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Percolate

by io.github.bguillow-rgb
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Server Details

Search the Percolate specialty coffee database: 1,100+ coffees with brew recipes and pairings.

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-03-26
URL
Repository
bguillow-rgb/percolate-mcp
GitHub Stars
0
Server Listing
percolate-mcp
ChatGPT
–
Claude
–

TDQS

A3.6/5.0

Scored across 8 tools

Disambiguation4/5

Each tool targets a distinct coffee discovery task, so most selections are clear. However, get_recommendations, what_to_brew, and trending_coffees all return coffee suggestions and could be confused without careful reading of their criteria.

Naming Consistency3/5

All names use snake_case and are readable, but verb conventions are mixed: most follow verb_noun (compare_coffees, get_coffee), while trending_coffees is a noun phrase and what_to_brew is a question-style phrase.

Tool Count5/5

Eight tools is well-scoped for a coffee discovery and recommendation server. Each tool covers a distinct exploration need without excessive fragmentation or redundancy.

Completeness4/5

Coverage is strong: search, detail, comparison, similarity, personalized recommendations, brew guidance, trending, and contextual suggestions are all present. Minor gaps include no user collection management despite trending referencing collections, and no explicit browse-by-category list, though search filters likely compensate.

Available Tools

8 tools
compare_coffeesA
Read-onlyIdempotent
Inspect

Side-by-side comparison: roast, body/acidity/sweetness, shared and distinct flavors, brew methods, and price difference.

Inputs: coffee_a (required), coffee_b (required).

dial_in_suggestionA
Read-onlyIdempotent
Inspect

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.

Inputs: coffee (required), brew_method.

find_similarA
Read-onlyIdempotent
Inspect

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.

Inputs: coffee (required), limit.

get_coffeeA
Read-onlyIdempotent
Inspect

Detailed record for one coffee: roast level, body/acidity/sweetness profile, flavor notes, suited brew methods, food and brew pairings, price, and retailer names with prices (no purchase links). Accepts a Percolate id or a name.

Inputs: id_or_name (required).

get_recommendationsB
Read-onlyIdempotent
Inspect

Personalized coffee picks from flavor preferences (e.g. 'chocolate', 'berry', 'caramel'), a budget in USD, roast preference, and the brew gear you own.

Inputs: preferences (required), limit, budget, brew_method, +1 more.

search_coffeesA
Read-onlyIdempotent
Inspect

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 retailer names with prices (no purchase links).

Inputs: limit, query, category, price_max, +3 more.

trending_coffeesA
Read-onlyIdempotent
Inspect

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.

Inputs: limit.

what_to_brewA
Read-onlyIdempotent
Inspect

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.

Inputs: mood, brew_method, time_of_day.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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