10ML Perfume Finder
Free perfume MCP server and fragrance API
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10ML Perfume Finder is the free perfume MCP server and fragrance API from 10ML, an online perfume shop for perfume samples and decants: a remote Model Context Protocol server at https://mcp.10ml.com/mcp that needs no API key and no sign-in.
PH · launched Oct 27, 2026 · 1 upvote (top 67%) · 0 views
Niche: mcp server developer tools · 94 launches, 6 in the last 7 days ▼ -40% · Explore this niche →
Category and tags
- Retail & commerce
- Data infrastructure
- Developer
- AI feature
- Commercial product
- Chrome Extensions
- Developer Tools
- Artificial Intelligence
Visit website ↗ Source listing ↗
Could you build this?
Partial An MCP server and fragrance API wrapper is quick to build, but the value depends on a large, accurate fragrance catalog and notes dataset that a new builder would have to create or license.
What it would actually take: Implement a remote MCP server (for example, with the TypeScript or Python SDK) exposing search, notes, and comparison tools over a database. The hard part is the fragrance dataset: thousands of perfumes with accurate notes, accords, and similarity data, which must be collected, cleaned, and maintained. This is mainly a data-acquisition problem, not an engineering one.
Competitors
Other products that read as similar to this one : 56 launches clear the similarity bar, closest 8 shown.
Attention rank: #23 of 57 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 326 days after the earliest competitor.
- scentrev-mcp · ph · 2026-10-01 · 1 upvotes · similarity 0.68
- Scento Perfume API · ph · 2026-10-27 · 3 upvotes · similarity 0.62
- Scento · ph · 2026-10-29 · 3 upvotes · similarity 0.59
- Ajmal Perfumes · ph · 2026-09-11 · 1 upvotes · similarity 0.48
- Dupejoy · ph · 2026-09-15 · 2 upvotes · similarity 0.46
- ScentHub.pk · ph · 2026-10-11 · 1 upvotes · similarity 0.46
- MissBliss Perfumes · ph · 2026-10-15 · 1 upvotes · similarity 0.45
- Olfa · ph · 2026-10-23 · 2 upvotes · similarity 0.44
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.