Supper Club AI gives a Creative Host and an agent one shared place to turn a cultural idea into an evening you can actually host—food, drinks, music, conversation, shopping, timing, and the story connecting them.
“You bring the taste and judgment. The agent coordinates the moving pieces.”
01 / Plain English
Not an AI dinner planner. A shared workspace for cultural hosting.
Host judgment + agent coordination
A normal chat can suggest ideas. Supper Club AI gives those ideas a shared, agent-readable home. You and the agent can see the same versioned plan, change one course, and keep linked shopping and preparation work coherent.
The agent does not secretly take over. Sources and warnings remain visible, and consequential actions wait for you. You decide what belongs at your table and explicitly approve the final plan.
02 / One plan, two ways in
The website and the ChatGPT App are collaborators, not competitors.
A
Available now
The WebMCP website
Open the full visual workspace. The page exposes 28 typed WebMCP tools so an agent can create a fresh plan or update the board while you watch, review, and edit.
Best for seeing the complete run of show
Works with the public demo
Shows sources, warnings, receipts, and host controls
Open a compact interactive host-brief form inside a conversation. It creates or opens the same versioned plan, then hands you back to the full workspace when needed.
Start with a book, artist, place, era, question, or feeling—not a spreadsheet of dishes.
02
Name the real constraints
Tell the agent your guest count, budget, dietary needs, date, and the tone you want the room to hold.
03
Let the agent compose
Supper Club AI researches the theme and coordinates menu, pairings, music, shopping, and preparation.
04
Edit with taste
Keep what feels right. Replace one course, revise a pairing, or change the soundtrack without losing the evening.
05
Review the evidence
Sources, warnings, dietary labels, and every agent change stay visible on the shared planning surface.
06
Approve the useful version
Explicitly finalize the plan, then use the shopping checklist, prep timeline, private host packet, and guest-safe share kit.
04 / Beginner’s walkthrough
Start with a sentence, not a technical manual.
You can work entirely in conversation or keep the full editorial workspace open beside it. Both paths lead to the same shared plan.
Path A · recommended
Use Supper Club AI directly in ChatGPT
Choose this when the Supper Club AI connection has already been added to ChatGPT.
1
Start a new ChatGPT conversation.
2
Open the tools menu and enable the Supper Club AI connection for that conversation.
3
Describe the gathering in normal language. You do not need to know any tool names.
4
ChatGPT calls the planning tools and opens an interactive Supper Club card inside the conversation.
5
Review the host brief, save it, and use Open full workspace when you want the complete visual plan.
Path B · visual workspace
Use the website in the in-app browser
Choose this in a ChatGPT or Codex surface that supports the in-app browser and webpage tools.
1
Ask ChatGPT to open thesupperclub.app in the in-app browser.
2
Open the plan you want to revise, or begin with the reviewed example already on the page.
3
Check the black header for 28 tools live. Preview mode means that browser does not expose WebMCP tools.
4
Ask ChatGPT to use the tools on the Supper Club AI page and describe one specific change.
5
Watch the workspace update and read the receipt in Agent Marginalia before making the next change.
Copy, paste, then make it yours
Five prompts for your first supper club.
Plain language is enough. ChatGPT chooses the appropriate Supper Club AI tools.
01Start a new plan
Use Supper Club AI to create a hopeful dinner inspired by N. K. Jemisin’s The Fifth Season for six guests. Keep the total budget near $180, include one vegan guest, and include wine and zero-proof choices.
What happens: Creates a fresh plan and returns an interactive host brief plus a link to the full workspace.
02Change one dish
Keep the rest of this evening exactly as it is. Replace only the main course with a gluten-free option. Show me the candidate before changing the plan.
What happens: Searches first, preserves the other courses, and changes the shared plan only after a specific choice.
03Price the groceries
Find Kroger-family stores near ZIP 53202. Let me choose a location, then estimate the shopping-list total and tell me which matches need review.
What happens: Returns nearby locations, then a store-specific estimate with coverage, stock, promotions, and confidence.
04Build the atmosphere
Find music that moves from arrival to reflection, and find a wine plus a substantial zero-proof pairing for every food course. Do not save any choice until I review it.
What happens: Uses live or reviewed catalogs and keeps discovery separate from plan-changing selections.
05Prepare to host
Rebuild the prep timeline, organize the shopping list by dish, and prepare recipe cards for every course. Show me the ingredient scaling, dietary warnings, and authoritative sources before I approve any download.
What happens: Coordinates practical tasks and previews cook-ready cards while leaving downloads and final approval with the Creative Host.
What success looks like
Four things to check as you go.
A tool receipt
ChatGPT should say it used Supper Club AI, and the page records applied changes in Agent Marginalia.
One shared plan
The interactive card and full website should show the same title, plan ID, and latest version.
Visible uncertainty
Sources, unpriced ingredients, low-confidence matches, and dietary warnings should remain visible.
Your approval
Finalization, host-packet export, and guest-share export should wait for an explicit yes from you.
If nothing happens
Confirm the Supper Club AI connection is enabled for this conversation. On the website, “Preview mode” means the current browser cannot use page tools; use the connected ChatGPT App instead. If a plan looks old, ask ChatGPT to open its latest version.
05 / What the collaboration can do
Six parts of the evening, held in one plan.
Theme
Research a sourced cultural frame without reproducing copyrighted text.
Menu
Resolve each course independently through Spoonacular, Perplexity, then a reviewed fallback—without discarding successful courses.
Pairings
Attach wine and substantial zero-proof choices to each course.
