learn what to fix.
Shopping is moving from "ten blue links you rank in" to "one assistant that names a few stores." When someone asks "where to buy PDRN collagen serum in Dubai", an AI names a handful of retailers — and either yours is one of them, or a competitor's is. Most store owners have no idea which. We build the open tooling to measure it, and we track the fast-moving standards (UCP, ACP, MCP, AP2) that decide how agents buy.
| Repo | What it is |
|---|---|
| ⭐ ecommerce-ai-visibility-engine | The engine: question packs → AI sampling → mention & citation detection → visibility report (+ PDF), scored against competing retailers with real price/stock facts. Monorepo with server, web viewer, CLI, and macOS app. |
| 📖 awesome-agentic-commerce | Curated map of the agentic-commerce space: protocols (UCP, ACP, MCP, AP2), MCP servers, tools, apps and services for store owners, developers, agencies and marketers. |
| registry | Community index: packs, connectors, site-detection patterns, and the AI engine catalog. Submit yours via PR. |
| pack-template | Write a question pack for your industry — pure YAML, no code. Click "Use this template". |
| connector-template | Build a connector for your platform (audit + apply fixes). Click "Use this template". |
- 🖥️ Desktop app — paste a URL, get a report. For store owners.
- 🐳 Self-host —
docker compose up. For teams. - ⌨️ CLI — visibility checks in CI, Lighthouse-style. For developers.
- 📦 Library — build on the engine. For makers.
Bring your own OpenRouter key (free path, pay providers directly) or plug in Mention Cloud for managed sampling, geo-located answers, and engines without APIs.
- Packs = the buying questions (base per vertical + industry-specific), pure YAML →
mn-pack-* - Connectors = read/write site access per platform (Shopify, WooCommerce, marketplaces…) →
mn-connector-* - Engines = a registry-delivered catalog; new LLMs are config entries, not releases
The engine is FSL-1.1-ALv2 — free to use, self-host, fork, and modify; you can't sell a competing product with it for 2 years, then each version automatically becomes Apache-2.0. The pack format and connector SDK are plain Apache-2.0 so the ecosystem can build on them freely, forever. We think that's a fair trade, and we wrote it down plainly instead of hiding it.
New here? Explore the awesome-agentic-commerce list, or start with a pack for your industry — it's just YAML.
Made by the team behind mention.network