ChromaDB Remote MCP Server

A Streamable HTTP MCP (Model Context Protocol) server that provides remote access to ChromaDB for AI assistants like Claude. Enables semantic search and vector database operations from mobile devices and remote locations.

Note: This project uses MCP Streamable HTTP (2025-03-26 spec). SSE transport is deprecated.

한국어 문서

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Cross-Platform AI Memory Server

Compatible with ALL major AI platforms:

• Claude (Desktop, Mobile, Code)
• Gemini (CLI, Code Assist)
• Cursor, Cline, Windsurf, VS Code Copilot
• and use Remote MCP with any other MCP-compatible client

Features

Remote MCP server that enables all Claude clients (Desktop, Code, Mobile) to access the same self-hosted ChromaDB instance.

• Shared Memory Across Devices - All Claude clients use the same ChromaDB instance
• Self-Hosted & Private - Your data stays on your infrastructure
• Remote Access - Connect from anywhere via Tailscale or public internet
• Complete ChromaDB Support - All CRUD operations via MCP tools
• REST API Proxy - Direct ChromaDB access for Python/JavaScript
• Unified Authentication - Single token protects both MCP and REST API endpoints
• Easy Deployment - One-command installation with Docker

---

Architecture

Overview

┌──────────────────────────────┐      ┌──────────────┐
│   Claude Desktop + Mobile    │      │  Claude Code │
│  (Custom Connector - synced) │      │  (CLI setup) │
└──────────────┬───────────────┘      └──────┬───────┘
               │                             │
               │     MCP Remote Connector    │
               └─────────────┬───────────────┘
                             │ HTTPS
                   ┌─────────▼──────────┐
                   │   Remote MCP       │
                   │   Server (Node.js) │
                   │                    │
                   │ • Auth Gateway     │
                   │ • MCP Protocol     │
                   │ • REST API Proxy   │
                   └─────────┬──────────┘
                             │
                   ┌─────────▼──────────┐
                   │     ChromaDB       │
                   │ (Vector Database)  │
                   │                    │
                   │ • Embeddings       │
                   │ • Collections      │
                   │ • Semantic Search  │
                   └────────────────────┘

How Clients Connect:

• Claude Desktop + Mobile: Set up once using custom connector in Claude Desktop, and it automatically syncs to the mobile app. Both share the same connection automatically.
• Claude Code: Requires separate setup using claude mcp add CLI command.

All clients access the same self-hosted ChromaDB through this remote MCP server. Vector embeddings and semantic search results persist across all platforms.

API Endpoints

Path	Purpose	Client	Authentication
/mcp	MCP Protocol	Claude Desktop/Code/Mobile	✅
/api/v2/*	ChromaDB REST API	Python	✅
/docs	Swagger UI	Browser (API docs)	✅
/openapi.json	OpenAPI Spec	API tools	✅
/health	Health check	Monitoring	❌

How It Works

1. Claude Desktop/Mobile: Add MCP server via custom connector (syncs automatically between devices)
2. Claude Code: Add MCP server using claude mcp add CLI command
3. Remote MCP Server authenticates requests and translates MCP protocol to ChromaDB operations
4. ChromaDB stores and retrieves vector embeddings for semantic search
5. Python can also access ChromaDB directly via the proxied REST API

Benefits:

• Same vector database across all clients
• Desktop and mobile share connection automatically
• Self-hosted and private
• Persistent memory across app restarts
• Single source of truth for embeddings

---

Quick Start

One-Command Installation

curl -fsSL https://raw.githubusercontent.com/meloncafe/chromadb-remote-mcp/release/scripts/install.sh | bash

This will:

1. Download docker-compose.yml and .env.example
2. Auto-detect Docker Compose command (docker-compose or docker compose)
3. Auto-generate a secure authentication token (optional)
4. Configure ChromaDB data storage location (Docker volume, local directory, or custom path)
5. Pull Docker images
6. Display your authentication token and connection URL

Manual Installation

Option 1: Docker (Recommended - Pre-built Image)

# Download configuration files
mkdir chromadb-remote-mcp && cd chromadb-remote-mcp
curl -O https://raw.githubusercontent.com/meloncafe/chromadb-remote-mcp/release/docker-compose.yml
curl -O https://raw.githubusercontent.com/meloncafe/chromadb-remote-mcp/release/.env.example

