Connect ClickHouse to your AI assistants. Built for the Model Context Protocol to enhance AI capabilities. Python-based implementation.
Documentation
ClickHouse MCP Server
An MCP server for ClickHouse.
Features
ClickHouse Tools
run_query- Execute SQL queries on your ClickHouse cluster.
- Input:
query(string): The SQL query to execute. - Queries run in read-only mode by default (
CLICKHOUSE_ALLOW_WRITE_ACCESS=false), but writes can be enabled explicitly if needed.
list_databases- List all databases on your ClickHouse cluster.
list_tables- List tables in a database with pagination.
- Required input:
database(string). - Optional inputs:
like/not_like(string): ApplyLIKEorNOT LIKEfilters to table names.page_token(string): Token returned by a previous call for fetching the next page.page_size(int, default50): Number of tables returned per page.include_detailed_columns(bool, defaulttrue): Whenfalse, omits column metadata for lighter responses while keeping the fullcreate_table_query.- Response shape:
tables: Array of table objects for the current page.next_page_token: Pass this value back to fetch the next page, ornullwhen there are no more tables.total_tables: Total count of tables that match the supplied filters.
chDB Tools
run_chdb_select_query- Execute SQL queries using chDB's embedded ClickHouse engine.
- Input:
query(string): The SQL query to execute. - Query data directly from various sources (files, URLs, databases) without ETL processes.
Health Check Endpoint
When running with HTTP or SSE transport, a health check endpoint is available at /health. This endpoint:
- Returns
200 OKwith the ClickHouse version if the server is healthy and can connect to ClickHouse - Returns
503 Service Unavailableif the server cannot connect to ClickHouse
Example:
curl http://localhost:8000/health
# Response: OK - Connected to ClickHouse 24.3.1Security
Authentication for HTTP/SSE Transports
When using HTTP or SSE transport, authentication is required by default. The stdio transport (default) does not require authentication as it only communicates via standard input/output.
Setting Up Authentication
1. Generate a secure token (can be any random string):
# Using uuidgen (macOS/Linux)
uuidgen
# Using openssl
openssl rand -hex 322. Configure the server with the token:
export CLICKHOUSE_MCP_AUTH_TOKEN="your-generated-token"3. Configure your MCP client to include the token in requests:
For Claude Desktop with HTTP/SSE transport:
{
"mcpServers": {
"mcp-clickhouse": {
"url": "http://127.0.0.1:8000",
"headers": {
"Authorization": "Bearer your-generated-token"
}
}
}
}For command-line tools:
curl -H "Authorization: Bearer your-generated-token" http://localhost:8000/healthDevelopment Mode (Disabling Authentication)
For local development and testing only, you can disable authentication by setting:
export CLICKHOUSE_MCP_AUTH_DISABLED=trueWARNING: Only use this for local development. Do not disable authentication when the server is exposed to any network.
Configuration
This MCP server supports both ClickHouse and chDB. You can enable either or both depending on your needs.
1. Open the Claude Desktop configuration file located at:
- On macOS:
~/Library/Application Support/Claude/claude_desktop_config.json - On Windows:
%APPDATA%/Claude/claude_desktop_config.json
2. Add the following:
{
"mcpServers": {
"mcp-clickhouse": {
"command": "uv",
"args": [
"run",
"--with",
"mcp-clickhouse",
"--python",
"3.10",
"mcp-clickhouse"
],
"env": {
"CLICKHOUSE_HOST": "",
"CLICKHOUSE_PORT": "",
"CLICKHOUSE_USER": "",
"CLICKHOUSE_PASSWORD": "",
"CLICKHOUSE_ROLE": "",
"CLICKHOUSE_SECURE": "true",
"CLICKHOUSE_VERIFY": "true",
"CLICKHOUSE_CONNECT_TIMEOUT": "30",
"CLICKHOUSE_SEND_RECEIVE_TIMEOUT": "30"
}
}
}
}Update the environment variables to point to your own ClickHouse service.
