A coffee expert inside your AI

Ask better coffee questions.

Bring one real coffee problem. Browse the current Wild Calf lineup, compare cost per cup, fix a brew, ask about the actual lot in your bag, run a guided tasting, or open a secure Shopify cart when you are ready.

Five honest minutes. One useful answer. Zero obligation.

Connect once.
Then just talk.

The same MCP endpoint works in supported AI hosts. ChatGPT calls this surface a custom App; Wild Calf is a public prototype, so it does not need OAuth.

Recommended now

Claude

  1. Open Settings → Connectors.
  2. Choose Add custom connector.
  3. Paste the endpoint below and enable it in a new chat.
  4. Ask: “Open the Wild Calf storefront and interview me.”
https://mcp.wildcalf.com/mcp
Claude’s connector instructions →
Public ChatGPT app

ChatGPT App

Wild Calf is approved for public use. Open the listing in a supported ChatGPT client, connect it, and start a new coffee conversation.

Voice truth: The unpublished custom app is web-only. Microphone dictation in a normal web chat may turn speech into a prompt, but do not promise an iPhone/Android or native Voice/Live custom-app conversation.

Official ChatGPT custom-app requirements →

Invite someone
to surprise it.

This is the complete invitation and field guide - not the abbreviated version. Everything shown here is included in the copy button.

Full invitation and field guide

Help us make a coffee guide worth talking to.

See connection steps

I’m testing a new Wild Calf Coffee guide inside AI chat. It can help you choose a coffee, diagnose the cup before recommending gear, explain how to brew it, answer unusually specific questions about a coffee or its current lot, learn from your tasting feedback, and build a real one-time Shopify checkout. It’ll do everything but make the coffee for you… yet.

Start here: https://mcp.wildcalf.com/

Please try to surprise it. Ask something you would never type into a normal coffee-store search box.

Wild Calf truth rule: Wild Calf’s truth rule is simple: it may use only recorded Wild Calf facts. If it does not know, it should say, “I don’t know that from Wild Calf’s recorded information yet,” and add your exact question to Dustin’s research or cupping queue instead of making up an answer.

Why give this five minutes?

This isn’t a survey, and you aren’t being asked to do Wild Calf a favor. You should get something useful first.

Bring the guide a real coffee problem: a disappointing finish, an inconsistent brewer, a coffee you cannot describe, a grinder you might - or might not - need, or a question no product page could answer.

In one conversation, it can help you:

  • Choose coffee based on how you actually drink and brew it.
  • Diagnose a disappointing cup before recommending that you buy anything.
  • Run a guided tasting and notice what changes as the coffee cools.
  • Turn a vague reaction like “something tastes off” into a useful observation.
  • Ask unusually specific questions about a coffee or lot.
  • Build a real Shopify cart without placing or charging an order.

The interesting part is what happens when it doesn’t know. Instead of inventing a confident coffee answer, it says so and puts your exact question into Dustin’s research or cupping queue.

Your question or tasting may help Wild Calf improve a coffee, correct a description, investigate an ashy finish, or explain a changing lot more accurately. Nothing you say automatically becomes marketing copy; customer insights are reviewed and curated first.

The exchange: You get better coffee decisions, fewer wasted bags, and a chance to learn something about your own taste. Wild Calf gets better questions and more honest evidence. Future customers get a smarter guide.

Give it one real problem and five honest minutes. Try to surprise it. If it hasn’t earned another five minutes by helping, teaching, saving you from an unnecessary purchase, or making you curious, you’ve done enough.

Connect it

  • Claude: Open Settings → Connectors, add a custom connector named “Wild Calf Coffee,” paste https://mcp.wildcalf.com/mcp, then start a new chat.
  • ChatGPT: Open the Wild Calf listing and connect it.
  • Talk instead of type: The unpublished custom ChatGPT app is web-only. Microphone dictation may turn speech into a prompt in a normal web chat, but do not promise a mobile or native Voice/Live custom-app conversation.

ChatGPT custom app setup

Name: Wild Calf Coffee
Description: Wild Calf's coffee guide for matching, brewing, lot questions, guided tasting, and secure Shopify carts.
MCP server URL: https://mcp.wildcalf.com/mcp
Authentication: None / No authentication (do not enable OAuth)
Expected tools: 20

An eligible workspace admin/owner or authorized user must approve Create. The Wild Calf website cannot silently install an unpublished custom app.

Give it a five-minute mission

  1. Ask for a recommendation based on how you actually brew and drink coffee.
  2. Describe a cup problem and ask for the smallest useful next step. It should be willing to recommend technique, coffee, a scale, a burr grinder, an AeroPress, or no purchase.
  3. Ask one question that depends on the coffee or lot in the bag.
  4. Say “Start tasting mode” for one coffee or a blind flight. The approved three-coffee flight can use your normal brewer, a validated simple immersion comparison, or an optional AeroPress path. No equipment is required.
  5. Share what you tasted. Describe the finish freely first, then answer the explicit ash/char/smoke check, drink-again, buy-again, brew-context, metrology/estimate, and anonymous-use questions.
  6. Build a one-time cart and confirm that the link opens a real Wild Calf Shopify checkout without placing an order by itself.
  7. Use the private contributor token to see your impact card. Optionally connect a preferred name/email; relationship, feedback follow-up, and marketing consent remain separate.

