F
licenseNot graded
qualityC
maintenanceAn MCP server that optimizes Apache Spark code using Claude AI, providing intelligent code optimization suggestions and performance analysis.
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spark-sense-ai
by sun7singh
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TDQS
A4.6/5.0
Scored across 2 tools
Disambiguation5/5
The two tools have clearly distinct purposes: one diagnoses failures and the other optimizes performance. Despite sharing similar arguments, their actions and return types are unambiguously different.
Naming Consistency5/5
Both tool names follow the consistent verb_noun pattern (diagnose_spark_failure, optimize_spark_performance), which is clear and predictable.
Tool Count4/5
With only two tools, the server is slightly below the typical well-scoped range, but it is focused on a narrow domain (Spark job analysis) where these two core operations are appropriate.
Completeness4/5
The server covers the primary needs of diagnosing failures and optimizing performance. However, there may be gaps such as retrieving job metrics or listing available jobs, though these are not strictly required for the stated purpose.
Maintenance
ActivityMaintained
ResponsivenessNo issues