# 10ML Perfume Finder > 10ML Perfume Finder, an MCP server by 10ml.com, listed from the official MCP registry. Indexed, not reviewed: facts and our own checks, no score or ranking. Free perfume MCP server and fragrance API: 5,400+ perfumes, note pyramids, accords, similar scents. - Canonical: https://www.anchorterminal.com/tools/10ml-perfume-finder - Markdown: https://www.anchorterminal.com/tools/10ml-perfume-finder.md (~1,350 tokens) - Slim: https://www.anchorterminal.com/tools/10ml-perfume-finder.min.md (~1,280 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/tools/10ml-perfume-finder.json (this page as data, same URL with Accept: application/json) - Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt) - API: https://www.anchorterminal.com/api/v1/index.json - MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key) - Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data) - Updated: 2026-10-21 # 10ML Perfume Finder > Indexed, not reviewed: facts from the official MCP registry and our own checks. No score, grade or rank, and not in the rankings until the panel reviews it. How the index works: https://www.anchorterminal.com/indexed/ - Kind: MCP server, by 10ml.com (https://mcp.10ml.com) - Category: Work & productivity (https://www.anchorterminal.com/categories/productivity.md) - Listed because: It's published in the registry under 10ml.com, a namespace the registry only gives to whoever proves they control that domain. - What the official MCP registry says: Free perfume MCP server and fragrance API: 5,400+ perfumes, note pyramids, accords, similar scents. ## Facts - MCP registry: `com.10ml/perfume-finder` 2.4.0 - Endpoint: https://mcp.10ml.com/mcp (streamable HTTP) - Package: npm `@10ml/perfume-finder-mcp` (stdio) - Package: pypi `perfume-finder-mcp` (stdio) - Package: npm `perfume-mcp` (stdio) - Package: pypi `perfume-mcp` (stdio) - Website: https://mcp.10ml.com - PyPI downloads a week: 173 - Registry entry updated: 2026-10-21 ## Tools - Tools it lists (15, about 15,139 tokens of context, `tools/list` without credentials over MCP 2025-11-25, checked 2026-10-20 23:51 UTC): - `search_perfumes` (read-only): Search the 10ML Fragrance Index for perfumes by name, house, notes, accords, family, audience, season, occasion or style. Natural language works: 'fresh citrus… - `get_perfume` (read-only): The full Fragrance Index profile of one perfume: house, launch year, audience, family, accords, note pyramid (top, heart and base notes), best seasons and… - `compare_perfumes` (read-only): Compare 2 to 4 perfumes side by side: notes they share, notes only one has, accords, family, audience, launch year, longevity and projection, plus… - `find_similar_perfumes` (read-only): Find perfumes that smell like one the person already likes, ranked by shared notes, accords and style, each saying exactly what it shares and how close it is… - `find_perfume_alternatives` (read-only): The editors' alternatives (dupes) to a famous perfume from other houses: for each, why it is close and how close (very close, similar vibe, same spirit), plus… - `recommend_perfumes` (read-only): Personal perfume recommendations from taste: perfumes they love or dislike, notes they like or avoid, plus gender, season, occasion, style and family. Every… - `perfumes_by_note` (read-only): List the perfumes in the 10ML Fragrance Index built around a note (vanilla, oud, bergamot, tonka bean, rose, iris, leather, sandalwood...), most prominent… - `explain_note` (read-only): Explain a fragrance note: what it smells like, its family and mood, where it comes from, which notes it pairs with, similar notes, famous perfumes where it… - `get_house` (read-only): Profile of a perfume house: country, founded year, style (designer, niche, Middle Eastern, indie), what it is known for, its signature perfumes in the index… - `list_houses` (read-only): Browse the perfume houses in the 10ML Fragrance Index with country, type (designer, niche, middle-eastern, indie, celebrity), perfumes profiled and what each… - `explain_perfume_term` (read-only): Explain perfume vocabulary and fragrance families: concentrations (EDC, EDT, EDP, extrait, elixir), sillage, projection, longevity, dry down, accord,… - `suggest_layering` (read-only): Perfume layering ideas: which notes or perfumes combine well, what the combination smells like, how to spray (order, amount) and when it suits. Works from two… - `pick_for_occasion` (read-only): Perfume picks for a moment: a season, an occasion (daytime, office, casual, evening, date night, special occasion), an audience and a style, each with the… - `find_gift` (read-only): Perfume gift ideas from who the gift is for: recipient (him, her or anyone), relationship, age range, perfumes or notes they already love, style, occasion and… - `search_guides` (read-only): Find 10ML's perfume guides and articles to read or cite: how-tos (where to spray, finding a signature scent, making perfume last), notes explained, house… - How its tools read to an agent (0 errors, 2 warnings, 0 notes, about 15,139 tokens; rules at https://www.anchorterminal.com/check.md; not part of the score): - warn TC11 find_gift: 1 parameter without a description: style - warn TC14 search_perfumes: allowed values are in the description, not an enum: family - Create a video and download its frames: https://www.anchorterminal.com/assets/listing-video/index.html?listing=10ml-perfume-finder - JSON: https://www.anchorterminal.com/api/v1/tools/10ml-perfume-finder.json - Being indexed says nothing about quality, and nobody can pay for it. Ask for a review: https://www.anchorterminal.com/builders/#claiming --- Query this catalogue directly over MCP: https://www.anchorterminal.com/mcp (Streamable HTTP, no key). How: https://www.anchorterminal.com/agents/#mcp