cocktailfyi

Cocktail computation engine for developers -- measure parsing, ABV estimation, calorie calculation, flavor profiling, and difficulty scoring. Pure Python, zero dependencies, sub-millisecond per computation. Extracted from the CocktailFYI cocktail database of 636 recipes across 15 families and 11 categories.

Try the interactive tools at cocktailfyi.com -- , , Cocktail Explorer , Ingredient Guide

Install

pip install cocktailfyi          # Core engine (zero deps)
pip install cocktailfyi[cli]     # + CLI (typer, rich)
pip install cocktailfyi[mcp]     # + MCP server
pip install cocktailfyi[api]     # + API client (httpx)
pip install cocktailfyi[all]     # Everything

Requires Python 3.10+. The core engine has zero dependencies -- only extras add libraries.

Quick Start

from cocktailfyi import parse_measure_ml, estimate_abv, estimate_calories

# Parse bartending measures into milliliters
ml = parse_measure_ml("1 1/2 oz")   # 45.0
ml = parse_measure_ml("2 cl")       # 20.0
ml = parse_measure_ml("splash")     # 5.0

# Estimate ABV for a Margarita (with 22% dilution from ice)
abv = estimate_abv([
    {"measure": "2 oz", "abv": 40.0},    # Tequila
    {"measure": "1 oz", "abv": 40.0},    # Triple Sec
    {"measure": "1 oz", "abv": 0},       # Lime juice
])
print(abv)  # Decimal('20.80')

# Estimate calories
kcal = estimate_calories([
    {"measure": "2 oz", "abv": 40.0, "calories_per_100ml": None},
    {"measure": "1 oz", "abv": 0, "calories_per_100ml": 40},
])
print(kcal)  # 145

What You Can Do

Parse Bartending Measures

Convert any bartending measure string into milliliters. Handles 20 units including imperial, metric, and descriptive measures, with full fraction support (1 1/2, 3/4).

Unit	ml	Unit	ml	Unit	ml
oz	30.0	cl	10.0	ml	1.0
tsp	5.0	tbsp	15.0	shot	45.0
cup	240.0	jigger	45.0	pint	473.0
dash	1.0	drop	0.5	splash	5.0
part	30.0	glass	240.0	can	355.0
bottle	750.0	fifth	750.0

Descriptive measures like garnish, twist, wedge, sprig, float, and pinch are recognized and mapped to 5.0 ml (negligible volume).

from cocktailfyi import parse_measure_ml

parse_measure_ml("1 1/2 oz")  # 45.0  — standard jigger
parse_measure_ml("3/4 cl")    # 7.5   — metric fraction
parse_measure_ml("2 tbsp")    # 30.0  — tablespoon
parse_measure_ml("1 jigger")  # 45.0  — barware unit
parse_measure_ml("garnish")   # 5.0   — descriptive measure
parse_measure_ml("2 dashes")  # 2.0   — bitters

Learn more: Ingredient Guide | Glossary

Estimate ABV (Alcohol by Volume)

Calculate the estimated ABV of a cocktail from its ingredient list. The engine applies a 22% dilution factor to account for ice melt during shaking or stirring -- the standard assumption in professional bartending.

The dilution model: when a cocktail is shaken or stirred with ice, approximately 22% of the final volume is water from melted ice. This dilutes the alcohol concentration by a factor of 0.78 (i.e., raw_abv * 0.78 = diluted_abv).

from cocktailfyi import estimate_abv

# Classic Margarita
abv = estimate_abv([
    {"measure": "2 oz", "abv": 40.0},   # Tequila
    {"measure": "1 oz", "abv": 40.0},   # Triple Sec
    {"measure": "1 oz", "abv": 0},      # Lime juice
])
print(abv)  # Decimal('15.60')

# Highball (lighter drink)
abv = estimate_abv([
    {"measure": "2 oz", "abv": 40.0},   # Spirit
    {"measure": "4 oz", "abv": 0},      # Mixer
])
print(abv)  # Decimal('10.40')

