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The spark-sense-ai MCP server was last committed 19d ago and has 0 contributors. Issue health: 50% of issues resolved. AgentRank freshness score reflects real-time maintenance activity.

spark-sense-ai MCP Server

Name: sun7singh/spark-sense-ai
Rating: 3.0 (1 reviews)
Author: sun7singh

sun7singh/spark-sense-ai

Score: 50.4 Rank #5285 Data Processing

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MCP server for diagnosing Apache Spark job failures and suggesting performance optimizations — source-agnostic (EMR or local) and LLM-provider-agnostic (Bedrock, Anthropic, OpenAI, or none).

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Overview

sun7singh/spark-sense-ai is a Python MCP server licensed under MIT. MCP server for diagnosing Apache Spark job failures and suggesting performance optimizations — source-agnostic (EMR or local) and LLM-provider-agnostic (Bedrock, Anthropic, OpenAI, or none).

Ranked #5285 out of 24850 indexed tools.

Ecosystem

Python MIT

Score Breakdown

Stars 15% 1

1 stars → early stage

Freshness 25% 19d ago

Last commit 19d ago → recently updated

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A

PyPI Downloads N/A

Forks 0

Description Detailed

License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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Details

Stars: 1
Forks: 0
Open Issues: 0
Closed Issues: 0
Contributors: 0
Dependents: —
Language: Python
License: MIT
Last Commit: 19d ago

Matched Queries

"mcp server""mcp-server"

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