PySpark MCP Server

Item: PySpark MCP Server
Rating: 71
Author: M8ven

Assists with SQL dialect transpilation, PySpark code optimization, and AWS Glue integration for data engineering tasks.

→ AnnasMazhar/pyspark_mcp · listed on glama

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find.

Install from

Glama PulseMCP

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configGLUE_JOB_ROLE

configGLUE_DATABASE

configS3_BUCKET

configLOG_LEVEL

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 4 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/annasmazhar-pyspark-mcp-eg68u5)](https://m8ven.ai/mcp/annasmazhar-pyspark-mcp-eg68u5)

commit: 3f68f0c42b9d25cac0cf0e5fd67ad0833d7599a9

code hash: 044352d65da73cf6773814ac38adb58c0405daae9da8dd62491ac3b92fe98251

verified: 7/29/2026, 9:24:42 AM

view raw JSON →