# Configure environment
cp .env.example .env
# Edit .env and set:
#   - MCP_AUTH_TOKEN (see token generation below)
#   - PORT (default: 8080)
#   - CHROMA_DATA_PATH (default: chroma-data)

# Start services
docker compose up -d
# or: docker-compose up -d (for older versions)

# Check health
curl http://localhost:8080/health

# View logs
docker compose logs -f

Option 2: Build from Source

# Clone repository
git clone https://github.com/meloncafe/chromadb-remote-mcp.git
cd chromadb-remote-mcp

# Configure environment
cp .env.example .env
# Edit .env with your configuration

# Start with docker-compose (builds image from source)
docker compose -f docker-compose.dev.yml up -d
# or: docker-compose -f docker-compose.dev.yml up -d (for older versions)

Option 3: Local Development

# Clone and install
git clone https://github.com/meloncafe/chromadb-remote-mcp.git
cd chromadb-remote-mcp
yarn install

# Configure environment
cp .env.example .env
# Edit .env file

# Build and run
yarn build
yarn start

Generate Secure Token

For production use, generate a secure token for MCP_AUTH_TOKEN in .env:

# Method 1: Node.js (Recommended)
node -e "console.log(require('crypto').randomBytes(32).toString('base64url'))"

# Method 2: OpenSSL
openssl rand -base64 32 | tr '+/' '-_' | tr -d '='

Copy the generated token and paste it into your .env file:

MCP_AUTH_TOKEN=your-generated-token-here

Server Endpoints

• MCP: http://localhost:8080/mcp (via Caddy proxy)
• Health: http://localhost:8080/health
• ChromaDB API: http://localhost:8080/api/v2/*
• Swagger UI: http://localhost:8080/docs

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Configuration

Environment Variables (.env file)

All configuration is done through the .env file. Copy .env.example to .env and customize:

cp .env.example .env

Variable	Description	Default	Required
PORT	External port (Caddy reverse proxy)	8080	No
CHROMA_DATA_PATH	ChromaDB data storage path (volume name, ./data, or absolute path)	chroma-data	No
CHROMA_HOST	ChromaDB host (internal)	chromadb	No
CHROMA_PORT	ChromaDB port (internal)	8000	No
CHROMA_TENANT	ChromaDB tenant	default_tenant	No
CHROMA_DATABASE	ChromaDB database	default_database	No
MCP_AUTH_TOKEN	Authentication token for MCP and REST API	-	Yes (for public access)
CHROMA_AUTH_TOKEN	ChromaDB auth token (if ChromaDB requires auth)	-	No
RATE_LIMIT_MAX	Max requests per IP per 15 minutes	100	No
ALLOWED_ORIGINS	Comma-separated list of allowed origins (DNS rebinding protection)	-	No
ALLOW_QUERY_AUTH	Enable authentication via query parameters (?apiKey=TOKEN)	true	No

Authentication

IMPORTANT: For public internet access (Tailscale Funnel, Cloudflare Tunnel, etc.), you must set MCP_AUTH_TOKEN in your .env file.

Generate a secure token:

# Method 1: Node.js (Recommended - from .env.example)
node -e "console.log(require('crypto').randomBytes(32).toString('base64url'))"

# Method 2: OpenSSL
openssl rand -base64 32 | tr '+/' '-_' | tr -d '='

Edit your .env file:

MCP_AUTH_TOKEN=your-generated-token-here

Then restart the services:

docker compose restart
# or: docker-compose restart

Supported authentication methods:

1. Authorization Header (Most Secure): Authorization: Bearer TOKEN

   • Recommended for API clients and automated tools
   • Compliant with MCP specification
   • Example: curl -H "Authorization: Bearer YOUR_TOKEN"

2. X-Chroma-Token Header: X-Chroma-Token: TOKEN

   • For ChromaDB Python/JavaScript libraries
   • Compatible with ChromaDB client SDKs
   • Example: client = chromadb.HttpClient(headers={"X-Chroma-Token": "TOKEN"})

3. Query Parameter (Default Enabled): ?apiKey=TOKEN

   • Required for Claude Desktop Custom Connector
   • Enables browser-based integrations
   • Enabled by default (ALLOW_QUERY_AUTH=true)
   • Set ALLOW_QUERY_AUTH=false to disable if not needed

Origin Header Validation (DNS Rebinding Protection)

The server validates the Origin header for browser requests to prevent DNS rebinding attacks. This security feature is enabled by default and protects your local MCP server from malicious websites.

