Jupyter Kernel State

Item: Jupyter Kernel State
Rating: 45
Author: M8ven

Exposes live Jupyter kernel state — variables, dataframe summaries, plots, and tracebacks — to AI coding agents through MCP tools.

→ bettyguo/mcp-jupyter · listed on pulsemcp

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// key findings

✅

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.

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 1 concrete improvement we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

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[![M8ven Score](https://m8ven.ai/badge/mcp/bettyguo-mcp-jupyter-1ft5j8)](https://m8ven.ai/mcp/bettyguo-mcp-jupyter-1ft5j8)

commit: 006e3cfb81ba8ed9ce6d1c8152db439cf20e0e17

code hash: aab36e25b49ae61075b8912c2067fdfd86ca0d4eed3a9a892c50640b32f4f43d

verified: 6/11/2026, 11:44:53 AM

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