10ML Perfume Finder logo

10ML Perfume Finder

Under review

Free perfume MCP server for fragrance lookup in chat

Built for perfume lovers using AI assistants: add one URL to Claude, ChatGPT, Cursor or VS Code to search 6,000+ perfumes, note pyramids and similar scents with no API key.

AI Agent · MCP · Free

Coming soon on Launch Llama Tools

10ML Perfume Finder is a Community listing on Launch Llama with 0 total upvotes, compared against 6 alternatives.

Community listing

Listing status

0upvotes

Community score

—

Founder

Built for perfume lovers using AI assistants: add one URL to Claude, ChatGPT, Cursor or VS Code to search 6,000+ perfumes, note pyramids and similar scents with no API key.

10ML Perfume Finder

About

The server exposes 15 read-only tools, so an assistant can pick the right lookup from a plain-language question, such as search_perfumes for a fresh summer scent or compare_perfumes for two fragrances side by side. Results draw on the 10ML Fragrance Index, which includes note pyramids, accords and alternatives from other houses. Setup uses the same URL in every client, or an npm or uvx stdio package for clients like Windsurf, Cline, Goose and Zed. The page reports that it answered 39 of 40 questions in an October 2026 benchmark.

Follow 10ML Perfume Finder: X (Twitter) · LinkedIn · Facebook

Key Features

  • Search 6,000+ perfumes by name, house, note, accord, season or occasion
  • Show full note pyramids, accords, seasons and occasions for any perfume
  • Compare two to four perfumes and find similar scents or alternatives from other houses
  • Explain perfume notes, vocabulary, and which notes or perfumes layer well together
  • Connect with one URL in Claude, ChatGPT, Cursor or VS Code, or run the stdio package

Use Cases

  • Asking Claude which perfumes smell like Creed Aventus or what to layer with Baccarat Rouge 540
  • Finding a fresh summer office scent for men by describing it in plain words inside Cursor or ChatGPT
  • Comparing Dior Sauvage and Creed Aventus side by side for shared notes and differences

From the founder

Who it's for

“Developers and AI assistant users who want accurate perfume data: notes, accords, seasons and similar scents, without an API key.”

Why I built it

“10ML is an online perfume decant shop. Its own catalogue questions (what does this smell like, what is similar) needed clean data, so the team published it as a free API and MCP server for everyone.”
— [email protected], founder of 10ML Perfume Finder

Who it is for

  • Perfume enthusiasts who want fragrance recommendations inside their AI assistant
  • Developers adding a fragrance lookup tool to Claude, Cursor or VS Code

Pricing

10ML Perfume Finder is free to use. See the website for details.

FAQ

What is a perfume MCP server?

An MCP server gives an assistant such as Claude or ChatGPT tools it can call while it answers. A perfume MCP server adds perfume knowledge: look up a perfume's notes, find similar scents, explain a note or a house. 10ML Perfume Finder is one URL, https://mcp.10ml.com/mcp, with 15 read-only tools and no sign-in.

What is the best perfume MCP server?

For most assistants, 10ML Perfume Finder at https://mcp.10ml.com/mcp. It is free, needs no API key and, in our 40-question benchmark of the perfume MCP servers that answer without a key (20 October 2026), it was the most accurate and the fastest: 39 of 40 correct, one call per question, median 232 ms. If you need the widest coverage of rare perfumes, larger indexes such as ScentVerdict (31,000+ claimed) lead on breadth.

Which MCP servers exist for fragrance data?

In our October 2026 benchmark, five answered without a key or sign-in: 10ML Perfume Finder, ScentVerdict, Parfum Bible, Perfume Picks and Parfica. ScentRev, Noteboxd, Fragella and Fraganty appear in answers too, but need a key or sign-in, so we could not score them. The benchmark page lists each server, its score and its method.

Is it free? Do I need an API key?

It is free to use, with no API key, no account and no sign-up: add the URL and ask. It is read-only and sets no cookies. Fair-use rate limiting may apply.

Does it work in Cursor and VS Code?

Yes. Cursor and VS Code install in one click from this page or take the JSON snippets above. Gemini CLI takes gemini mcp add --transport http perfume-finder https://mcp.10ml.com/mcp; Windsurf, Cline, Goose and Zed take the same URL, or the stdio package: npx -y @10ml/perfume-finder-mcp or uvx perfume-finder-mcp.

Which languages does it support?

Ten: English, German, French, Spanish, Italian, Romanian, Greek, Hungarian, Czech and Polish. Every tool takes a locale and links to 10ml.com guides and note pages in that language. Note names in other languages are understood too: Vanille finds vanilla.

Alternatives

MCPizeFor AI developers: MCPize hosts 1000+ vetted MCP servers with 80% revenue share so you monetize integrations across Claude, Cursor, and VS Code.MCP ShelfA short, hand-picked shelf of Model Context Protocol servers for Claude, Cursor and ChatGPT.HeyReagentA hosted LinkedIn MCP server and AI agent for your own account. Claude, ChatGPT, Cursor or n8n can read your inbox, send messages and invitations, and search people. Free to start.AnalookFor founders: Analook generates full competitor teardowns in 60 seconds covering SEO, traffic, and pricing so you make faster strategic decisions.ScentPassFor fragrance enthusiasts: ScentPass builds your scent profile so perfume experts recommend exactly what you'll love from your taste in olfactory families.ClassifindrFor resellers and deal hunters: Classifindr monitors six marketplaces with custom alerts so you catch deals before others and stop manual refreshing.

More in AI Agent

All AI Agent tools

New on Launch Llama

Launched this week · This month's launches · All products A–Z

Tags

#fragrance lookup#perfume search#note pyramids#scent comparison#perfume discovery#ai assistant plugin#no api key#fragrance enthusiasts

Ask AI about 10ML Perfume Finder

ChatGPT Claude Perplexity Grok

For bots & AI agents

Machine-readable versions of 10ML Perfume Finder and Launch Llama. Fetch these instead of parsing this page.

This listing (.md) llms.txt llms-full.txt ai.txt Full catalog (.md) Endpoint index API docs MCP server MCP manifest Developer docs