Spark MCP Optimizer
Rank #19,252glama/vgiri2015/ai-spark-mcp-server
An MCP server that optimizes Apache Spark code using Claude AI, providing intelligent code optimization suggestions and performance analysis.
Spark MCP Optimizer is a Model Context Protocol (MCP) server published by vgiri2015. It ranks #19,252 of 132,046 servers tracked on MCP Toplist, and its repository has 29 GitHub stars. Spark MCP Optimizer is listed across 3 registries — Glama, PulseMCP and mcp.so, and ships as a single rolling release with no explicit version metadata. It was first listed on Mar 22, 2025.
Ranks ahead of 112,794 of 132,046 servers on MCP Toplist.
Use Spark MCP Optimizer
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2Fvgiri2015%2Fai-spark-mcp-server)<a href="https://mcptoplist.com/server/glama%2Fvgiri2015%2Fai-spark-mcp-server"><img src="https://mcptoplist.com/badge/glama%2Fvgiri2015%2Fai-spark-mcp-server.svg" alt="MCP Toplist: Top 25% of 132,046" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 3 registries
vgiri2015
Not versioned
This server is published through registries that do not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains Spark MCP Optimizer?
- Spark MCP Optimizer is maintained by vgiri2015, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is Spark MCP Optimizer listed on the Official MCP Registry?
- Spark MCP Optimizer is not on the Official MCP Registry. It is listed on Glama, PulseMCP and mcp.so.
- How many versions does Spark MCP Optimizer have?
- Spark MCP Optimizer ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for Spark MCP Optimizer?
- The source code for Spark MCP Optimizer is hosted at github.com/vgiri2015/ai-spark-mcp-server.
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