Wild questions to try

  • “I drink coffee black from a basic drip machine and hate a dry finish. Build a three-coffee flight with one likely fit, one nearby alternative, and one useful contrast.”
  • “What changed between this bag’s lot and the coffee you sold under this name before?”
  • “My first sip is sweet but the finish turns papery. Diagnose the likely brew variables one at a time.”
  • “I think this tastes ashy. Before selling me anything, give me one controlled test that could prove whether the grinder, recipe, coffee, or roast is responsible.”
  • “I own a blade grinder and my pour-overs are inconsistent. Tell me what evidence would justify a burr grinder - and tell me not to buy one if the evidence is weak.”
  • “I have no brewer and want one repeatable cup. Should I consider an AeroPress, or is there a cheaper useful first step?”
  • “Interview me about this cup without leading me. Record the finish in my words first, then check specifically for ash, smoke, char, or burnt flavor and ask whether I would drink and buy it again.”
  • “Dustin wants to know what I actually taste. Start a three-coffee blind flight, keep the labels hidden, and ask me one question at a time.”
  • “Build me a morning coffee flight from safest to strangest.”
  • “I have one mug, a kitchen scale, and no fancy brewer. Give me the least fussy recipe that still respects this coffee.”
  • “Explain this coffee to a wine person, a chocolate person, and a skeptical diner - without inventing facts.”
  • “Which customer tasting patterns are actually supported for this lot, and how many people contributed?”
  • “Ask me three questions, match me to a coffee, then load one whole-bean bag into a real checkout.”
  • “I’m cooking pancakes for six. Turn the coffee choice and recipe into a calm ten-minute plan.”
  • “What is the wildest question another customer should ask about this coffee?”

What your feedback teaches Wild Calf

Customer questions create a ranked research/cupping queue. Structured tastings create an owner-only digest by coffee and lot: sample size, repeat descriptors, rating and sensory averages, explicit ash prevalence/intensity, drink-again and buy-again rates, brew-method and roast/bag-code mix, and consent count. Raw comments never become public copy automatically.

Only Dustin can publish a customer insight. Publication requires at least three distinct consented tastings from at least three private contributor tokens, an owner-written anonymized summary, and the correct coffee/lot scope. The high-entropy token starts without identity and should be reused if the same person tastes again. A person may separately link a preferred name/email for relationship value; follow-up and marketing remain separate opt-ins. When the coffee changes, the insight can be retired instead of silently following the product name forever.

Honest limits

  • The prototype can browse, teach, record questions/feedback, and prepare a one-time Shopify cart.
  • The approved MCP-exclusive flight is three personalized 4 oz regular coffees, whole bean or one brewer-specific grind, with optional equipment. Checkout remains inactive until Wild Calf verifies current lots, Shopify variants, economics, price, terms, inventory, guided access, and real fulfillment. Do not expect a kit shipment yet.
  • Shopify owns any real payment, tax, confirmation email, inventory, shipping, and fulfillment after you continue in Shopify.
  • The MCP cannot independently send email or text, fulfill an order, or charge a card until the relevant service is connected and you have explicitly authorized the action.
  • Twilio messaging needs an owned number, consent/opt-out handling, credentials stored outside Git, and a deliberate send confirmation. It is not part of this first public prototype.
  • Recurring subscription and scan-to-refill confirmation are disabled in prototype mode; the system must never simulate a real charge or shipment.
See connection steps

What it can do

This is more than a product quiz. The guide combines the live Wild Calf catalog, real price math, original training, bag context, and a learning loop for questions the roastery cannot answer yet.

Diagnose before sellingTechnique, coffee, a scale, a grinder, an AeroPress, or no purchase - whichever is actually useful.
Price honestlyBag, delivery, monthly, and cost-per-cup comparisons using real prices.
Teach the brewHome, office, café, restaurant, convenience, and grocery training.
Know the lotSupplier/Q-grader facts, Wild Calf cuppings, substitutions, and bag-specific gaps.
Learn from youPrivate, non-leading finish and ash measurement tied to drink-again and buy-again intent - then owner-curated patterns.
Buy for realA preloaded Shopify cart; payment and fulfillment stay in Wild Calf’s secure store.

Go deeper than
one coffee chat.

Wild Calf should know when to hand you a better teacher. These are independent resources we recommend, not content we copy or authorities you must agree with.

Try something wild.

Copy one into a connected chat - or make it stranger. The best customer questions become the roastery’s next research and cupping agenda.

Powerful, with honest boundaries.

An AI tool should say exactly where its authority stops. That keeps the useful parts trustworthy.

It can

  • Read the public coffee catalog, prices, training, policies, and approved lot knowledge.
  • Diagnose a cup and recommend the smallest useful change - including no purchase.
  • Record an unanswered coffee question, private tasting observation, feature request, or concierge request.
  • Return owner-curated customer patterns without exposing raw feedback.
  • Create a one-time Shopify cart link without collecting payment or address data in the MCP.
  • Help cafés and businesses with quotes, margin math, training, safe equipment triage, and lead forms.

It cannot

  • Guess a farm, process, lot, Q score, availability, company fact, or tasting claim that is not recorded. It should say it does not know and queue the exact question for Dustin.
  • Browse private customer records or reveal a stored address.
  • Place or charge an order merely by returning a Shopify link.
  • Sell or fulfill grinders, AeroPress brewers, scales, or the not-yet-final tasting kit until those real products are connected.
  • Use the unpublished custom ChatGPT app on iPhone/Android or in native Voice/Live mode today.
  • Send real texts until the opted-in Twilio connection is enabled.
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