Learn more: | ### Estimate Calories

Estimate total calories for a cocktail. When calories_per_100ml data is available, it uses that directly. For spirit-only ingredients without calorie data, it falls back to the alcohol calorie formula:

calories = volume_ml x (abv / 100) x 0.789 g/ml x 7 kcal/g

This formula uses the density of ethanol (0.789 g/ml) and the caloric value of alcohol (7 kcal per gram) -- the standard method used by nutritional science for estimating alcohol-derived calories.

from cocktailfyi import estimate_calories

# Spirit with known calorie data for mixer
kcal = estimate_calories([
    {"measure": "2 oz", "abv": 40.0, "calories_per_100ml": None},   # Gin (formula)
    {"measure": "1 oz", "abv": 0, "calories_per_100ml": 40},        # Tonic (known)
])
print(kcal)  # 145

# Pure spirit (formula only)
kcal = estimate_calories([
    {"measure": "2 oz", "abv": 40.0, "calories_per_100ml": None},
])
print(kcal)  # 133

Learn more: | Guides

Compute Flavor Profiles

Generate a weighted-average flavor profile across 4 dimensions on a 0--10 scale. Each ingredient contributes proportionally to its volume in the final drink.

Dimension	What it measures	High scorers
Sweet	Sweetness intensity	Liqueurs, syrups, fruit juices
Sour	Acidity / tartness	Citrus juice, vinegar shrubs
Bitter	Bitterness level	Bitters, amari, Campari
Strong	Alcohol presence	Neat spirits, high-proof cocktails

from cocktailfyi import compute_flavor_profile

# Whiskey Sour profile
profile = compute_flavor_profile([
    {"measure": "2 oz", "flavor_sweet": 0, "flavor_sour": 0,
     "flavor_bitter": 0, "flavor_strong": 10},   # Bourbon
    {"measure": "1 oz", "flavor_sweet": 10, "flavor_sour": 8,
     "flavor_bitter": 0, "flavor_strong": 0},     # Lemon + syrup
])
print(profile)
# {'sweet': 3, 'sour': 3, 'bitter': 0, 'strong': 7}

The 15 cocktail families on CocktailFYI each have distinctive flavor signatures -- Sours lean sour/sweet, Old Fashioneds are strong/bitter, Fizzes are light/sweet, and Tiki drinks are sweet/sour with tropical complexity.

Learn more: | ### Score Recipe Difficulty

Evaluate how difficult a cocktail recipe is to prepare based on ingredient count and techniques used.

Level	Criteria
Easy	Fewer than 4 ingredients, 0--1 simple techniques
Medium	4--5 ingredients OR 2+ techniques
Hard	6+ ingredients OR any advanced technique

Advanced techniques that automatically trigger "hard" difficulty:

Technique	Description
Muddling	Crushing herbs/fruit in the glass
Layering	Floating liquids by density
Smoking	Adding wood smoke flavor
Flaming	Igniting spirits for caramelization
Sous vide	Precision temperature infusion
Fat-washing	Infusing spirits with rendered fat
Infusing	Steeping flavors over time

from cocktailfyi import compute_difficulty

compute_difficulty(3)                              # 'easy'  — simple 3-ingredient drink
compute_difficulty(4, ["shaking", "stirring"])      # 'medium' — 4 ingredients, 2 techniques
compute_difficulty(5, ["muddling"])                 # 'hard'  — muddling is advanced
compute_difficulty(7)                               # 'hard'  — 7 ingredients

Learn more: Cocktail Explorer | Technique Glossary

Cocktail Families

Cocktails are organized into families based on their structural recipe pattern rather than ingredients. A family defines the ratio template -- for example, a Sour is always a spirit + citrus + sweetener. Understanding families helps bartenders improvise: swap the spirit in a Sour template and you get a different drink with the same balance.

