SmartDB
SmartDB is a universal multi-paradigm data-infrastructure gateway that implements the Model Context Protocol (MCP) server interface. This gateway allows MCP-compatible clients to connect and explore different data sources in a unified way.
It currently covers 6 data paradigms and 10 data sources: 5 relational databases (MySQL, PostgreSQL, Oracle, SQL Server, Dameng), KV store (Redis), document store (MongoDB), vector database (Milvus), search engine (Elasticsearch), and message queue (Apache Kafka), with 26 MCP tools in total. Tools are dynamically filtered and exposed according to the paradigm of each connection pool.
Compared to similar products, SmartDB not only provides basic database connection and exploration capabilities but also adds advanced features such as OAuth 2.0 authentication, health checks, SQL optimization, and index health detection, making database management and maintenance more secure and intelligent.
Currently Supported Databases
Tool List
There are 26 tools in total. get_db_health and get_db_version are universal tools available for every data source; the other tools are exposed according to the paradigm of the connection pool.
Relational Database Tools
KV Store Tools (Redis)
Document Store Tools (MongoDB)
Vector Store Tools (Milvus)
Search Engine Tools (Elasticsearch)
Message Queue Tools (Apache Kafka)
Usage
Environment Configuration File Description
# Database configuration file path
DATABASE_CONFIG_FILE=/Volumes/SmartDB/src/config/database_config.json
#========Server========
# Server listen host
SERVER_HOST=0.0.0.0
# Server listen port
SERVER_PORT=3000
#========OAuth2========
# OAuth2 client ID
CLIENT_ID=smart_db_client_id
# OAuth2 client secret
CLIENT_SECRET=smart_db_client_secret
# Access token expiration time (minutes)
ACCESS_TOKEN_EXPIRE_MINUTES=30
# Refresh token expiration time (days)
REFRESH_TOKEN_EXPIRE_DAYS=30
# Token encryption key
TOKEN_SECRET_KEY=smart_db_token_secret
# Username
OAUTH_USER_NAME=admin
# Password
OAUTH_USER_PASSWORD=wenb1n
Note: If you adjust the client ID and key in the oauth configuration, please also modify the corresponding configuration in the static/config file in the previous code
Database Connection Configuration Description
{
"default": {
"host": "192.168.xxx.xxx",
"port": 3306,
"user": "root",
"password": "root",
"database": "a_llm",
"role": "readonly",
"pool_size": 10,
"max_overflow": 20,
"pool_recycle": 3600,
"pool_timeout": 30,
"type": "mysql"
},
"postgresql": {
"host": "192.168.xxx.xxx",
"port": 5432,
"user": "postgres",
"password": "123456",
"database": "postgres",
"schema": "public",
"role": "readonly",
"pool_size": 5,
"max_overflow": 10,
"pool_recycle": 3600,
"pool_timeout": 30,
"type": "postgresql"
},
"oracle": {
"host": "192.168.xxx.xxx",
"port": 1521,
"user": "U_ORACLE",
"password": "123456",
"database": "123456",
"service_name": "ORCL",
"role": "readonly",
"pool_size": 5,
"max_overflow": 10,
"pool_recycle": 3600,
"pool_timeout": 30,
"type": "oracle"
},
"mssql": {
"host": "192.168.xxx.xxx",
"port": 1433,
"user": "test",
"password": "123456",
"database": "TEST",
"schema": "dbo",
"role": "readonly",
"pool_size": 5,
"max_overflow": 10,
"pool_recycle": 3600,
"pool_timeout": 30,
"type": "mssqlserver"
},
"redis": {
"host": "127.0.0.1",
"port": 6379,
"password": "your_redis_password",
"db": 0,
"role": "readonly",
"pool_size": 50,
"type": "redis"
},
"mongodb": {
"host": "127.0.0.1",
"port": 27017,
"user": "your_user",
"password": "your_password",
"database": "your_database",
"auth_source": "admin",
"role": "readonly",
"pool_size": 50,
"min_pool_size": 5,
"type": "mongodb"
},
"milvus": {
"host": "127.0.0.1",
"port": 19530,
"user": "your_user",
"password": "your_password",
"database": "default",
"role": "readonly",
"pool_size": 10,
"type": "milvus"
},
"elasticsearch": {
"host": "127.0.0.1",
"port": 9200,
"user": "your_user",
"password": "your_password",
"use_ssl": false,
"verify_certs": true,
"role": "readonly",
"pool_size": 10,
"type": "elasticsearch"
},
"kafka": {
"host": "127.0.0.1",
"port": 9092,
"user": "your_user",
"password": "your_password",
"role": "readonly",
"pool_size": 10,
"type": "kafka"
}
}
For Elasticsearch and Kafka,
user/passwordare optional: omit them for clusters without authentication. Kafka uses SASL/PLAIN when both are provided. A ready-to-use template is available atsrc/config/database_config.example.json.
