spark-sense-ai
Rank #60,334glama/sun7singh/spark-sense-ai
MCP server that diagnoses Apache Spark job failures and optimizes performance using stack-trace analysis and LLM providers, supporting EMR and local sources.
spark-sense-ai is a Model Context Protocol (MCP) server published by sun7singh. It ranks #60,334 of 137,492 servers tracked on MCP Toplist, and its repository has 1 GitHub stars. spark-sense-ai is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Aug 17, 2026.
Ranks ahead of 77,158 of 137,492 servers on MCP Toplist.
Use spark-sense-ai
No credentials or required configuration declared — add it to your MCP client and go.
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%2Fsun7singh%2Fspark-sense-ai)<a href="https://mcptoplist.com/server/glama%2Fsun7singh%2Fspark-sense-ai"><img src="https://mcptoplist.com/badge/glama%2Fsun7singh%2Fspark-sense-ai.svg" alt="MCP Toplist: Top 50% of 137,492" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
sun7singh
Not versioned
This server is published through a registry that does 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-sense-ai?
- spark-sense-ai is maintained by sun7singh, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is spark-sense-ai listed on the Official MCP Registry?
- spark-sense-ai is not on the Official MCP Registry. It is listed on Glama.
- How many versions does spark-sense-ai have?
- spark-sense-ai ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for spark-sense-ai?
- The source code for spark-sense-ai is hosted at github.com/sun7singh/spark-sense-ai.
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