Top Data & Analytics MCP servers

Ranked by the composite AgentRank score — a weighted blend of stars (15%), freshness (25%), issue health (25%), contributors (10%), and inbound dependents (25%). Average score across these 8 tools: 77.6.

See all data-processing tools in the index →

Choosing by use case

dbt & data transformation

Run dbt models, execute tests, and query compiled SQL from inside your agent.

Data warehouses (Snowflake, BigQuery)

Query data warehouses for BI-level aggregations, segmentations, and reporting.

Streaming & event data (Kafka)

Produce and consume Kafka events, inspect topic state, and manage consumer groups.

Visualization & reporting

Generate charts, trigger dashboard refreshes, and embed analytics outputs in agent workflows.

Quick setup

Most MCP servers follow the same config pattern. Add this to your Claude Desktop, Cursor, or Windsurf MCP config file:

{
  "mcpServers": {
    "dbt": {
      "command": "uvx",
      "args": ["dbt-mcp"]
    }
  }
}

See the integrations page for platform-specific setup guides for Claude Code, Cursor, VS Code, Windsurf, and Cline.

Reading the AgentRank signals

Each tool in this guide is scored on five signals that predict long-term reliability:

Full scoring methodology →