Wine Labs
Wine matching, prices, auction results, merchant comparisons, and cellar workflows. Hosted MCP with Wine Labs OAuth sign-in; data access follows your account plan.
Hosted MCP Server
npx add-mcp 'https://chat.wine-labs.com/mcp'Installs into Claude Code, Codex, Cursor and more
Documentation
Put the whole wine market inside your AI.
Ask for the same pricing, matching, auctions, market coverage, and cellar work you use Wine Labs for on the web. Then let your agent reach the underlying data directly, combine it, and do the work with you.
97
live data routes
13
intelligence families
1
secure sign-in
Wine Labs / agent run Connected
You ask
“What is Château Margaux 2015 worth today, and why?”
SourceReadResult
IdentityCanonical wine + vintageLWIN 10127812015
Market374 current observations$1,617 median
ReferenceWine Labs fair value$1,101
ContextRetail · auction · exchange3 channels
The market is asking above reference value. Use the median, not the average, because a handful of listings stretch to $8,500.
Live Claude test · 27 Aug 2026
LIVE MERCHANT OFFERSAUCTION RESULTSEXCHANGE ORDERBOOKSRESTAURANT LISTSWINE IDENTITIESPRICE HISTORYCELLAR WORKFLOWSMARKET MAPSAIRLINE LISTSLIVE MERCHANT OFFERSAUCTION RESULTSEXCHANGE ORDERBOOKSRESTAURANT LISTSWINE IDENTITIESPRICE HISTORYCELLAR WORKFLOWSMARKET MAPSAIRLINE LISTS
Watch it work
Connect it, then ask.
Under thirty seconds, sound on: an agent that can only guess, the connector going in, then three questions and what comes back.
Not just setup. Actual work.
Your Wine Labs workspace, without the clicking.
The connector is a working intelligence layer, not a chatbot shortcut. Your agent can discover the right Wine Labs operation, pull the relevant records, chain analyses across sources, and return the answer or a finished file.
01
Match anything
Turn messy wine names, vintages, bottle sizes, and merchant descriptions into canonical Wine Labs and LWIN identities.
02
Price the market
Work across merchant offers, reference prices, price history, snapshots, comparisons, and market movement.
03
Follow auctions
Search upcoming lots, inspect historical results, compare estimates, and understand the market around a bottle.
04
Process whole cellars
Submit CSV or Excel inventories for matching, pricing, enrichment, review, and a clean downloadable result.
05
See every venue
Move between retail, exchange, auction, restaurant, airline, importer, and geographic market intelligence.
06
Know the wine
Retrieve producer, region, classification, critic, vintage, format, imagery, and related-wine context.
And the catalog keeps going: portfolio holdings, trade signals, top movers, comparison distributions, restaurant listings, importer portfolios, airline lists, geographic coverage, bottle imagery, and more.
MCP billing
Use your API credits. Or one unified credit wallet.
Keep using the API allowance you already pay for, or subscribe from $25 per month for one credit balance shared across REST API calls and MCP tools.
REST API and MCP · cancel anytime · no contract
How credits are used
Credit cost by tool
Per request or batch item. The rate is the same for every payment option.
8
credits
Core
Matching, wine information, and critic scores
10
credits
Markets
Prices, listings, and restaurant lists
12
credits
Insights
Price history and trade signals
15
credits
Transactions
Auctions, exchange trades, and order books
Failed requests are refunded automatically.
Already an API customer?
Use your API credits.
API-backed MCP tools use the same Core, Market, Insights, Auction, and Exchange allowances already on your account.
Shared across REST API and MCP
Or use unified credits.
One balance works across supported REST API routes and MCP tools. Auctions and exchanges simply use slightly more credits than market data.
Monthly from $25 · overage at plan rate +20% · no separate data plans
One pool · every MCP tool
Choose only how many credits you need. Every tier includes matching, markets, auctions, exchanges, and insights. Run out mid-month and overage keeps you going at your plan rate plus 20%, up to a cap you set.
Same price curve as the API
Monthly
Hobby
562
$25/ mo
4,500 credits
Core-call equivalent
562
Overage per 1K
$6.67
All MCP data families
Monthly
Base
7.5K
$100/ mo
60,000 credits
Core-call equivalent
7,500
Overage per 1K
$2.00
All MCP data families
Popular
Starter
22.5K
$200/ mo
180,000 credits
Core-call equivalent
22,500
Overage per 1K
$1.33
All MCP data families
Monthly
Growth
81.25K
$500/ mo
650,000 credits
Core-call equivalent
81,250
Overage per 1K
$0.92
All MCP data families
Monthly
Pro
156.25K
$750/ mo
1,250,000 credits
Core-call equivalent
156,250
Overage per 1K
$0.72
All MCP data families
From question to deliverable
Ask naturally. Get something usable.
Wine Labs gives the agent the vocabulary and the underlying records. You give it the outcome.
01
“Compare my list with three competitors.”
Resolve the shops, measure shared inventory, compare prices bottle by bottle, and explain where you lead or trail.
02
“Price this 2,000-row cellar.”
Upload once, run the cellar workflow, monitor the job, and return an enriched spreadsheet, not 2,000 disconnected API calls.
03
“What changed in Bordeaux this week?”
Combine movers, price history, snapshots, auction activity, exchange signals, and merchant listings into one market brief.
04
“Find every current opportunity for this wine.”
Resolve the exact bottle, then search retail, auction, exchange, and restaurant channels without losing wine identity.
Connect your client
One endpoint. Your Wine Labs account.
Choose your AI client, add the endpoint, and sign in. OAuth connects the agent to your existing Wine Labs account and plan. No credentials in URLs or config files.
- 01Open Settings → Customize → Connectors.
- 02Choose Add custom connector and paste the Wine Labs MCP URL.
- 03Select Connect, sign in to Wine Labs, and approve access.
On Team or Enterprise, an owner must add the connector before members can connect it.
https://chat.wine-labs.com/mcp
Claude · connection
Add Wine Labs
Connect the complete Wine Labs intelligence layer.
https://chat.wine-labs.com/mcp
Add connector
Sign in
Use your existing Wine Labs account.
Approve
The client receives revocable OAuth access.
Start asking
Your account limits and access follow you.
The short version
If Wine Labs knows it, your agent can work with it.
Connect once. Then research a bottle, interrogate a market, compare a merchant, process a cellar, or build a workflow around the same intelligence that powers Wine Labs.
Need the implementation details?
Install templates, troubleshooting, OAuth discovery, and the complete API reference.