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Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Code & DevOps

10ML Perfume Finder

Free perfume MCP server and fragrance API: 6,000+ perfumes, note pyramids, accords, similar scents.

Checks passed
14 / 22

1 failed · 7 not measured

Median response
122 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
15

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
103
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
400
Publisher identityCan the publisher be traced to its source?
312

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 107 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name 10ML Fragrance Index.

  • Pass
    Lists tools

    tools/list returned 15 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 122 ms over 2 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 136 ms over 2 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    2 of 2 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Pass
    Stable tool list

    No tool was removed and no required parameter was added in the last 30 days.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    107 of 107 parameters have a description (100%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Fail
    Website matches publisher

    The website host does not match the reverse-domain namespace.

  • Pass
    Source repo linked

    A repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-11-06T23:40:42.06647Z, within 180 days.

  • Not measured
    Open-source licence

    The GitHub licence lookup has not returned an OSI result yet.

Start using 10ML Perfume Finder

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http 10ml-perfume-finder https://mcp.10ml.com/mcp

Capabilities

Tools 15

compare_perfumes

Compare 2 to 4 perfumes or colognes side by side: notes they share, notes only one has, accords, family, audience, launch year, longevity and projection, plus plain-language differences ('A is fresher, B is sweeter and lasts longer') and how close they are overall. Use when someone is choosing between named fragrances or asks how two differ ('Sauvage vs Bleu', 'Delina or Layton', 'Aventus or Layton for summer'). Not for finding perfumes like one (use find_similar_perfumes) and not for one perfume's details (use get_perfume).

Discovered
explain_note

Explain a fragrance note or perfume ingredient: what it smells like, its family and mood, where it comes from, which notes it pairs with, similar notes, famous perfumes where it leads and a link to the 10ML note page or guide when one exists. Covers about 285 notes in many spellings and languages. Use for 'what does ambroxan smell like', 'what is oud', 'what goes with bergamot', 'is iso e super a note'. Not for listing every perfume with the note (use perfumes_by_note) and not for general terms like EDP or sillage (use explain_perfume_term).

Discovered
explain_perfume_term

Explain perfume vocabulary and fragrance families: concentrations (eau de cologne, eau de toilette, eau de parfum, extrait, elixir), sillage, projection, longevity, dry down, accord, top/heart/base notes, flanker, maceration, layering, niche vs designer, plus the 23 fragrance families (chypre, fougere, gourmand, oriental / amber...) with their key notes and example perfumes. Use for 'what is the difference between EDT and EDP', 'what is a chypre', 'what does sillage mean'. Leave term empty to list everything covered. Not for individual notes (use explain_note).

Discovered
find_gift

Perfume and fragrance 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 how adventurous to be. Each pick comes with the reason it suits them. Use for 'gift for a woman who loves Delina', 'something safe for my dad' or 'a bold present for a friend'. Not for personal taste recommendations (use recommend_perfumes) and not for classics lists (use search_perfumes with iconic true).

Discovered
find_perfume_alternatives

The editors' alternatives (dupes) to a famous perfume or cologne, from other houses: for each, why it is close and how close (very close, similar vibe, same spirit), plus the 10ML guide that compares them. Covers about 100 iconic originals such as Creed Aventus, Baccarat Rouge 540, Delina, Sauvage, Black Opium or Santal 33. For other fragrances in the index the closest options from different houses are computed from notes and accords. Use for 'dupe of X', 'alternative to X', 'what smells like X from another house'. Not for general similarity inside the index (use find_similar_perfumes) and not for free-text discovery (use search_perfumes).

Discovered
find_similar_perfumes

Find perfumes and colognes 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 (very close, similar vibe, same spirit). Works from a perfume in the index (name and house, or id) OR from free notes/accords for any other fragrance. Steer the result: fresher, sweeter, darker, lighter, longer_lasting or more_projection. Use for 'something like Baccarat Rouge 540', 'smells like Sauvage but fresher' or 'a scent with saffron and cedar'. Not for editorial dupes of a famous perfume from other houses (use find_perfume_alternatives) and not for free-text discovery (use search_perfumes).

Discovered
get_house

Profile of a perfume house or fragrance brand: country, founded year, style (designer, niche, Middle Eastern, indie), what it is known for, its signature perfumes in the index and a link to explore it at 10ML. Understands nicknames (YSL, MFK, PDM, Paco Rabanne). Use for 'tell me about Creed', 'what is Amouage known for' or 'best Dior perfumes'. Not for browsing all houses (use list_houses) and not for one perfume (use get_perfume).