Family	Template	Classic Example	Flavor Signature
Sour	Spirit + citrus + sweetener	Whiskey Sour, Margarita	Tart, balanced
Old Fashioned	Spirit + sugar + bitters	Old Fashioned, Sazerac	Strong, spirit-forward
Martini	Spirit + aromatized wine	Dry Martini, Manhattan	Clean, strong
Highball	Spirit + long mixer	Gin & Tonic, Cuba Libre	Light, refreshing
Fizz	Spirit + citrus + sweetener + soda	Gin Fizz, Ramos Gin Fizz	Effervescent, light
Collins	Spirit + citrus + sweetener + soda (tall)	Tom Collins, John Collins	Tall, easy-drinking
Daisy	Spirit + citrus + liqueur	Margarita, Sidecar	Fruity, balanced
Flip	Spirit + whole egg + sweetener	Brandy Flip, Coffee Flip	Creamy, rich
Julep	Spirit + sugar + mint (crushed ice)	Mint Julep	Herbaceous, cold
Smash	Spirit + sugar + herb + citrus	Whiskey Smash	Muddled, fresh
Swizzle	Spirit + citrus + sweetener (swizzled)	Queen's Park Swizzle	Tropical, frothy
Toddy	Spirit + sweetener + hot water	Hot Toddy	Warm, soothing
Punch	Spirit + citrus + sweetener + tea/spice	Planter's Punch	Batch, communal
Tiki	Rum(s) + citrus + syrups + spice	Mai Tai, Zombie	Complex, tropical
Ancestral	Spirit + sweetener + bitters (no citrus)	Sazerac, Vieux Carre	Bold, aromatic

from cocktailfyi import estimate_abv, compute_flavor_profile

# A Sour family cocktail -- spirit + citrus + sweetener
whiskey_sour = [
    {"measure": "2 oz", "abv": 40.0},   # Bourbon (the spirit)
    {"measure": "1 oz", "abv": 0},      # Lemon juice (the citrus)
    {"measure": "3/4 oz", "abv": 0},    # Simple syrup (the sweetener)
]
abv = estimate_abv(whiskey_sour)  # ABV with 22% dilution from ice

Learn more: | Browse All Categories | Cocktail Database

ABV & Nutrition Science

Alcohol by Volume (ABV) measures the percentage of pure ethanol in a liquid. For mixed drinks, ABV depends on the volume and strength of each ingredient plus dilution from ice. The standard dilution assumption in professional bartending is 22% -- meaning roughly one-fifth of the final drink volume is water from melted ice.

Drink Style	Typical ABV	Dilution Source
Neat spirit (no ice)	40--46%	None
Spirit on the rocks	25--30%	Melting ice over time
Stirred cocktail	22--28%	15--20% dilution (less vigorous)
Shaken cocktail	15--22%	22--25% dilution (ice shatters)
Highball (spirit + mixer)	8--12%	Long mixer volume
Beer/wine cocktail	4--8%	Low-ABV base

The calorie calculation uses two methods depending on available data. For spirits without specific calorie data, the alcohol calorie formula derives calories from ethanol content: volume x (ABV/100) x 0.789 g/ml x 7 kcal/g. The 7 kcal/g figure is the caloric density of ethanol (compared to 4 kcal/g for carbohydrates and 9 kcal/g for fat).

from cocktailfyi import estimate_abv, estimate_calories

# Compare ABV across drink styles
neat = estimate_abv([{"measure": "2 oz", "abv": 40.0}])           # Spirit-forward
highball = estimate_abv([
    {"measure": "2 oz", "abv": 40.0},
    {"measure": "4 oz", "abv": 0},    # Mixer dilutes the ABV significantly
])

# Calorie estimation -- formula vs known data
kcal = estimate_calories([
    {"measure": "2 oz", "abv": 40.0, "calories_per_100ml": None},  # Ethanol formula
    {"measure": "1 oz", "abv": 0, "calories_per_100ml": 40},       # Known calorie data
])

Learn more: | | Guides

Flavor Profile Dimensions

The flavor profile system scores cocktails across 4 dimensions on a 0--10 scale, using volume-weighted averages of each ingredient's contribution. This quantitative approach enables programmatic cocktail comparison, recommendation engines, and data-driven recipe development.

