Best MCP Servers for Data Warehouses (Snowflake, BigQuery, DuckDB) (2026)

Cloud analytics platforms through MCP: two Snowflake servers, two BigQuery servers, DuckDB for local OLAP, and gateways like Centralmind and Legion that put warehouses behind the same endpoint as your operational databases.

This page collects the 7 MCP servers in our directory that genuinely cover data warehouses (snowflake, bigquery, duckdb) — together they have 1,518 GitHub stars, and 0 of them run as hosted services you can connect to without installing anything. The highest-rated options are centralmind/gateway, Snowflake-Labs/mcp, isaacwasserman/mcp-snowflake-server.

How to choose

Use a native server (Snowflake Labs, BigQuery) for one warehouse; use DuckDB MCP to analyze local files fast; use a gateway when analysts and agents hit several stores.

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centralmind/gateway

by centralmind

528 ★Apache-2.0

🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase

$npx -y centralmind-gateway
GoDatabases
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Snowflake-Labs/mcp

by Snowflake-Labs

281 ★Apache-2.0

🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view que

$npx -y @modelcontextprotocol/inspector
PythonProductivity
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isaacwasserman/mcp-snowflake-server

by isaacwasserman

182 ★GPL-3.0

🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking

$npx -y -y @smithery/cli
PythonProductivity
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ktanaka101/mcp-server-duckdb

by ktanaka101

174 ★MIT

🐍 🏠 - DuckDB database integration with schema inspection and query capabilities

$npx -y -y @smithery/cli
PythonDatabases
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ergut/mcp-bigquery-server

by ergut

138 ★MIT

📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities

$npx -y @ergut/mcp-bigquery-server
TypeScriptDatabases
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LucasHild/mcp-server-bigquery

by LucasHild

125 ★MIT

🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities

$npx -y -y @smithery/cli
PythonDatabases
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TheRaLabs/legion-mcp

by TheRaLabs

90 ★GPL-3.0

🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.

$npx -y @modelcontextprotocol/inspector
PythonDatabases

Frequently asked questions

What is the most popular MCP server for Data Warehouses (Snowflake, BigQuery, DuckDB)?

centralmind/gateway leads this list with 528 GitHub stars. 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase

Are these Data Warehouses (Snowflake, BigQuery, DuckDB) MCP servers free to use?

7 of the 7 servers here publish a license in the directory (Apache-2.0, GPL-3.0, MIT). 0 of them run as hosted services you can connect to remotely; the rest you install and run yourself. Hosted services may have their own pricing.

How do I choose an MCP server for Data Warehouses (Snowflake, BigQuery, DuckDB)?

Use a native server (Snowflake Labs, BigQuery) for one warehouse; use DuckDB MCP to analyze local files fast; use a gateway when analysts and agents hit several stores.

Best MCP Servers for Data Warehouses (Snowflake, BigQuery, DuckDB) (2026) | Claude Rules