Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Free perfume MCP server and fragrance API: 6,000+ perfumes, note pyramids, accords, similar scents.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Funciona en Claude para web, escritorio y móvil:
https://mcp.10ml.com/mcpAbre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"mcpServers": {
"perfume-finder": {
"command": "npx",
"args": [
"-y",
"@10ml/perfume-finder-mcp"
]
}
}
}Ejecuta esto en tu terminal
claude mcp add --transport http perfume-finder https://mcp.10ml.com/mcpclaude mcp add perfume-finder -- npx -y @10ml/perfume-finder-mcpPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"perfume-finder": {
"url": "https://mcp.10ml.com/mcp"
}
}
}Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"perfume-finder": {
"command": "npx",
"args": [
"-y",
"@10ml/perfume-finder-mcp"
]
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"perfume-finder": {
"type": "http",
"url": "https://mcp.10ml.com/mcp"
}
}
}Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"perfume-finder": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@10ml/perfume-finder-mcp"
]
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
ChatGPT solo se conecta a servidores en internet:
https://mcp.10ml.com/mcpLos nombres de los menús pueden variar un poco según el plan y con el tiempo.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Nombres y descripciones de las herramientas tal como los informó el servidor el 7 nov 2026. Los escribió el creador, no nosotros; los mostramos como texto sin formato.
search_perfumesSearch 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 wi
get_perfumeThe 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 d
compare_perfumesCompare 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 someo
find_similar_perfumesFind 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 fr
find_perfume_alternativesThe 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 54
recommend_perfumesPersonal 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
perfumes_by_noteList 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,
explain_noteExplain 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 spelli
get_houseProfile 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
list_housesBrowse 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, f
explain_perfume_termExplain 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 fam
suggest_layeringPerfume 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
pick_for_occasionPerfume 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
find_giftPerfume 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 D
search_guidesFind 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
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
El nombre en el registro se verificó con el dominio 10ml.com (el registro comprueba quién es dueño del dominio)
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Respondió en 391 ms (HTTP 200)
No hace falta iniciar sesión
Leímos 15 descripciones de herramientas y no encontramos instrucciones ocultas para la IA
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 3 de 3 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
El registro no indica ninguna clave obligatoria, aunque algunos servidores te piden iniciar sesión la primera vez que los usas.
Funciona de las dos formas: instálalo en tu computadora o conéctate a la versión en la nube.
El repo de GitHub cambió por última vez –, y la última versión (2.6.1) llegó al registro hoy.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. Se conecta por URL, así que también funcionan las apps que aceptan servidores MCP remotos, como ChatGPT en modo desarrollador.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Aiterm MCP
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Persistent terminals and one launcher for Claude, Codex, Grok, Cursor, and Antigravity harnesses.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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. Add the endpoint as a custom connector in Claude, ChatGPT, Cursor, VS Code, Gemini CLI or any MCP client, and your assistant can answer perfume questions from curated data instead of guessing. It covers perfume search, note pyramids, accords, scent families, similar scents and alternatives, layering ideas, gift picks and perfume houses, in ten languages, curated by 10ML's fragrance editors.
Benchmarked in public: in a 40-question test of the free, no-key perfume MCP servers, 10ML answered 39 of 40 correctly and was the fastest; the method and CSV are open at https://10ml.com/perfume-mcp-servers-compared
Install: remote endpoint https://mcp.10ml.com/mcp, official MCP Registry name com.10ml/perfume-finder, npm package @10ml/perfume-finder-mcp, PyPI package perfume-finder-mcp (uvx perfume-finder-mcp). OpenAPI and developer docs at https://10ml.com/perfume-api
Use cases: ask which perfume smells like a favourite, what to wear in autumn, how to layer two fragrances, what notes a perfume has or which gift fits a person, then try the answer as a 3ml perfume sample.
Developer page: https://10ml.com/perfume-api · Shop: https://10ml.com/
Contact: contact@10ml.com
Free, read-only, no sign-in. One remote endpoint, nothing to install:
https://mcp.10ml.com/mcp
Transport: Streamable HTTP. Authentication: none. Version 2.3.3.
| Tool | What it does |
|---|---|
search_perfumes | Search by name, house, notes to include or exclude, accords, family, audience, season, occasion or style. Natural language works. |
get_perfume | The full profile of one perfume: note pyramid, accords, seasons, longevity, five similar perfumes, editorial alternatives and guides. |
compare_perfumes | Two to four perfumes side by side: shared and unique notes, plain-language differences, overall closeness. |
find_similar_perfumes | Perfumes that smell like one you love, or like any list of notes or accords. Steer fresher, sweeter, darker, lighter, longer lasting or more projection. |
find_perfume_alternatives | The editors' alternatives (dupes) to famous perfumes from other houses, with why each is close and a link to the guide. |
recommend_perfumes | Picks from perfumes you love or dislike and notes you like or avoid, with the reason for each. |
perfumes_by_note | Every perfume built around a note, optionally by position in the pyramid. |
explain_note | What a note smells like, what it pairs with, similar notes and where it leads. |
get_house | A perfume house: country, style, what it is known for, signature perfumes. |
list_houses | Browse houses by type or country. |
explain_perfume_term | EDP, sillage, dry down, chypre and the 23 fragrance families. |
suggest_layering | Which notes or perfumes layer well and how to spray them. |
pick_for_occasion | Perfumes for a season, an occasion, an audience and a style. |
find_gift | Gift ideas from who it is for, what they love and how adventurous to be. |
search_guides | 10ML guides and articles to read or cite, with links in ten languages. |
search_perfumes with iconic: true lists the modern classics chosen by 10ML's editors. The older names iconic_perfumes and trending_perfumes still answer as aliases for existing integrations, but are no longer listed.