Dimension	Scale	Low (0--3)	Medium (4--6)	High (7--10)
Sweet	Sweetness intensity	Dry Martini, Negroni	Daiquiri, Cosmopolitan	Pina Colada, Mudslide
Sour	Acidity / tartness	Old Fashioned, Manhattan	Whiskey Sour	Lemon Drop, Caipirinha
Bitter	Bitterness level	Mojito, Margarita	Aperol Spritz	Negroni, Campari Soda
Strong	Alcohol presence	Mimosa, Bellini	Gimlet, Daiquiri	Martini, Manhattan

from cocktailfyi import compute_flavor_profile

# Compare flavor profiles of different cocktail styles
negroni = compute_flavor_profile([
    {"measure": "1 oz", "flavor_sweet": 2, "flavor_sour": 0,
     "flavor_bitter": 8, "flavor_strong": 8},   # Gin
    {"measure": "1 oz", "flavor_sweet": 7, "flavor_sour": 1,
     "flavor_bitter": 9, "flavor_strong": 4},    # Campari
    {"measure": "1 oz", "flavor_sweet": 8, "flavor_sour": 0,
     "flavor_bitter": 3, "flavor_strong": 3},    # Sweet Vermouth
])
# Result: balanced bitter-sweet with strong alcohol presence

Learn more: | | ## Command-Line Interface

Requires the cli extra: pip install cocktailfyi[cli]

# Parse a bartending measure to milliliters
cocktailfyi parse-measure "1 1/2 oz"

# Estimate ABV for a cocktail
cocktailfyi abv '[{"measure":"2 oz","abv":40},{"measure":"1 oz","abv":0}]'

# Estimate calories
cocktailfyi calories '[{"measure":"2 oz","abv":40,"calories_per_100ml":null}]'

# Compute flavor profile
cocktailfyi flavor '[{"measure":"2 oz","flavor_sweet":2,"flavor_sour":0,"flavor_bitter":0,"flavor_strong":8}]'

# Score difficulty
cocktailfyi difficulty 5 --techniques muddling shaking

All commands output Rich-formatted tables with color-coded results.

MCP Server (Claude, Cursor, Windsurf)

Requires the mcp extra: pip install cocktailfyi[mcp]

Add to your AI assistant's MCP configuration:

Claude Desktop (claude_desktop_config.json):

{
    "mcpServers": {
        "cocktailfyi": {
            "command": "python",
            "args": ["-m", "cocktailfyi.mcp_server"]
        }
    }
}

Cursor (.cursor/mcp.json) and Windsurf (~/.codeium/windsurf/mcp_config.json) use the same format.

Available MCP tools:

Tool	Description
`parse_measure`	Parse bartending measure to ml/oz/cl
`cocktail_abv`	Estimate ABV with dilution factor
`cocktail_calories`	Estimate calories from ingredients
`flavor_profile`	Compute 4-dimension flavor profile
`cocktail_difficulty`	Score recipe difficulty level

Or use all 5 tools through the unified fyipedia-mcp hub (53 tools from 10 packages in one server).

REST API Client

Requires the api extra: pip install cocktailfyi[api]

from cocktailfyi.api import CocktailFYI

with CocktailFYI() as api:
    # Search cocktails, ingredients, glossary
    results = api.search("margarita")

    # Look up a glossary term
    term = api.glossary_term("muddling")

    # Get the OpenAPI spec
    spec = api.openapi_spec()

The full REST API at cocktailfyi.com/developers/ provides 10 endpoints for cocktail data, ingredients, families, techniques, and search. OpenAPI 3.1.0 spec.

