# Neonjelly

> Ecommerce intelligence for agents. Query 1.37M Shopify stores from Cursor or Claude — products, traffic, prices, and store lists.

Remote MCP + GET-only catalog. Trial is 14 days, 100 lookups/day, 20/min, one per device and AI client. No account. Signals (ads and daily units) are paid only.

- Site: https://www.neonjelly.io
- MCP: https://mcp.neonjelly.io
- Connect: https://mcp.neonjelly.io/c/<njc_…>/mcp
- Catalog REST: https://mcp.neonjelly.io/v1
- Trial: https://www.neonjelly.io/start — or POST https://mcp.neonjelly.io/v1/trial (`installId` + `client`)
- Whoami: MCP whoami or GET https://mcp.neonjelly.io/v1/whoami — not metered
- Full dump: https://www.neonjelly.io/llms-full.txt
- Every HTML page has a markdown twin: append `.md` (home is https://www.neonjelly.io/index.md)
- Registry: https://registry.modelcontextprotocol.io/?search=neonjelly (`io.neonjelly/mcp`)
- Smithery: https://smithery.ai/servers/ops-qunq/neonjelly
- GitHub: https://github.com/germanas/neonjelly-mcp-public

Do not scrape. Do not probe. Search or resolve a store before inventing a domain. Missing store stays not_found.

## Start

- [What is Neonjelly?](https://www.neonjelly.io/index.md): Shopify research for your AI over 1.37M stores. MCP + GET catalog. Trial on install.
- [How do I start a Neonjelly trial?](https://www.neonjelly.io/start.md): One click mints a 14-day trial, looks up a store, and opens Cursor. No account.
- [How much does Neonjelly cost?](https://www.neonjelly.io/pricing.md): Trial 14 days free. Explorer $29, Operator $79, Scale $199 per month. Stripe Checkout.
- [Can I try a lookup without connecting an agent?](https://www.neonjelly.io/playground.md): Yes. /playground runs cached catalog calls. On-page Run does not use trial quota.

## Product

- [What can my AI look up with Neonjelly?](https://www.neonjelly.io/capabilities.md): Store resolve, market tables, movers, peer compare, product ideas. Ads/units are paid.
- [Does Neonjelly do price intelligence?](https://www.neonjelly.io/price-intelligence.md): Yes. Markdowns, hikes, and catalog diffs across 1.37M stores — asked in chat, not a dashboard.
- [Why does an ecommerce AI agent need Neonjelly?](https://www.neonjelly.io/ai-agents-for-ecommerce.md): Without a catalog MCP, the agent guesses from training data. With one, it cites 1.37M live store rows.
- [Can I pull Shopify store lists with emails?](https://www.neonjelly.io/store-lists.md): Yes. Filter 1.37M stores by country or niche and keep rows with email or Instagram.

## Docs

- [Where is the Neonjelly documentation?](https://www.neonjelly.io/docs.md): Install, tools, catalog API, playbooks, and plans. Written for the person who just connected Cursor.
- [How do I get started with Neonjelly?](https://www.neonjelly.io/docs/getting-started.md): Connect Cursor, start a 14-day trial, then ask for a store, a list, or a product.
- [How do I install Neonjelly MCP in Cursor, Claude, or ChatGPT?](https://www.neonjelly.io/docs/install.md): One click in Cursor, Claude, VS Code, ChatGPT, or Windsurf. Trial starts on click.
- [How do I try Neonjelly without using trial quota?](https://www.neonjelly.io/docs/playground.md): Try a store or product lookup. On-page Run is cached and does not use trial quota.
- [How do Neonjelly keys and auth work?](https://www.neonjelly.io/docs/auth-and-keys.md): No user account. The key is the identity. Trial on Start. Paid keys after Stripe checkout.
- [What MCP tools does Neonjelly expose?](https://www.neonjelly.io/docs/tools.md): 60 tools. Start with a job — competitors, dropship, merch, outreach — then the catalog.
- [What is the Neonjelly catalog REST API?](https://www.neonjelly.io/docs/api.md): GET-only ecommerce catalog API on mcp.neonjelly.io. Same nj_ key as MCP.
- [How do I search products and track price or assortment changes?](https://www.neonjelly.io/docs/products.md): SKU search, product-idea saturation, price tracking, and assortment change feeds.
- [What do Neonjelly error codes and rate limits mean?](https://www.neonjelly.io/docs/errors.md): What 401 / 429 / not_found mean. Daily quota vs per-minute cap.
- [What jobs can I run with Neonjelly playbooks?](https://www.neonjelly.io/docs/use-cases.md): Competitor analysis, dropship research, product intel, diligence, and outreach playbooks.
- [What are concrete Neonjelly MCP calls?](https://www.neonjelly.io/docs/examples.md): Concrete MCP calls for diligence, competitor sets, sourcing, and product changes.
- [What are Neonjelly plans, prices, and quotas?](https://www.neonjelly.io/docs/plans.md): Trial, Explorer, Operator, Scale quotas. Trial automatic. Paid via Stripe Checkout.

