spark-sense-ai (sun7singh/spark-sense-ai) is an MCP server listed on the M8ven Trust Index. It scores 89 out of 100, grade B. It declares 2 tools. The publisher has proved control of what we score (Verified Publisher). It is connected through the M8ven GitHub App, so the listing is re-checked on every push.

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B

Emerging

89/100

5 days ago

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.

→ sun7singh/spark-sense-ai· listed on glama

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

Code VerifiedSandbox Verified⚡ Live Monitored

Monitored 14 days · every push re-verified

Who stands behind it

gmail.com (@sun7singh) · Verified Publisher

Source: Glama

Install from

Glama

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// key findings

✅

2 tools verified — handlers match their declared behaviour

2 read-only tools verified — handlers contain no write/delete/exec

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 2 credentials: ANTHROPIC_API_KEY, OPENAI_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

Something look wrong? Dispute a finding

Are you the publisher? Confirm or correct these findings.

// environment variables

To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.

configSPARKSENSE_AWS_REGIONRegion for EMR/S3/Bedrock calls

🔐 secretANTHROPIC_API_KEYFor anthropic/openai; else reads ANTHROPIC_API_KEY / OPENAI_API_KEY

🔐 secretOPENAI_API_KEYFor anthropic/openai; else reads ANTHROPIC_API_KEY / OPENAI_API_KEY

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/sun7singh/spark-sense-ai)](https://m8ven.ai/mcp/sun7singh/spark-sense-ai)copy

Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.

commit: 4ba087a56eef5f4da99cc4a4f7cd5770be7a1cb3

code hash: 21b692ea5844ae7d4166951be87146240f639d097c0a7d8a8b62327353a2d50a

verified: 9/5/2026, 7:46:07 AM

view raw JSON →

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