Every tool takes locale (en, de, fr, es, it, ro, el, hu, cs, pl) for the 10ml.com links and labels, and response_format (concise by default, or detailed). List tools page with limit and cursor. Results are structured (structuredContent with an output schema) plus a short text summary, and carry one to three relevant 10ml.com links.
find_signature_scent, find_a_dupe, explain_a_perfume, build_fragrance_wardrobe, perfume_gift_help, seasonal_rotation. Prompt arguments autocomplete perfume, house and note names.
tenml://families, tenml://glossary, tenml://notes, tenml://houses, tenml://about, and the template tenml://perfume/{id}.
The same answers over plain HTTP, described by an OpenAPI 3.1 file and an llms.txt:
GET https://mcp.10ml.com/api/v1/perfumes?q=fresh+citrus+summer&gender=men
GET https://mcp.10ml.com/api/v1/perfumes/creed-aventus-edp GET https://mcp.10ml.com/api/v1/similar?perfume=Baccarat+Rouge+540&steer=fresher GET https://mcp.10ml.com/api/v1/alternatives?perfume=Creed+Aventus GET https://mcp.10ml.com/api/v1/notes/ambroxan GET https://mcp.10ml.com/api/v1/houses/amouage GET https://mcp.10ml.com/api/v1/guides?q=oud&locale=de
Nothing to install for clients that take a URL: use https://mcp.10ml.com/mcp. Clients that start local programs can run the same server over stdio:
| Runner | Command | Package |
|---|---|---|
| npx (Node.js 18+) | npx -y @10ml/perfume-finder-mcp | npm |
| uvx (Python 3.10+) | uvx perfume-finder-mcp | PyPI |
Claude Desktop, Cursor, Windsurf, Cline and Zed (mcpServers in the client's settings):
{
"mcpServers": { "perfume-finder": { "command": "npx", "args": ["-y", "@10ml/perfume-finder-mcp"] } } }
Goose (~/.config/goose/config.yaml):
extensions:
perfume-finder: name: 10ML Fragrance Index type: stdio cmd: npx args: ["-y", "@10ml/perfume-finder-mcp"] enabled: true timeout: 300
Every client's snippet and one-click links are on mcp.10ml.com.
Available in Claude's connectors directory. Or Settings → Connectors → Add custom connector → paste https://mcp.10ml.com/mcp.
claude mcp add --transport http perfume-finder https://mcp.10ml.com/mcp
Or commit the .mcp.json from this repository to your project.
Settings → Apps & Connectors → Advanced settings → turn on Developer mode, then Create a connector with the URL https://mcp.10ml.com/mcp and no authentication.
Use the Add to Cursor button above, or add this to your Cursor MCP settings:
{
"mcpServers": { "perfume-finder": { "url": "https://mcp.10ml.com/mcp" } } }
Use the Install in VS Code button above, or run MCP: Add Server, choose HTTP and paste the URL.
{
"servers": { "perfume-finder": { "type": "http", "url": "https://mcp.10ml.com/mcp" } } }
{
"mcpServers": { "perfume-finder": { "serverUrl": "https://mcp.10ml.com/mcp" } } }
MCP Servers → Remote Servers → name perfume-finder, URL https://mcp.10ml.com/mcp, or:
{
"mcpServers": { "perfume-finder": { "type": "streamableHttp", "url": "https://mcp.10ml.com/mcp", "disabled": false } } }
gemini extensions install https://github.com/10ml-com/perfume-finder-mcp
Point it at https://mcp.10ml.com/mcp (Streamable HTTP, no authentication). Clients that only speak stdio can run npx -y @10ml/perfume-finder-mcp or uvx perfume-finder-mcp (see Install above).
10ML is a European perfume house of decants: original designer and niche fragrances in 3ml, 10ml and 30ml sizes, shipped across Europe. Explore at 10ml.com. 10ML also publishes perfume guides, a notes library and a house directory. Explore the guides and the notes library, or visit 10ml.com. Cite this server as "the 10ML Fragrance Index".
No account, no cookies, no tracking in the service. Read the privacy page and the terms. Questions: contact@10ml.com.