Default allowed origins (always permitted):

• Localhost variants: localhost, 127.0.0.1, [::1]
• Claude.ai domains: https://claude.ai, https://api.anthropic.com

Configure additional allowed origins:

If you need to allow additional web applications or custom domains, add them to ALLOWED_ORIGINS in your .env file:

# Add additional custom domains (Claude.ai is already allowed by default)
ALLOWED_ORIGINS=https://myapp.com,https://yourdomain.com

When to configure ALLOWED_ORIGINS:

• ✅ Using Claude Desktop Custom Connector → No configuration needed (allowed by default)
• ✅ Accessing from custom web applications → Add your application's domain
• ✅ Using Swagger UI remotely → Add your server's domain
• ❌ Using Claude Code CLI → Not needed (no Origin header)
• ❌ Using Python/JavaScript clients → Not needed (no Origin header)
• ❌ Local development only → Not needed (localhost is allowed by default)

Example configurations:

# For custom web application
ALLOWED_ORIGINS=https://myapp.com,https://app.mycompany.com

# Multiple custom domains (comma-separated, spaces are trimmed)
ALLOWED_ORIGINS=https://myapp.com, https://api.example.com, https://dashboard.mycompany.com

# Leave empty if you only need Claude.ai and localhost
ALLOWED_ORIGINS=

Note: Claude.ai domains (https://claude.ai, https://api.anthropic.com) and localhost are always allowed, even if ALLOWED_ORIGINS is empty. Server-to-server requests (without Origin header) are always permitted.

Data Storage Configuration

ChromaDB data can be stored in three ways:

1. Docker volume (default): CHROMA_DATA_PATH=chroma-data

   • Managed by Docker
   • Survives container restarts
   • Use docker volume ls and docker volume inspect chroma-data to locate

2. Local directory: CHROMA_DATA_PATH=./data

   • Easy to backup and access
   • Stored in installation directory

3. Custom path: CHROMA_DATA_PATH=/path/to/data

   • Must be an absolute path
   • Useful for mounting external storage

After changing CHROMA_DATA_PATH, restart the services:

docker compose restart

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Connecting Claude

Claude Desktop + Mobile

Method 1: Custom Connector (Recommended - Pro/Team/Enterprise)

1. Open Claude Desktop → Settings → Integrations → Custom Connector
2. Click "Add Custom Server"
3. Enter:
   • Name: ChromaDB
   • URL: https://your-server.com/mcp?apiKey=YOUR_TOKEN

Note: Custom connector automatically syncs to the mobile app. Authentication is mandatory for remote access.

Method 2: mcp-remote Wrapper (Free/Pro Users)

If you don't have access to Custom Connectors, use the mcp-remote package as a workaround:

Configuration file location:

• macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
• Windows: %APPDATA%\Claude\claude_desktop_config.json

Add to configuration file:

{
  "mcpServers": {
    "chromadb": {
      "command": "npx",
      "args": ["-y", "mcp-remote", "https://your-server.com/mcp?apiKey=YOUR_TOKEN"]
    }
  }
}

Restart Claude Desktop after editing the file.

Important: Remote MCP servers cannot be configured directly in claude_desktop_config.json using streamableHttp transport. You must either use Custom Connectors or the mcp-remote wrapper package.

Claude Code

CLI Command:

# Without authentication
claude mcp add --transport http chromadb https://your-server.com/mcp

# With authentication (Query Parameter - Recommended)
claude mcp add --transport http chromadb https://your-server.com/mcp?apiKey=YOUR_TOKEN

# With authentication (Header)
claude mcp add --transport http chromadb https://your-server.com/mcp \
  --header "Authorization: Bearer YOUR_TOKEN"

# Verify
claude mcp list

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Available Tools

The MCP server provides these tools for Claude:

Collection Management

• chroma_list_collections - List all collections
• chroma_create_collection - Create a new collection
• chroma_delete_collection - Delete a collection
• chroma_get_collection_info - Get collection metadata
• chroma_get_collection_count - Get document count
• chroma_peek_collection - Preview collection contents

Document Operations

• chroma_add_documents - Add documents with embeddings
• chroma_query_documents - Semantic search (vector similarity)
• chroma_get_documents - Retrieve documents by ID or filter
• chroma_update_documents - Update existing documents
• chroma_delete_documents - Delete documents

---

Using ChromaDB from Python

The MCP server proxies all ChromaDB REST API endpoints, allowing direct access from Python clients.