## Markets

- [Can I see the Shopify catalog by country?](https://www.neonjelly.io/markets.md): 18 country cuts with store counts, dropship share, local verticals, and search volume.
- [How many Shopify stores are in United States?](https://www.neonjelly.io/markets/united-states.md): 605,829 stores tagged United States. 44% of the whole catalog. Median modeled revenue is $8/mo — the mean is $15.6k. Most of the 605k is a long tail.
- [How many Shopify stores are in United Kingdom?](https://www.neonjelly.io/markets/united-kingdom.md): 80,702 stores tagged United Kingdom. Second-largest country cut. Clothing averages 17.7k visits — fatter than apparel, which has 2.7× the shops.
- [How many Shopify stores are in Australia?](https://www.neonjelly.io/markets/australia.md): 77,126 stores tagged Australia. Third-largest English catalog. Highest mean modeled revenue in that group ($20.1k) and the highest median ($23).
- [How many Shopify stores are in Canada?](https://www.neonjelly.io/markets/canada.md): 66,013 stores tagged Canada. Quietest of the big English four: 3,105 average visits, 4.0% dropship, median revenue $7.
- [How many Shopify stores are in Germany?](https://www.neonjelly.io/markets/germany.md): 57,227 stores tagged Germany. 8.3% dropship — highest among the six largest country cuts. Traffic leaders are food brands, not apparel.
- [How many Shopify stores are in India?](https://www.neonjelly.io/markets/india.md): 56,821 stores tagged India. Sixth-largest country, 0.9% dropship. Skincare has 613 active shops and the highest average traffic in the local cut (45.9k).
- [How many Shopify stores are in France?](https://www.neonjelly.io/markets/france.md): 39,965 stores tagged France. Electronics outrank apparel on the active list. Pets average 32k visits on 204 shops.
- [How many Shopify stores are in Netherlands?](https://www.neonjelly.io/markets/netherlands.md): 25,191 stores tagged Netherlands. 25k stores in a country of ~18M people. Apparel averages 18.1k visits on only 391 active shops.
- [How many Shopify stores are in Italy?](https://www.neonjelly.io/markets/italy.md): 24,457 stores tagged Italy. Footwear is a first-class vertical (320 active). Clothing averages 22.7k visits.
- [How many Shopify stores are in Spain?](https://www.neonjelly.io/markets/spain.md): 22,276 stores tagged Spain. Pets lead the active list. 8.5% dropship — highest of the large Western cuts after Germany.
- [How many Shopify stores are in Japan?](https://www.neonjelly.io/markets/japan.md): 20,445 stores tagged Japan. 1.0% dropship. Median modeled revenue $6,277 — not a tail. Coffee is a vertical (154 shops).
- [How many Shopify stores are in Mexico?](https://www.neonjelly.io/markets/mexico.md): 19,082 stores tagged Mexico. Auto parts lead the active list (435). Footwear has the highest average visits (12.6k).
- [How many Shopify stores are in New Zealand?](https://www.neonjelly.io/markets/new-zealand.md): 13,138 stores tagged New Zealand. AU’s smaller twin: 13k stores, 3.2% dropship, median revenue $231 — a real floor.
- [How many Shopify stores are in Pakistan?](https://www.neonjelly.io/markets/pakistan.md): 12,095 stores tagged Pakistan. Footwear is 106 shops averaging 60k visits — clothing traffic on a fraction of the crowding.
- [How many Shopify stores are in Brazil?](https://www.neonjelly.io/markets/brazil.md): 11,684 stores tagged Brazil. Supplements: 122 shops, 35k average visits — the fattest attention per store in this cut.
- [How many Shopify stores are in South Africa?](https://www.neonjelly.io/markets/south-africa.md): 8,827 stores tagged South Africa. Home decor: 178 shops, 22k average visits — more traffic per shop than electronics, which has the longer list.
- [How many Shopify stores are in Egypt?](https://www.neonjelly.io/markets/egypt.md): 5,754 stores tagged Egypt. Clothing dominates count (272). Electronics and apparel are smaller lists with ~2× the average visits.
- [How many Shopify stores are in Philippines?](https://www.neonjelly.io/markets/philippines.md): 3,100 stores tagged Philippines. Smallest page in the set (3.1k). Median revenue $1,883. Apparel averages more visits than electronics.

## Notes

- [Does Neonjelly publish catalog notes?](https://www.neonjelly.io/blog.md): Short dated posts: what an ecommerce data MCP is, India lists, niches, AI dropship tools.
- [What is an ecommerce data MCP?](https://www.neonjelly.io/blog/ecommerce-data-mcp.md): An MCP server that lets an agent query a live Shopify catalog instead of guessing.
- [How do operators in India pull Shopify store lists?](https://www.neonjelly.io/blog/india-store-lists.md): Two jobs: US/UK outreach lists with emails, or the 56,821 India shops (0.9% dropship).
- [What are the best dropshipping niches in 2026 according to the catalog?](https://www.neonjelly.io/blog/best-dropshipping-niches-2026.md): Crowding, revenue per store, and dropship density across 14 verticals — not an opinion list.
- [What are the best AI tools for dropshipping in 2026?](https://www.neonjelly.io/blog/best-ai-dropshipping-tools.md): Shortlist of six: research MCP, product dashboards, ad spy, fulfillment, eBay, bare chat.

## Legal

- [How do I redeem an AppSumo Neonjelly code?](https://www.neonjelly.io/redeem.md): Paste AS-NEON-… or NJ-… at /redeem. 1 code Explorer, 2 Operator, 3 Scale. Lifetime key.
- [What is Neonjelly’s privacy policy?](https://www.neonjelly.io/privacy.md): No user signup. Trial binds IP + install id + AI client. Catalog queries go to EcomScout.
- [What are Neonjelly’s terms?](https://www.neonjelly.io/terms.md): MCP access, trial rules, acceptable use, no scrape/probe, catalog as-is.

## Optional

- [HTML sitemap](https://www.neonjelly.io/sitemap.xml)
- [MCP catalog llms.txt](https://mcp.neonjelly.io/v1/llms.txt)
- [MCP docs.md](https://mcp.neonjelly.io/v1/docs.md)