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Sail MCP Server for Spark SQL

Created By
lakehqa year ago
Sail is an open-source computation framework that serves as a drop-in replacement for Apache Spark (SQL and DataFrame API) in both single-host and distributed settings. The built-in MCP server in Sail exposes tools for LLM agents to register datasets and execute Spark SQL queries.
Overview

what is Sail?

Sail is a unified platform designed for stream processing, batch processing, and compute-intensive workloads, including AI tasks. It serves as a drop-in replacement for Spark SQL and the Spark DataFrame API, functioning in both single-host and distributed environments.

how to use Sail?

To use Sail, install it via pip with pip install "pysail[spark]", or build it from source for optimized performance. Start the Sail server using command line, Python API, or deploy it on Kubernetes for distributed processing.

key features of Sail?

  • Unified processing for stream, batch, and AI workloads.
  • Drop-in replacement for Spark SQL and DataFrame API.
  • Supports local and distributed server setups.
  • Easy integration with PySpark.

use cases of Sail?

  1. Real-time data analytics and processing.
  2. Batch processing of large datasets.
  3. AI model training and inference in a distributed environment.

FAQ from Sail?

  • Is Sail compatible with existing Spark applications?

Yes! Sail is designed to be a drop-in replacement for Spark SQL and DataFrame API.

  • Can I run Sail on Kubernetes?

Yes! Sail can be deployed on Kubernetes for distributed processing.

  • What support options are available for Sail?

LakeSail offers flexible enterprise support options for Sail.

Server Config

{
  "mcpServers": {
    "sail": {
      "command": "sail",
      "args": [
        "spark",
        "mcp-server",
        "--transport",
        "stdio"
      ]
    }
  }
}
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