Percolate
Query the Percolate specialty coffee database — 1,100+ curated coffees with roast level, body/acidity/sweetness profiles, flavour notes, suited brew methods…
What it can do
- Search Coffees: Search 1,100+ curated specialty coffees in the Percolate database. Filter by category (espresso, single_origin, blend, decaf, dark), roast level, brew method, and price (USD). Returns
- Get Coffee: Detailed record for one coffee: roast level, body/acidity/sweetness profile, flavor notes, suited brew methods, food and brew pairings, price, and retailer links. Accepts a Percolate id or
- Find Similar: Coffees with a similar profile to a given one, ranked by shared flavor notes and roast/body/acidity/sweetness proximity. Deterministic scoring over Percolate's structured tasting data.
What data it sees
Do you need an account
No: the server works without sign-in
Query the Percolate specialty coffee database — 1,100+ curated coffees with roast level, body/acidity/sweetness profiles, flavour notes, suited brew methods and food pairings.
Search with category, roast, brew-method and price filters; pull a full record for one coffee; find similar coffees; get recommendations from the flavours you like, a budget and the gear you own; or get a dial-in starting point (dose, yield, time, grind) for a given coffee and brew method.
All scoring is deterministic — no AI runs inside the server, so the same question returns the same ranked answer. Every response carries source attribution and a data-freshness date. Read-only, no API key required.
Server tool list (8)
Raw names from tools/list. Only developers need these.
| search_coffees | Search 1,100+ curated specialty coffees in the Percolate database. Filter by category (espresso, single_origin, blend, decaf, dark), roast level, brew method, and price (USD). Returns tasting profiles, brew methods, and where-to-buy links. |
| get_coffee | Detailed record for one coffee: roast level, body/acidity/sweetness profile, flavor notes, suited brew methods, food and brew pairings, price, and retailer links. Accepts a Percolate id or a name. |
| find_similar | Coffees with a similar profile to a given one, ranked by shared flavor notes and roast/body/acidity/sweetness proximity. Deterministic scoring over Percolate's structured tasting data. |
| get_recommendations | Personalized coffee picks from flavor preferences (e.g. 'chocolate', 'berry', 'caramel'), a budget in USD, roast preference, and the brew gear you own. |
| compare_coffees | Side-by-side comparison: roast, body/acidity/sweetness, shared and distinct flavors, brew methods, and price difference. |
| trending_coffees | Coffees Percolate users are adding to their collections most over the last 30 days (falls back to catalog popularity when live activity data is unavailable). The method used is labeled in the response. |
| dial_in_suggestion | Brew guidance for a specific coffee: curated recipes from the Percolate catalog (ratio, temperature, grind) when available, or a roast-based starting point. Optionally scoped to your brew method. |
| what_to_brew | A coffee suggestion for right now, based on time of day (evening picks lean decaf), mood, and the brew method you're using — scored over Percolate's tasting profiles. |