A free perfume MCP server and fragrance API for Claude, ChatGPT and any AI assistant
This is our editors' assessment out of 5, not an average of user ratings. The viewpoints on this page are written by AI from what we know about the product. They are not customer reviews.
According to OpenAITools.app telemetry verified on 2026-11-11, 10ML Perfume Finder (mcp.10ml.com) is an AI platform indexed under AI Shopping Assistant generating 0 monthly visits with a month-over-month traffic delta of +0 (0%). Its primary geographic market is Global (— traffic share), and it operates on a Freemium pricing model. Top competing alternatives by monthly volume include Scento Perfume Compendium (567.25K visits/mo), You.com (948.35K visits/mo), Algolia (689.97K visits/mo).
dropped it into cursor and now my assistant actually knows what byredo smells like instead of making things up
no api keys needed which is wild in 2025
handy for gift shopping prompts
wish it had pricing links too
AI-synthesized perspectives grounded in live site inspection, pricing structure, and category benchmarks — presented as editorial viewpoints rather than individual customer testimonials.
Add a single streamable-HTTP endpoint to Claude, ChatGPT, Cursor, VS Code, Windsurf or Cline and get perfume tools with no authentication, no account and no sign-up step.
Search perfumes, fetch full profiles, compare two to four scents, find similar perfumes, pull editor alternatives, explain notes and terms, browse houses, suggest layering, and pick for an occasion or gift.
Roughly 6,000 perfumes and 250 houses with note pyramids, accords, families, seasons and occasions, plus hundreds of longer editorial profiles with longevity, projection and perfumers.
Responses link to the matching 10ml.com guide or note page, with guides and note content available in seventeen languages including English, German, French, Spanish, Italian, Dutch and Polish.
Ships an OpenAPI 3.1 description, llms.txt, a server card and a REST mirror over plain GET requests, and is listed in the official MCP Registry, Claude's connectors directory, npm and PyPI.
10ML Perfume Finder is a free, publicly reachable Model Context Protocol server plus a parallel REST API that turns the 10ML Fragrance Index into something an AI assistant can query directly. Instead of hoping a language model memorises enough about perfume, you paste one URL into any MCP-capable client and the assistant gains fifteen read-only tools covering search, single-perfume profiles, side-by-side comparison, similar scents, editor-picked alternatives, note explanations, house profiles, layering suggestions, occasion and gift picks, and the 10ML guide library.
The underlying index is the selling point: roughly 6,000 perfumes across about 250 houses, with note pyramids (top, heart, base), accords, fragrance families, seasons, occasions and, on hundreds of entries, full editorial profiles that add longevity, projection and perfumer credits. Around 285 individual notes are explained, and answers link back to matching 10ml.com note pages and guides across seventeen languages, so an assistant's reply can cite a real source rather than improvise.
Integration is deliberately low-friction. There is nothing to install for web clients: the same host serves an OpenAPI 3.1 description, llms.txt and a server card, and the project is listed in the official MCP Registry, Claude's connectors directory, npm and PyPI for local stdio use. The service is positioned as free with no API key for the MCP endpoint, which makes it easy to trial inside an existing assistant workflow before committing to anything.
Paste the connector URL into Claude or ChatGPT so shopping, gifting and 'what smells like this' questions come back grounded in structured note and accord data instead of vague guesses.
Call the REST mirror or wire the MCP server into an agent pipeline to power scent search, recommendations or alternative-finding features without licensing or scraping a fragrance database.
Ask for editor-selected alternatives to a famous scent, steer results fresher, sweeter or darker, and compare two candidates side by side before buying.
Pull note pyramids, family classifications and character copy to support reviews, product pages and editorial content, with every answer pointing back to a 10ML guide.
Side-by-side telemetry comparison of competing AI tools in the same primary category
| Rank | AI Tool | Monthly Visits | MoM Growth | Direct traffic share | Pricing | Head-to-Head |
|---|---|---|---|---|---|---|
| ● | 10ML Perfume Finder | 0 | 0% | — | Freemium | Current |
| 1 | Scento Perfume Compendium | 567.25K | +20.9% | 21% direct | Paid, Free | vs Scento Perfume Compendium |
| 2 | You.com | 948.35K | +7% | 67% direct | Freemium | vs You.com |
| 3 | Algolia | 689.97K | -11% | 49% direct | Freemium, Contact for Pricing | vs Algolia |
| 4 | Exa | 1.06M | +16.8% | 57% direct | Freemium, Contact for Pricing | vs Exa |
| 5 | Bocha AI Search | 36.22K | -0.9% | 50% direct | Paid, Free | vs Bocha AI Search |
| 6 | Yep.com | 155.83K | +6.2% | 61% direct | Free | vs Yep.com |
A free perfume API and MCP server that gives AI assistants real fragrance knowledge
A free perfume API and MCP server that gives AI assistants real fragrance knowledge
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