Or, if you'd like to try it out with the ClickHouse SQL Playground, you can use the following config:
{
"mcpServers": {
"mcp-clickhouse": {
"command": "uv",
"args": [
"run",
"--with",
"mcp-clickhouse",
"--python",
"3.10",
"mcp-clickhouse"
],
"env": {
"CLICKHOUSE_HOST": "sql-clickhouse.clickhouse.com",
"CLICKHOUSE_PORT": "8443",
"CLICKHOUSE_USER": "demo",
"CLICKHOUSE_PASSWORD": "",
"CLICKHOUSE_SECURE": "true",
"CLICKHOUSE_VERIFY": "true",
"CLICKHOUSE_CONNECT_TIMEOUT": "30",
"CLICKHOUSE_SEND_RECEIVE_TIMEOUT": "30"
}
}
}
}For chDB (embedded ClickHouse engine), add the following configuration:
{
"mcpServers": {
"mcp-clickhouse": {
"command": "uv",
"args": [
"run",
"--with",
"mcp-clickhouse",
"--python",
"3.10",
"mcp-clickhouse"
],
"env": {
"CHDB_ENABLED": "true",
"CLICKHOUSE_ENABLED": "false",
"CHDB_DATA_PATH": "/path/to/chdb/data"
}
}
}
}You can also enable both ClickHouse and chDB simultaneously:
{
"mcpServers": {
"mcp-clickhouse": {
"command": "uv",
"args": [
"run",
"--with",
"mcp-clickhouse",
"--python",
"3.10",
"mcp-clickhouse"
],
"env": {
"CLICKHOUSE_HOST": "",
"CLICKHOUSE_PORT": "",
"CLICKHOUSE_USER": "",
"CLICKHOUSE_PASSWORD": "",
"CLICKHOUSE_SECURE": "true",
"CLICKHOUSE_VERIFY": "true",
"CLICKHOUSE_CONNECT_TIMEOUT": "30",
"CLICKHOUSE_SEND_RECEIVE_TIMEOUT": "30",
"CHDB_ENABLED": "true",
"CHDB_DATA_PATH": "/path/to/chdb/data"
}
}
}
}3. Locate the command entry for uv and replace it with the absolute path to the uv executable. This ensures that the correct version of uv is used when starting the server. On a mac, you can find this path using which uv.
4. Restart Claude Desktop to apply the changes.
Optional Write Access
By default, this MCP enforces read-only queries so that accidental mutations cannot happen during exploration. To allow DDL or INSERT/UPDATE statements, set the CLICKHOUSE_ALLOW_WRITE_ACCESS environment variable to true. The server keeps enforcing read-only mode if the ClickHouse instance itself disallows writes.
Destructive Operation Protection
Even when write access is enabled (CLICKHOUSE_ALLOW_WRITE_ACCESS=true), destructive operations (DROP TABLE, DROP DATABASE, DROP VIEW, DROP DICTIONARY, TRUNCATE TABLE) require an additional opt-in flag for safety. This prevents accidental data deletion during AI exploration.
To enable destructive operations, set both flags:
"env": {
"CLICKHOUSE_ALLOW_WRITE_ACCESS": "true",
"CLICKHOUSE_ALLOW_DROP": "true"
}This two-tier approach ensures that accidental drops are very difficult:
- Write operations (INSERT, UPDATE, CREATE) require
CLICKHOUSE_ALLOW_WRITE_ACCESS=true - Destructive operations (DROP, TRUNCATE) additionally require
CLICKHOUSE_ALLOW_DROP=true
Running Without uv (Using System Python)
If you prefer to use the system Python installation instead of uv, you can install the package from PyPI and run it directly:
1. Install the package using pip:
python3 -m pip install mcp-clickhouseTo upgrade to the latest version:
python3 -m pip install --upgrade mcp-clickhouse2. Update your Claude Desktop configuration to use Python directly:
{
"mcpServers": {
"mcp-clickhouse": {
"command": "python3",
"args": [
"-m",
"mcp_clickhouse.main"
],
"env": {
"CLICKHOUSE_HOST": "",
"CLICKHOUSE_PORT": "",
"CLICKHOUSE_USER": "",
"CLICKHOUSE_PASSWORD": "",
"CLICKHOUSE_SECURE": "true",
"CLICKHOUSE_VERIFY": "true",
"CLICKHOUSE_CONNECT_TIMEOUT": "30",
"CLICKHOUSE_SEND_RECEIVE_TIMEOUT": "30"
}
}
}
}Alternatively, you can use the installed script directly:
{
"mcpServers": {
"mcp-clickhouse": {
"command": "mcp-clickhouse",
"env": {
"CLICKHOUSE_HOST": "",
"CLICKHOUSE_PORT": "",
"CLICKHOUSE_USER": "",
"CLICKHOUSE_PASSWORD": "",
"CLICKHOUSE_SECURE": "true",
"CLICKHOUSE_VERIFY": "true",
"CLICKHOUSE_CONNECT_TIMEOUT": "30",
"CLICKHOUSE_SEND_RECEIVE_TIMEOUT": "30"
}
}
}
}Note: Make sure to use the full path to the Python executable or the mcp-clickhouse script if they are not in your system PATH. You can find the paths using:
which python3for the Python executablewhich mcp-clickhousefor the installed script
Custom Middleware
You can add custom middleware to the MCP server without modifying the source code. FastMCP provides a middleware system that allows you to intercept and process MCP protocol messages (tool calls, resource reads, prompts, etc.).
