Skip to main content
Glama
pablopelardas

Caramelo MCP Server

Caramelo

Multi-channel chatbot for DulceGestion - a pastry shop management SaaS.

What it does

  • Answers user questions about how to use the app (RAG-powered from documentation)

  • Queries live business data (orders, stock, customers) via tool calling

  • Works on Telegram, Web Widget (embeddable), and WhatsApp (Twilio)

  • Exposes an MCP server for use with Claude Desktop/Code

Related MCP server: fichapao-mcp-server

Architecture

Channels (in/out)        Brain                  Data
+----------------+    +----------------+    +------------------+
| Telegram       |--->|                |--->| RAG (docs)       |
| Web Widget     |--->|   Bot Engine   |--->| MCP Tools        |
| WhatsApp       |--->|                |--->| Claude LLM       |
+----------------+    +----------------+    +------------------+

Adapter pattern - each layer has swappable implementations:

  • Channels: Telegram (telegraf), WebSocket (widget), WhatsApp (Twilio)

  • LLM: Claude (Anthropic API) or hardcoded (keyword matching for testing)

  • Tools: MCP registry with DulceGestion API client

Tech Stack

TypeScript, Express, telegraf, ws, @anthropic-ai/sdk, @modelcontextprotocol/sdk, Voyage AI (embeddings), vitest

Quick Start

# Install
npm install

# Configure
cp .env.example .env
# Edit .env with your keys

# Index documentation for RAG
npm run index-docs

# Run
npm run dev

Environment Variables

Variable

Description

TELEGRAM_TOKEN

Bot token from @BotFather

ANTHROPIC_API_KEY

Claude API key

VOYAGE_API_KEY

Voyage AI key (for embeddings)

DULCEGESTION_API_URL

DulceGestion API endpoint

LLM_ADAPTER

claude or hardcoded

PORT

HTTP server port (default: 3002)

SESSION_TTL_MINUTES

Chat session timeout

WIDGET_ALLOWED_ORIGIN

CORS origin for widget

Scripts

Script

Description

npm run dev

Start with hot reload

npm start

Start in production

npm test

Run tests

npm run index-docs

Generate RAG embeddings from docs/flows/

npm run mcp

Start MCP stdio server (for Claude Desktop/Code)

MCP Server

Use with Claude Desktop or Claude Code:

{
  "mcpServers": {
    "dulcegestion": {
      "command": "npx",
      "args": ["tsx", "src/mcp/server.ts"],
      "cwd": "/path/to/dulcechat",
      "env": {
        "DULCEGESTION_API_URL": "http://localhost:3001/api",
        "DULCEGESTION_AUTH_TOKEN": "your-jwt-token"
      }
    }
  }
}

Embeddable Widget

Add to any page:

<script src="https://your-server/dulcechat/widget.js" data-token="USER_JWT"></script>

Project Structure

src/
  channels/        # Messaging adapters (Telegram, Web, WhatsApp)
  llm/             # LLM adapters (Claude, hardcoded)
  mcp/             # MCP tools and server
    tools/         # Individual tool implementations
  rag/             # RAG system (chunker, embeddings, retriever)
  session/         # In-memory session store with TTL
  engine.ts        # Core orchestrator
  index.ts         # Entry point
docs/flows/        # User documentation for RAG indexing
widget/            # Embeddable chat widget (HTML + JS)

Adding New Tools

  1. Create src/mcp/tools/your-tool.ts implementing McpTool

  2. Register it in src/index.ts

  3. Automatically available in Caramelo, Claude Desktop, and Claude Code

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

Maintenance

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

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/pablopelardas/dulcechat'

If you have feedback or need assistance with the MCP directory API, please join our Discord server