Soundtrack
Discover sourced candidates with Perplexity, verify them with Apple Music, and show each track’s origin and evidence.
Shopping
Reconcile ingredients, find nearby Kroger-family stores, and estimate a course-linked basket with visible price confidence.
Host + guest artifacts
Preview cook-ready recipe cards, then export the private kitchen packet or a redacted guest program with social cards after approval.
06 / Active tool ledger
Every capability, named in plain sight.
The website has 28 tools for creating, composing, and exporting a plan. The ChatGPT App keeps 18 focused tools for creating, revising, pricing, and approving the same versioned plan.
Website / WebMCP28 tools
01get_party_plan
02configure_party
03research_theme
04curate_menu
05curate_pairings
06curate_soundtrack
07enrich_soundtrack_context
08find_grocery_stores
09price_shopping_list
10search_recipes
11set_menu_course
12replace_menu_course
13suggest_ingredient_substitutions
14create_prep_timeline
15search_wines
16set_wine_pairing
17create_zero_proof_pairings
18search_music
19refresh_music_metadata
20create_shopping_list
21finalize_party_plan
22preview_guest_share_kit
23export_guest_share_kit
24export_host_packet
25create_party_plan
26price_recipe_candidates
27prepare_recipe_cards
28export_recipe_packet
ChatGPT / MCP App18 tools
01create_party_plan
02get_party_plan
03configure_party
04find_grocery_stores
05price_shopping_list
06search_recipes
07price_recipe_candidates
08prepare_recipe_cards
09set_menu_course
10replace_menu_course
11suggest_ingredient_substitutions
12create_prep_timeline
13search_wines
14set_wine_pairing
15create_zero_proof_pairings
16search_music
17refresh_music_metadata
18finalize_party_plan
Website tool 25, create_party_plan, starts a fresh plan, activates its new plan ID, and reports which source supplied each section. Starter, main, and dessert each follow Spoonacular → Perplexity → reviewed fallback independently, so a missing course does not erase successful live choices. For music, Perplexity proposes 6–8 candidates tied to real search-result IDs; Apple Music verifies artist and title, four tracks are selected for the dinner arc, and reviewed anchors fill only open slots. Optional Discogs context and per-track origin and verification receipts remain visible. Tool 26,price_recipe_candidates, tests searched recipes against a host-selected Kroger location and only marks an estimate within cap when every ingredient is priced. Tools 27 and 28 prepare and export source-aware recipe cards: a combined kitchen PDF, one card per dish, and a provenance manifest. Source-linked recipes retain an original functional preparation outline and send the host to the authoritative source for exact method, heat, timing, and doneness. Search, lookup, and guest-share preview tools are read-only. Plan changes use version checks; finalization and artifact downloads wait for explicit host approval.
07 / Connect the ChatGPT App
The interactive app is live inside ChatGPT.
The Cloudflare endpoint delivers the interactive widget and 18 tools through MCP Apps. Add the endpoint in ChatGPT Developer mode; opening `widget.html` directly with a `file://` URL still leaves it without a host or tool results.
npx @modelcontextprotocol/inspector@latest
Connect to: https://supper-club-ai-mcp.tarikjmoody.workers.dev/mcp
1
In ChatGPT, enable Developer mode under Settings → Security and login.
2
Open ChatGPT Plugins, select the plus button, and add the public Supper Club AI endpoint ending in /mcp.
3
Review the 18 discovered tools, then enable the Supper Club AI connection in a new conversation.
4
Ask ChatGPT to create a plan from your book, artist, place, era, question, or feeling.
5
Use the interactive form to revise guests, budget, dietary needs, date, and tone without editing JSON.
6
Open the full workspace from the app whenever you want the complete run of show, shopping ledger, or host packet.
Connecting it to ChatGPT
ChatGPT requires a public HTTPS MCP endpoint or a supported secure development tunnel. In ChatGPT, enable Developer mode under Settings → Security and login, then add the endpoint—including `/mcp`—from the Plugins page. Availability can depend on your account or workspace policy.
Verify ingredient labels, allergens, and kitchen cross-contact.
Review cultural framing and source attribution before sharing it.
Confirm finalization, playlist saving, shopping, or other external actions.
Treat anonymous plan links like access links; do not place private information in them.
09 / Why this matters
Make ambitious gatherings possible without turning the host into a project manager.
Supper Club AI turns cultural inspiration into a coordinated, hostable experience by giving people and agents one shared, agent-readable workspace—reducing the fragmented research and manual reconciliation that make ambitious gatherings difficult to produce.
For Creative Hosts
From inspiration to a hostable evening.
Preserve your taste and judgment while the workspace coordinates the moving pieces around them.
For Guests
Hospitality decisions stay visible.
Dietary needs, zero-proof choices, provenance, warnings, and uncertainty remain available for review.
For Local Retailers
Discovery can become a useful store visit.
Bookstores, wine shops, and grocers can connect a cultural plan to relevant inventory, pricing, and reviewable offers.
What agent-readable changesHost asks for one precise changeWebMCP updates the typed planLinked work stays coordinatedThe receipt remains visible
10 / Where this can go
A new kind of storefront experience.
Wine shops and independent grocers could embed Supper Club AI so a shopping list becomes a guided store experience. Location search, retailer package matching, stock, promotions, confidence, and basket estimates are live today through Kroger. Store-specific discounts, coupons, bottle inventory, and a reviewable cart remain roadmap tools; any purchase would still require the host’s explicit confirmation.