How to Use
1. Create a Python module with middleware classes extending Middleware and a setup_middleware(mcp) function:
# my_middleware.py
import logging
from fastmcp.server.middleware import Middleware, MiddlewareContext, CallNext
logger = logging.getLogger("my-middleware")
class LoggingMiddleware(Middleware):
"""Log all tool calls."""
async def on_call_tool(self, context: MiddlewareContext, call_next: CallNext):
tool_name = context.message.name if hasattr(context.message, 'name') else 'unknown'
logger.info(f"Calling tool: {tool_name}")
result = await call_next(context)
logger.info(f"Tool {tool_name} completed")
return result
def setup_middleware(mcp):
"""Register middleware with the MCP server."""
mcp.add_middleware(LoggingMiddleware())2. Set the MCP_MIDDLEWARE_MODULE environment variable to the module name (without .py extension):
{
"mcpServers": {
"mcp-clickhouse": {
"command": "uv",
"args": ["run", "--with", "mcp-clickhouse", "--python", "3.10", "mcp-clickhouse"],
"env": {
"CLICKHOUSE_HOST": "",
"CLICKHOUSE_USER": "",
"CLICKHOUSE_PASSWORD": "",
"MCP_MIDDLEWARE_MODULE": "my_middleware"
}
}
}
}3. Ensure your middleware module is in Python's import path (e.g., in the same directory where the MCP server runs, or installed as a package).
Example Middleware
An example middleware module is provided in example_middleware.py showing common patterns:
- Logging all MCP requests
- Logging tool calls specifically
- Measuring request processing time
To use the example:
"env": {
"MCP_MIDDLEWARE_MODULE": "example_middleware"
}Middleware Capabilities
The Middleware base class provides hooks for different MCP operations:
on_message(context, call_next)- Called for all messageson_request(context, call_next)- Called for all requestson_notification(context, call_next)- Called for all notificationson_call_tool(context, call_next)- Called when a tool is executedon_read_resource(context, call_next)- Called when a resource is readon_get_prompt(context, call_next)- Called when a prompt is retrievedon_list_tools(context, call_next)- Called when listing toolson_list_resources(context, call_next)- Called when listing resourceson_list_resource_templates(context, call_next)- Called when listing resource templateson_list_prompts(context, call_next)- Called when listing prompts
Each hook receives a MiddlewareContext object containing the message and metadata, and a call_next function to continue the pipeline.
Dynamic Client Configuration via Context State
Middleware can override ClickHouse client configuration on a per-request basis using the CLIENT_CONFIG_OVERRIDES_KEY context state key. The server merges these overrides with the base configuration from environment variables.
from fastmcp.server.dependencies import get_context
from mcp_clickhouse.mcp_server import CLIENT_CONFIG_OVERRIDES_KEY
ctx = get_context()
ctx.set_state(CLIENT_CONFIG_OVERRIDES_KEY, {
"connect_timeout": 60,
"send_receive_timeout": 120
})This enables advanced use cases like dynamic timeout adjustments, tenant-specific routing, or per-user connection settings.
Development
1. In test-services directory run docker compose up -d to start the ClickHouse cluster.
2. Add the following variables to a .env file in the root of the repository.
*Note: The use of the default user in this context is intended solely for local development purposes.*
CLICKHOUSE_HOST=localhost
CLICKHOUSE_PORT=8123
CLICKHOUSE_USER=default
CLICKHOUSE_PASSWORD=clickhouse3. Run uv sync to install the dependencies. To install uv follow the instructions here. Then do source .venv/bin/activate.