- Database Connection Parameter Description
The following table details the meaning and usage of each parameter in the database connection configuration file:
- Additional Parameters for Specific Databases
- Role permission control configuration: readonly / writer / admin. For relational databases the role maps to SQL operation categories as follows:
"readonly": ["SELECT", "SHOW", "DESCRIBE", "EXPLAIN"], # readonly permission
"writer": ["SELECT", "SHOW", "DESCRIBE", "EXPLAIN", "INSERT", "UPDATE", "DELETE"], # read/write permission
"admin": ["SELECT", "SHOW", "DESCRIBE", "EXPLAIN", "INSERT", "UPDATE", "DELETE",
"CREATE", "ALTER", "DROP", "TRUNCATE"] # administrator permission
For non-relational data sources (Redis, MongoDB, Milvus, Elasticsearch, Kafka), the same three roles are enforced via a READ / WRITE / ADMIN / DANGEROUS category-based permission policy. For example, a readonly role is rejected when calling execute_mongo_write, Redis write commands, etc.
- Note
"default" is the default database connection configuration and must be configured. Other database configurations should be added as needed.
pip installation and configuration
pip install SmartDB-MCP
Parameter explanation:
--mode: transmission mode (stdio,sse,streamablehttp)--envfile: path of the environment variable file--oauth: enable OAuth authentication (currently only supported instreamablehttpmode)
Start command:
smartdb --envfile=/path/to/.env --oauth=true
Docker Startup
Quick Start
1. Build and Start Service
# Start service using docker-compose
docker-compose up -d
# Check service status
docker-compose ps
# View logs
docker-compose logs -f smartdb
2. Manual Image Building
# Build image
docker build -t smartdb-mcp:latest .
# Run container
docker run -d \
--name smartdb-mcp-server \
-p 3000:3000 \
-e DATABASE_CONFIG_FILE=/app/src/config/database_config.json \
-e CLIENT_ID=smart_db_client_id \
-e CLIENT_SECRET=smart_db_client_secret \
-e TOKEN_SECRET_KEY=your_secret_key \
-v $(pwd)/src/config:/app/src/config:ro \
-v $(pwd)/logs:/app/logs \
smartdb-mcp:latest
Code Startup
Local Development Streamable Http Mode
- Start service using uv
Add the following content to your MCP client tools, such as cursor, cline, etc.
MCP JSON as follows:
{
"mcpServers": {
"smartdb": {
"name": "smartdb",
"type": "streamableHttp",
"description": "",
"isActive": true,
"url": "http://localhost:3000/mcp/"
}
}
}
Start command:
# Download dependencies
uv sync
# Start
uv run -m core.server
# Custom env file location
uv run -m core.server --envfile /path/to/.env
Local Development SSE Mode
- Start service using uv
Add the following content to your MCP client tools, such as cursor, cline, etc.
MCP JSON as follows:
{
"mcpServers": {
"smartdb": {
"name": "smartdb",
"description": "",
"isActive": true,
"url": "http://localhost:3000/sse"
}
}
}
Start command:
# Download dependencies
uv sync
# Start
uv run -m core.server --mode sse
# Custom env file location
uv run -m core.server --mode sse --envfile /path/to/.env
Local Development STDIO Mode
Add the following content to your MCP client tools, such as cursor, cline, etc.
MCP JSON as follows:
{
"mcpServers": {
"smartdb": {
"name": "smartdb",
"type": "stdio",
"isActive": false,
"registryUrl": "",
"command": "uv",
"args": [
"--directory",
"/Volumes/python/SmartDB/",
"run",
"-m",
"core.server",
"--mode",
"stdio"
],
"env": {
"DATABASE_CONFIG_FILE": "/Volumes/database_config.json"
}
}
}
}
}
OAuth 2.0 Authentication Support
- Start authentication service. By default, it uses the built-in OAuth 2.0 password mode authentication. You can modify your own authentication service address in the env file.
uv run -m core.server --oauth=true
-
Access the authentication service at http://localhost:3000/login. Default account and password are configured in the env file.
-
Copy the token and add it to the request header, for example:
{
"mcpServers": {
"smartdb": {
"name": "smartdb",
"type": "streamableHttp",
"description": "",
"isActive": true,
"url": "http://localhost:3000/mcp/",
"headers": {
"authorization": "bearer TOKEN_VALUE"
}
}
}
}
Usage Examples
-
Query the table data of the default connection pool
-
Query the table data of the others connection pool
-
Query data from tables in other connection pools and other databases
-
Query database health status
-
Sql Optimize