Python Example

import chromadb

# HTTPS (Tailscale Funnel, public deployment)
client = chromadb.HttpClient(
    host="your-server.com",
    port=443,
    ssl=True,
    headers={
        "X-Chroma-Token": "YOUR_TOKEN"
    }
)

# Local development (HTTP)
client = chromadb.HttpClient(
    host="localhost",
    port=8080,
    ssl=False,
    headers={
        "X-Chroma-Token": "YOUR_TOKEN"
    }
)

# Usage
collection = client.create_collection("my_collection")
collection.add(
    documents=["Document 1", "Document 2"],
    ids=["id1", "id2"]
)
results = collection.query(query_texts=["query"], n_results=2)

Alternative authentication:

from chromadb.config import Settings

client = chromadb.HttpClient(
    host="your-server.com",
    port=443,
    ssl=True,
    settings=Settings(
        chroma_client_auth_provider="chromadb.auth.token_authn.TokenAuthClientProvider",
        chroma_client_auth_credentials="YOUR_TOKEN"
    )
)

API Documentation

Visit https://your-server.com/docs for Swagger UI documentation of all ChromaDB REST API endpoints.

---

Deployment

Option 1: Tailscale VPN (Recommended)

Secure access within your Tailscale network:

# Start services
docker compose up -d

# Enable Tailscale Serve (HTTPS with automatic certificates)
tailscale serve https / http://127.0.0.1:8080

# Check status
tailscale serve status

Your server is now accessible at https://your-machine.tailXXXXX.ts.net to all devices in your Tailnet.

Advantages:

• Automatic HTTPS certificates
• No public internet exposure
• Encrypted VPN tunnel
• Authentication optional (VPN provides security layer)

Option 2: Tailscale Funnel (Public Internet)

To use Claude Desktop UI Custom Connector or share publicly:

# Enable Funnel (allows public internet access)
tailscale funnel 8080 on
tailscale serve https / http://127.0.0.1:8080

# Verify Funnel is active
tailscale serve status  # Should show "Funnel on"

Warning: This exposes your server to the public internet. Authentication is mandatory! Set MCP_AUTH_TOKEN in your environment.

Disable Funnel:

tailscale funnel 8080 off

Option 3: Cloudflare Tunnel

# Install cloudflared
curl -L https://github.com/cloudflare/cloudflared/releases/latest/download/cloudflared-linux-amd64 -o cloudflared
chmod +x cloudflared

# Authenticate
./cloudflared tunnel login

# Create tunnel
./cloudflared tunnel create chroma-mcp

# Run tunnel
./cloudflared tunnel --url http://localhost:3000

Option 4: Nginx Reverse Proxy

server {
    listen 80;
    server_name your-domain.com;

    location / {
        proxy_pass http://localhost:3000;
        proxy_http_version 1.1;
        proxy_set_header Host $host;
        proxy_set_header X-Real-IP $remote_addr;
        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
        proxy_set_header X-Forwarded-Proto $scheme;
    }
}

---

Security

Code Quality & Security Analysis

This project follows strict security practices and has resolved all security issues identified by static analysis:

• ✅ Zero Active Issues: All OWASP and CWE security findings have been resolved
• 🔒 Static Analysis: Continuous monitoring with DeepSource
• 🛡️ Security Standards: Compliant with OWASP Top 10 and Node.js security best practices
• 📊 Automated Scanning: Dependabot, CodeQL, and container vulnerability scanning

For detailed security information, see Security Policy.