4. For easy testing with the MCP Inspector, run fastmcp dev mcp_clickhouse/mcp_server.py to start the MCP server.
5. To test with HTTP transport and the health check endpoint:
# For development, disable authentication
CLICKHOUSE_MCP_SERVER_TRANSPORT=http CLICKHOUSE_MCP_AUTH_DISABLED=true python -m mcp_clickhouse.main
# Or with authentication (generate a token first)
CLICKHOUSE_MCP_SERVER_TRANSPORT=http CLICKHOUSE_MCP_AUTH_TOKEN="your-token" python -m mcp_clickhouse.main
# Then in another terminal:
# Without auth (if disabled):
curl http://localhost:8000/health
# With auth:
curl -H "Authorization: Bearer your-token" http://localhost:8000/healthEnvironment Variables
The following environment variables are used to configure the ClickHouse and chDB connections:
ClickHouse Variables
##### Required Variables
CLICKHOUSE_HOST: The hostname of your ClickHouse serverCLICKHOUSE_USER: The username for authenticationCLICKHOUSE_PASSWORD: The password for authentication
[!CAUTION]
It is important to treat your MCP database user as you would any external client connecting to your database, granting only the minimum necessary privileges required for its operation. The use of default or administrative users should be strictly avoided at all times.
##### Optional Variables
CLICKHOUSE_PORT: The port number of your ClickHouse server- Default:
8443if HTTPS is enabled,8123if disabled - Usually doesn't need to be set unless using a non-standard port
CLICKHOUSE_ROLE: The role to use for authentication- Default: None
- Set this if your user requires a specific role
CLICKHOUSE_SECURE: Enable/disable HTTPS connection- Default:
"true" - Set to
"false"for non-secure connections CLICKHOUSE_VERIFY: Enable/disable SSL certificate verification- Default:
"true" - Set to
"false"to disable certificate verification (not recommended for production) - TLS certificates: The package uses your operating system trust store for TLS certificate verification via
truststore. We calltruststore.inject_into_ssl()at startup to ensure proper certificate handling. Python’s default SSL behavior is used as a fallback only if an unexpected error occurs. CLICKHOUSE_CONNECT_TIMEOUT: Connection timeout in seconds- Default:
"30" - Increase this value if you experience connection timeouts
CLICKHOUSE_SEND_RECEIVE_TIMEOUT: Send/receive timeout in seconds- Default:
"300" - Increase this value for long-running queries
CLICKHOUSE_DATABASE: Default database to use- Default: None (uses server default)
- Set this to automatically connect to a specific database
CLICKHOUSE_MCP_SERVER_TRANSPORT: Sets the transport method for the MCP server.- Default:
"stdio" - Valid options:
"stdio","http","sse". This is useful for local development with tools like MCP Inspector. CLICKHOUSE_MCP_BIND_HOST: Host to bind the MCP server to when using HTTP or SSE transport- Default:
"127.0.0.1" - Set to
"0.0.0.0"to bind to all network interfaces (useful for Docker or remote access) - Only used when transport is
"http"or"sse" CLICKHOUSE_MCP_BIND_PORT: Port to bind the MCP server to when using HTTP or SSE transport- Default:
"8000" - Only used when transport is
"http"or"sse" CLICKHOUSE_MCP_QUERY_TIMEOUT: Timeout in seconds for SELECT tools- Default:
"30" - Increase this if you see
Query timed out after ...errors for heavy queries CLICKHOUSE_MCP_AUTH_TOKEN: Authentication token for HTTP/SSE transports- Default: None
- Required when using HTTP or SSE transport (unless
CLICKHOUSE_MCP_AUTH_DISABLED=true) - Generate using
uuidgenoropenssl rand -hex 32 - Clients must send this token in the
Authorization: Bearerheader CLICKHOUSE_MCP_AUTH_DISABLED: Disable authentication for HTTP/SSE transports- Default:
"false"(authentication is enabled) - Set to
"true"to disable authentication for local development/testing only - WARNING: Only use for local development. Do not disable when exposed to networks
CLICKHOUSE_ENABLED: Enable/disable ClickHouse functionality- Default:
"true" - Set to
"false"to disable ClickHouse tools when using chDB only CLICKHOUSE_ALLOW_WRITE_ACCESS: Allow write operations (DDL and DML)- Default:
