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Dc-4nderson

The Culture MCP Server

by Dc-4nderson

The Culture MCP Server

MCP server for The Culture — a fashion-focused social media app. Exposes Supabase database operations and Hugging Face model inference as MCP tools for use in Claude Code, n8n agents, and the Larry orchestrator.

Tools

DB Tools (Supabase)

Tool

Description

get_user_context

Profile + last 20 saves + last 20 likes with product_tags

get_post_context

Single post content, image_url, product_tags

get_trending_posts

Posts filtered by archetype, ordered by recency

write_message

Insert a DM into messages (used by Larry)

update_product_tags

Update a post's product_tags array

get_community_context

Community details, member count, recent posts

Model Tools (Hugging Face)

Tool

Model

Task

call_archetype_model

TheCulture-fashion-archetype-labeler

Image → style archetype

call_content_moderation

TheCulture-content-moderation-model

Text → safe/unsafe + sub_category

call_trend_forecaster

TheCulture-trend-forecasting-model

Tabular → trend lifecycle stage

call_ad_ctr_model

TheCulture-ad-ctr-model

Tabular → click probability

call_recommendation_engine

TheCulture-recommendation-engine

User + posts → ranked affinity scores

Related MCP server: mcp-n8n-builder

Running the server

This server uses the MCP Streamable HTTP transport (stateless mode). It listens on PORT (default 3000) and exposes:

  • POST /mcp — MCP JSON-RPC endpoint

  • GET /health — health check, returns {"status":"ok"}

npm install
npm run build
SUPABASE_URL=... SUPABASE_SERVICE_ROLE_KEY=... HF_TOKEN=... HF_USERNAME=Dc-4nderson npm start

For local development without a build step: npm run dev (uses tsx).

Deploying

Deploy anywhere that runs a Node HTTP server (Render, Railway, Fly.io, etc.). Set the same four env vars (SUPABASE_URL, SUPABASE_SERVICE_ROLE_KEY, HF_TOKEN, HF_USERNAME) in the platform's environment config, and make sure the platform's assigned PORT is respected (it is, via process.env.PORT).

Connecting a client (Claude Code / Claude Desktop)

Point the client at the deployed /mcp URL:

{
  "mcpServers": {
    "the-culture": {
      "url": "https://your-deployment.example.com/mcp"
    }
  }
}

Notes

  • Models not yet deployed to HF Inference Endpoints will return a 503 until deployed from their training notebooks.

  • CTR model default threshold is 0.3 (not 0.5) due to the platform's ~2.5% base click rate.

  • Recommendation engine requires user_id and post_ids that exist in the model's training data.

F
license - not found
-
quality - not tested
C
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

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