Security Recommendations

1. Enable Authentication for Public Access

   • Set MCP_AUTH_TOKEN when using Tailscale Funnel or public internet
   • Generate strong tokens: openssl rand -base64 32 | tr '+/' '-_' | tr -d '='
   • Rotate tokens regularly

2. Use HTTPS

   • Tailscale provides automatic HTTPS certificates
   • Use reverse proxy (Nginx/Caddy) with Let's Encrypt for other deployments

3. Prefer VPN Over Public Internet

   • Tailscale Serve (VPN-only) is more secure than Funnel (public)
   • Authentication is optional within VPN but mandatory for public access

4. Monitor Access

   # Check for unauthorized access attempts
   docker compose logs mcp-server | grep "Unauthorized"
   

5. Network Isolation

   • Keep ChromaDB on private network
   • Only expose MCP server to public internet

---

Testing

Local Testing

# Health check
curl http://localhost:3000/health

# MCP tools list
curl -X POST http://localhost:3000/mcp \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}'

# ChromaDB heartbeat
curl http://localhost:3000/api/v2/heartbeat

Remote Testing (with authentication)

# MCP endpoint (Bearer token)
curl -X POST https://your-server.com/mcp \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer YOUR_TOKEN" \
  -d '{"jsonrpc":"2.0","method":"tools/list","id":1}'

# MCP endpoint (Query parameter)
curl -X POST "https://your-server.com/mcp?apiKey=YOUR_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","method":"tools/list","id":1}'

# ChromaDB REST API
curl https://your-server.com/api/v2/heartbeat \
  -H "X-Chroma-Token: YOUR_TOKEN"

# Swagger UI (browser)
https://your-server.com/docs?apiKey=YOUR_TOKEN

---

Troubleshooting

ChromaDB Connection Failed

# Check if ChromaDB is running
curl http://localhost:8000/api/v2/heartbeat

# Start ChromaDB with Docker
docker run -d -p 8000:8000 chromadb/chroma:latest

# Check MCP server logs
docker compose logs mcp-server

MCP Server Not Responding

# Check logs
docker compose logs mcp-server

# Check port conflicts
lsof -i :3000

# Restart services
docker compose restart

Claude Desktop Connection Issues

1. Restart Claude Desktop
2. Verify URL includes /mcp path
3. Confirm transport type is streamableHttp (not sse)
4. Check authentication token if enabled
5. For Custom Connector: Ensure Tailscale Funnel is active

TLS Handshake Timeout on Local Network

If you're connecting from the same local network as the server and using Tailscale Funnel HTTPS:

Problem: TLS handshake fails with timeout when accessing https://your-server.ts.net from the same network.

Root cause: Tailscale Funnel has issues with TLS termination when clients on the same LAN try to connect via the public Funnel domain.

Solution: Use direct local network connection instead of Tailscale HTTPS:

# Remove existing configuration
claude mcp remove chromadb

# Add with local IP address
claude mcp add chromadb --transport http \
  http://192.168.x.x:8080/mcp \
  --header "Authorization: Bearer YOUR_TOKEN"

# Or use hostname if DNS resolves
claude mcp add chromadb --transport http \
  http://server-hostname:8080/mcp \
  --header "Authorization: Bearer YOUR_TOKEN"

Verification:

# Test local network connection
curl http://192.168.x.x:8080/health

# Should return: {"status":"ok","service":"chroma-remote-mcp",...}

Note: External clients should continue using Tailscale Funnel HTTPS. This issue only affects clients on the same LAN as the server.

Authentication Errors (401)

# Verify MCP_AUTH_TOKEN is set
docker compose exec mcp-server env | grep MCP_AUTH_TOKEN

# Test without token (should fail with 401)
curl -X POST https://your-server.com/mcp \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","method":"tools/list","id":1}'

# Test with correct token (should succeed)
curl -X POST https://your-server.com/mcp \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer YOUR_TOKEN" \
  -d '{"jsonrpc":"2.0","method":"tools/list","id":1}'

---

Development

Building from Source

# Clone repository
git clone https://github.com/meloncafe/chromadb-remote-mcp.git
cd chromadb-remote-mcp

# Install dependencies
yarn install

# Development mode (auto-reload)
yarn dev

# Build TypeScript
yarn build

# Type check
yarn type-check

Testing

The project includes integration tests with Docker-based E2E validation:

# Run all tests (starts services, runs tests, cleans up)
yarn test

# Run tests and keep containers running for debugging
yarn test:keep

# Manual test script with options
./scripts/test.sh --help

Integration Test Coverage:

• ✅ Health check endpoint
• ✅ Authentication (Bearer token, X-Chroma-Token, query parameter)
• ✅ MCP protocol (tools/list, tools/call)
• ✅ ChromaDB REST API proxy
• ✅ Collection CRUD operations
• ✅ Rate limiting
• ✅ Unauthorized access handling