"false" - Set to
"true"to allow DDL (CREATE, ALTER, DROP) and DML (INSERT, UPDATE, DELETE) operations - When disabled (default), queries run with
readonly=1setting to prevent data modifications CLICKHOUSE_ALLOW_DROP: Allow destructive operations (DROP TABLE, DROP DATABASE, DROP VIEW, DROP DICTIONARY, TRUNCATE TABLE)- Default:
"false" - Only takes effect when
CLICKHOUSE_ALLOW_WRITE_ACCESS=trueis also set - Set to
"true"to explicitly allow destructive DROP and TRUNCATE operations - This is a safety feature to prevent accidental data deletion during AI exploration
Middleware Variables
MCP_MIDDLEWARE_MODULE: Python module name containing custom middleware to inject into the MCP server- Default: None (no middleware loaded)
- Set to the module name (without
.pyextension) of your middleware module - The module must provide a
setup_middleware(mcp)function - See Custom Middleware for details and examples
chDB Variables
CHDB_ENABLED: Enable/disable chDB functionality- Default:
"false" - Set to
"true"to enable chDB tools CHDB_DATA_PATH: The path to the chDB data directory- Default:
":memory:"(in-memory database) - Use
:memory:for in-memory database - Use a file path for persistent storage (e.g.,
/path/to/chdb/data)
Example Configurations
For local development with Docker:
# Required variables
CLICKHOUSE_HOST=localhost
CLICKHOUSE_USER=default
CLICKHOUSE_PASSWORD=clickhouse
# Optional: Override defaults for local development
CLICKHOUSE_SECURE=false # Uses port 8123 automatically
CLICKHOUSE_VERIFY=falseFor ClickHouse Cloud:
# Required variables
CLICKHOUSE_HOST=your-instance.clickhouse.cloud
CLICKHOUSE_USER=default
CLICKHOUSE_PASSWORD=your-password
# Optional: These use secure defaults
# CLICKHOUSE_SECURE=true # Uses port 8443 automatically
# CLICKHOUSE_DATABASE=your_databaseFor ClickHouse SQL Playground:
CLICKHOUSE_HOST=sql-clickhouse.clickhouse.com
CLICKHOUSE_USER=demo
CLICKHOUSE_PASSWORD=
# Uses secure defaults (HTTPS on port 8443)For chDB only (in-memory):
# chDB configuration
CHDB_ENABLED=true
CLICKHOUSE_ENABLED=false
# CHDB_DATA_PATH defaults to :memory:For chDB with persistent storage:
# chDB configuration
CHDB_ENABLED=true
CLICKHOUSE_ENABLED=false
CHDB_DATA_PATH=/path/to/chdb/dataFor MCP Inspector or remote access with HTTP transport:
CLICKHOUSE_HOST=localhost
CLICKHOUSE_USER=default
CLICKHOUSE_PASSWORD=clickhouse
CLICKHOUSE_MCP_SERVER_TRANSPORT=http
CLICKHOUSE_MCP_BIND_HOST=0.0.0.0 # Bind to all interfaces
CLICKHOUSE_MCP_BIND_PORT=4200 # Custom port (default: 8000)
CLICKHOUSE_MCP_AUTH_TOKEN=your-generated-token # Required for HTTP/SSEFor local development with HTTP transport (authentication disabled):
CLICKHOUSE_HOST=localhost
CLICKHOUSE_USER=default
CLICKHOUSE_PASSWORD=clickhouse
CLICKHOUSE_MCP_SERVER_TRANSPORT=http
CLICKHOUSE_MCP_AUTH_DISABLED=true # Only for local development!When using HTTP transport, the server will run on the configured port (default 8000). For example, with the above configuration:
- MCP endpoint:
http://localhost:4200/mcp - Health check:
http://localhost:4200/health
You can set these variables in your environment, in a .env file, or in the Claude Desktop configuration:
{
"mcpServers": {
"mcp-clickhouse": {
"command": "uv",
"args": [
"run",
"--with",
"mcp-clickhouse",
"--python",
"3.10",
"mcp-clickhouse"
],
"env": {
"CLICKHOUSE_HOST": "",
"CLICKHOUSE_USER": "",
"CLICKHOUSE_PASSWORD": "",
"CLICKHOUSE_DATABASE": "",
"CLICKHOUSE_MCP_SERVER_TRANSPORT": "stdio",
"CLICKHOUSE_MCP_BIND_HOST": "127.0.0.1",
"CLICKHOUSE_MCP_BIND_PORT": "8000"
}
}
}
}Note: The bind host and port settings are only used when transport is set to "http" or "sse".
Running tests
uv sync --all-extras --dev # install dev dependencies
uv run ruff check . # run linting
docker compose up -d test_services # start ClickHouse
uv run pytest -v tests
uv run pytest -v tests/test_tool.py # ClickHouse only
uv run pytest -v tests/test_chdb_tool.py # chDB onlyYouTube Overview
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