Google Cloud databases (MCP Toolbox)
MCP server · Official · googleapis
The Google Cloud databases (MCP Toolbox) MCP server lets an AI assistant run plain-English database queries, handle schemas, and write database-aware code.
Runs locally★ 16,679
MCP servers for data and analytics
7 MCP servers that connect an AI assistant to the apps you use for data and analytics: all official, each published by the app’s own company. All 7 run on your own machine; Google Cloud databases (MCP Toolbox) has the most GitHub stars (16,679).
7 servers, official first
Grafana
MCP server · Official · grafana
The Grafana MCP server lets an AI assistant search and update dashboards, query datasources, and work with incidents and users in a Grafana instance.
Runs locally★ 3,572
MongoDB
MCP server · Official · mongodb-js
The MongoDB MCP server lets an AI assistant run queries, aggregations, and document counts against MongoDB collections.
Runs locally★ 1,144
ClickHouse
MCP server · Official · ClickHouse
The ClickHouse MCP server lets an AI assistant run SQL queries and list databases on a ClickHouse cluster.
Runs locally★ 889
Redis
MCP server · Official · redis
The Redis MCP server lets AI assistants query and update Redis databases using natural language requests.
Runs locally★ 637
Chroma
MCP server · Official · chroma-core
The Chroma MCP server lets an AI assistant manage Chroma collections and the documents inside them, including adding, querying, updating and deleting documents.
Runs locally★ 600
Pinecone
MCP server · Official · pinecone-io
The Pinecone MCP server lets an AI assistant search Pinecone documentation and list, describe, query, and update Pinecone indexes and their records.
Runs locally★ 72
Side by side
| Server | Made by | How it runs | Sign-in | Setup documented for |
|---|---|---|---|---|
| Google Cloud databases (MCP Toolbox) | Official · googleapis | Runs locally | Not stated | Gemini CLI, Claude Code |
| Grafana | Official · grafana | Runs locally | API key; Other sign-in | Claude Desktop, Cursor |
| MongoDB | Official · mongodb-js | Runs locally | OAuth sign-in (hosted server) | Cursor, Claude Desktop |
| ClickHouse | Official · ClickHouse | Runs locally | Not stated | Claude Desktop |
| Redis | Official · redis | Runs locally | Not stated | VS Code |
| Chroma | Official · chroma-core | Runs locally | Not stated | Claude Desktop |
| Pinecone | Official · pinecone-io | Runs locally | API key (local server) | Cursor, Claude Desktop |