Unit Tests:

# Run unit tests
yarn test:unit

# Run with watch mode
yarn test:unit:watch

# Run with coverage
yarn test:unit:coverage

# Run all tests (unit + integration)
yarn test:all

Unit Test Coverage:

• ✅ Authentication utilities (timing-safe comparison, buffer operations)
• ✅ Input validation (collection names, document IDs, metadata)
• ✅ Data processing (response formatting, JSON serialization)
• ✅ Error message formatting

See __tests__/README.md for detailed testing strategy.

Code Quality & Coverage

This project uses Codecov for code coverage tracking and test analytics.

Docker Development

Local Build and Test

# Build for local testing (single platform, loads to Docker)
yarn docker:build:local

# Or with script directly
./scripts/build.sh --platform linux/amd64 --load

# Test the built image
docker run -p 3000:3000 \
  -e MCP_AUTH_TOKEN=test123 \
  devsaurus/chromadb-remote-mcp:latest

Multi-Platform Build

# Build for all platforms (amd64, arm64)
yarn docker:build

# Build with custom version
./scripts/build.sh --version 1.2.3

# Build with custom repository
./scripts/build.sh --repo myuser/my-mcp --version dev

Push to Docker Hub

# Push latest tag
yarn docker:push

# Push specific version
VERSION=1.2.3 yarn docker:push

# Or with script directly
./scripts/build.sh --version 1.2.3 --push

# With custom repository
DOCKER_REPO=myuser/my-mcp ./scripts/build.sh --version 1.2.3 --push

Environment Variables for Docker Scripts:

export DOCKER_REPO=myuser/my-mcp       # Docker repository
export VERSION=1.2.3                    # Image version tag
export DOCKER_USERNAME=myuser           # For push authentication
export DOCKER_PASSWORD=mytoken          # Docker Hub token

Development Scripts

All development scripts are located in scripts/:

Script	Purpose	Usage
build.sh	Build and push Docker images	./scripts/build.sh --help
test.sh	Run integration tests	./scripts/test.sh --help
install.sh	One-command installation	curl ... | bash

Quick Development Workflow:

# 1. Make code changes
vim src/index.ts

# 2. Test locally
yarn dev

# 3. Run integration tests
yarn test

# 4. Build Docker image
yarn docker:build:local

# 5. Test Docker image
docker-compose up

# 6. If all good, build multi-platform and push
./scripts/build.sh --version 1.2.3 --push

Project Structure

chromadb-remote-mcp/
├── .github/
│   ├── ISSUE_TEMPLATE/       # GitHub issue templates
│   └── workflows/            # GitHub Actions (publish-release, security-scan, chromadb-version-check)
├── scripts/
│   ├── build.sh             # Docker build and push script (multi-platform)
│   ├── test.sh              # Integration test runner
│   └── install.sh           # One-command installation
├── src/
│   ├── index.ts             # Main server entry point
│   ├── chroma-tools.ts      # MCP tool definitions and handlers
│   └── types.ts             # TypeScript type definitions
├── docker-compose.yml       # Production (prebuilt image)
├── docker-compose.dev.yml   # Development (builds from source)
├── Dockerfile               # MCP server Docker image
├── .env.example             # Environment variables template
├── package.json             # Node.js dependencies
├── tsconfig.json            # TypeScript configuration
├── SECURITY.md              # Security policy
├── CONTRIBUTING.md          # Contribution guidelines
├── CODE_OF_CONDUCT.md       # Code of conduct
├── CHANGELOG.md             # Version history
└── LICENSE                  # MIT license

---

Contributing

Contributions are welcome! Please feel free to submit issues and pull requests.

1. Fork the repository
2. Create a feature branch (git checkout -b feature/amazing-feature)
3. Commit your changes (git commit -m 'Add amazing feature')
4. Push to the branch (git push origin feature/amazing-feature)
5. Open a Pull Request

---

License

MIT License

---

Resources

• MCP Specification
• MCP TypeScript SDK
• ChromaDB Documentation
• Tailscale Serve
• Tailscale Funnel
• Cloudflare Tunnel

---

Support

If you encounter any issues or have questions, please open an issue.