Discovered
get_perfume

The full Fragrance Index profile of one perfume, cologne or fragrance: house, launch year, audience, concentration, family, accords, note pyramid (top, heart and base notes), best seasons and occasions, longevity, projection and perfumers (full profiles), the editors' character description, five similar perfumes, editorial alternatives from other houses when they exist, related 10ML guides and links. Use when you know which perfume is meant and need facts about it ('tell me about Aventus', 'what notes are in Delina', 'what does Baccarat Rouge 540 smell like'). Not for browsing (use search_perfumes), not for comparing two or more (use compare_perfumes). Unknown names return the closest matches.

Discovered
list_houses

Browse the perfume houses and fragrance brands in the 10ML Fragrance Index with country, type (designer, niche, middle-eastern, indie, celebrity), perfumes profiled and what each is known for. Filter by type, country or a name fragment. Use when someone wants to explore brands, find niche or Middle Eastern houses, or see which houses are covered. Not for one house's full profile (use get_house) and not for perfumes (use search_perfumes).

Discovered
perfumes_by_note

List the perfumes and colognes in the 10ML Fragrance Index built around a note or ingredient (vanilla, oud, bergamot, tonka bean, jasmine, patchouli, leather, sandalwood...), most prominent first, optionally only where the note sits in the top, heart or base, or for an audience, season or occasion. Spelling variants and other languages work (agarwood finds oud, Vanille finds vanilla). Use for 'perfumes with oud', 'a vanilla scent for winter' or 'bergamot-forward colognes for men'. Not for explaining what a note smells like (use explain_note) and not for several notes at once (use search_perfumes with notes_include).

Discovered
pick_for_occasion

Perfume and cologne picks for a moment: a season, an occasion (daytime, office, casual, evening, date night, special occasion), an audience and a style, each with the reason it fits. Use for 'a fresh summer office scent for men', 'date night perfume for her' or 'what fragrance to wear to a winter wedding'. Give at least one of season, occasion, gender or style. Not for taste-based matching (use recommend_perfumes), not for gifts (use find_gift) and not for classics (use search_perfumes with iconic true).

Discovered
recommend_perfumes

Personal perfume and cologne recommendations from taste: fragrances they love or dislike, notes they like or avoid, plus gender, season, occasion, style and family. Every pick says why (shared notes with a loved perfume, a liked note, fits the season). Use when someone says what they enjoy or avoid and wants suggestions ('I love Delina and vanilla, nothing too sweet, for winter evenings', 'my signature scent is Sauvage, what next'). Not for one-off filters without taste (use search_perfumes), not for a single occasion list (use pick_for_occasion) and not for gifts (use find_gift).

Discovered
search_guides

Find 10ML's perfume and fragrance guides to read or cite: how-tos (where to spray, finding a signature scent, making perfume last), notes explained, house guides, lists, and alternatives guides that compare famous perfumes with similar ones from other houses. Returns title, type and a link per locale. Use whenever you want a source to cite or a deeper read ('how to layer perfume', 'best oud perfumes', 'Creed Aventus dupes guide'). Not for facts about a perfume (use get_perfume) and not for note definitions (use explain_note).

Discovered
search_perfumes

Search the 10ML Fragrance Index for perfumes, colognes and fragrances (eau de parfum, eau de toilette, extrait) by name, house, notes, accords, family, audience, season, occasion or style. Natural language works: 'fresh citrus summer cologne for men' or 'warm vanilla scent for winter' is understood. Set iconic to true for only the editors' iconic, era-defining classics ('must-know perfumes for her', 'iconic winter scents'). Use when someone describes the scent they want, or names a perfume or house and you need matching fragrances. Not for the full profile of one known perfume (use get_perfume), not for 'something like X' (use find_similar_perfumes) and not for dupes or alternatives to a famous perfume (use find_perfume_alternatives). Returns ranked perfumes with house, year, family, accords, key notes, an editorial character line and 10ml.com links.

Discovered
suggest_layering

Perfume and fragrance 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 notes ('vanilla and citrus'), one note (what it layers with), one perfume (partners from the index) or two perfumes (does this pair work). Editorial pairings are marked 'editors'; others are marked 'suggested' and should be tested on skin. Use for 'how do I layer vanilla', 'can I layer Delina with something', 'does Sauvage layer with Aventus'. Not for choosing a single perfume (use recommend_perfumes).

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected107 ms15
Connected137 ms15