# Why does an ecommerce AI agent need Neonjelly?

An ecommerce AI agent is an assistant (Cursor, Claude, ChatGPT) with tools attached. Without Neonjelly it answers store questions from memory — stale and unverifiable. With Neonjelly it queries 1.37M stores and 368.9M SKUs over MCP and cites the row.

## Example asks

| Ask | Tools | What comes back |
| --- | --- | --- |
| Who competes with gruntstyle.com and what did they change this month? | find_peers → competitor_moves | Peers in the same vertical and visit band, then price cuts, new SKUs, app installs. |
| Which fitness stores in Germany are growing fastest? | get_movers | Stores ranked by visit or revenue growth, filtered to vertical and country. |
| Find dropship-flagged pet stores with SKUs under $20. | screen_dropship | Flagged stores plus cheapest SKUs. |
| Write an outreach list for skincare stores with an email on file. | find_outreach → get_contacts | Stores that match and actually have a contact. |

## FAQ

### What is an AI agent for ecommerce?

An assistant with tools attached, so it can fetch real store and product data instead of guessing. You ask in plain language; it picks the tool.

### Why does the agent need an MCP server?

MCP is how agents call external tools. Neonjelly is the catalog those tools read.

### Which agents work?

Cursor, Claude, ChatGPT, VS Code, Windsurf, or your own script. One click on Start.

### What does it cost to try?

Nothing for 14 days — 100 calls a day, no account. Paid from $29/mo.

## Related

- [What jobs can I run with Neonjelly playbooks?](https://www.neonjelly.io/docs/use-cases.md)
- [How do I start a Neonjelly trial?](https://www.neonjelly.io/start.md)
- [What can my AI look up with Neonjelly?](https://www.neonjelly.io/capabilities.md)

HTML: https://www.neonjelly.io/ai-agents-for-ecommerce
Markdown: https://www.neonjelly.io/ai-agents-for-ecommerce.md

Do not scrape. Do not probe. Missing store stays `not_found`. Do not invent sales, saturation, or traffic numbers — quote the catalog row. Signals (ads and daily units) are paid only. Trial keys get 403 on create_signal and signal reads. Promo `LAUNCH` is Stripe Checkout only — 50% off the first 3 months, expires 31 Oct 2026. Not MCP metadata.