Spark MCP Optimizer

An MCP server that optimizes Apache Spark code using Claude AI, providing intelligent code optimization suggestions and performance analysis.

→ vgiri2015/ai-spark-mcp-server · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

// 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 2 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/vgiri2015-ai-spark-mcp-server-1y33xo)](https://m8ven.ai/mcp/vgiri2015-ai-spark-mcp-server-1y33xo)

commit: 7ef52c17efd676601b9eb82617bd1e04a5014cba

code hash: 0eaecd38716dbfc398ee8a2ee8d05f05c7b5034fdfb1d016b2d2fbee2bb85078

verified: 6/10/2026, 10:58:16 AM

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