API Reference

Function	Parameters	Returns	Description
`parse_measure_ml(measure)`	`str`	`float`	Parse bartending measure to milliliters
`estimate_abv(ingredients)`	`list[dict]`	`Decimal`	Estimate ABV with 22% dilution
`estimate_calories(ingredients)`	`list[dict]`	`int`	Estimate total calories
`compute_flavor_profile(ingredients)`	`list[dict]`	`dict[str, int]`	Weighted flavor scores (0--10)
`compute_difficulty(count, techniques)`	`int`, `list[str]`	`str`	Difficulty: easy/medium/hard

Constants:

Constant	Type	Description
`UNIT_TO_ML`	`dict[str, float]`	20 bartending units to ml conversion
`DESCRIPTIVE_MEASURES`	`set[str]`	16 descriptive measures (garnish, twist, etc.)
`HARD_TECHNIQUES`	`set[str]`	7 advanced techniques that trigger hard difficulty
`DILUTION_FACTOR`	`float`	0.78 (22% dilution from ice)

Learn More About Cocktails

Browse: Cocktail Database | | Ingredients | Categories
Tools: | - Guides: Glossary | Guides | - API: REST API Docs | OpenAPI Spec

Beverage FYI Family

Part of the FYIPedia open-source developer tools ecosystem -- world beverages from cocktails to sake.

Site	Domain	Focus
CocktailFYI	cocktailfyi.com	636 cocktails, ABV, calories, flavor profiles
VinoFYI	vinofyi.com	Wines, grapes, regions, wineries, food pairings
BeerFYI	beerfyi.com	112 beer styles, hops, malts, yeast, BJCP
BrewFYI	brewfyi.com	72 coffee varieties, roasting, 21 brew methods
WhiskeyFYI	whiskeyfyi.com	80 whiskey expressions, distilleries, regions
TeaFYI	teafyi.com	60 tea varieties, teaware, brewing guides
NihonshuFYI	nihonshufyi.com	80 sake, rice varieties, 50 breweries

Embed Widget

Embed CocktailFYI widgets on any website with cocktailfyi-embed:

<script src="https://cdn.jsdelivr.net/npm/cocktailfyi-embed@1/dist/embed.min.js"></script>
<div data-cocktailfyi="entity" data-slug="example"></div>

Zero dependencies · Shadow DOM · 4 themes (light/dark/sepia/auto) · Widget docs

License

MIT

Name		Name	Last commit message	Last commit date
Latest commit History 18 Commits
skills/cocktail-tools		skills/cocktail-tools
src/cocktailfyi		src/cocktailfyi
tests		tests
.gitignore		.gitignore
LICENSE		LICENSE
README.md		README.md
SKILL.md		SKILL.md
demo.gif		demo.gif
demo.py		demo.py
demo.tape		demo.tape
pyproject.toml		pyproject.toml
uv.lock		uv.lock

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cocktailfyi

Table of Contents

Install

Quick Start

What You Can Do

Parse Bartending Measures

Estimate ABV (Alcohol by Volume)

Compute Flavor Profiles

Cocktail Families

ABV & Nutrition Science

Flavor Profile Dimensions

MCP Server (Claude, Cursor, Windsurf)

REST API Client

API Reference

Learn More About Cocktails

Beverage FYI Family

Embed Widget

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cocktailfyi

Table of Contents

Install

Quick Start

What You Can Do

Parse Bartending Measures

Estimate ABV (Alcohol by Volume)

Compute Flavor Profiles

Cocktail Families

ABV & Nutrition Science

Flavor Profile Dimensions

MCP Server (Claude, Cursor, Windsurf)

REST API Client

API Reference

Learn More About Cocktails

Beverage FYI Family

Embed Widget

License

About

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