Atlas / MCP servers / ihrpr / Jupyter Notebook Manager

Jupyter Notebook ManagerSAFE

mcp/ihrpr/jupyter-notebook-manager

MCP server for Jupyter Notebooks and JupyterLab

Verdict
SAFE
Grade
B
Trust score
89 /100
Exposed tools
3 1r · 2w · 0d
Transport
stdio
License
MIT
Stars
33
01

Overview

From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.

An MCP server for managing and interacting with Jupyter notebooks programmatically.

Components

Tools

The server provides six tools for notebook manipulation:

  1. read_notebook_with_outputs: Read a notebook's content including cell outputs
  • Required: notebook_path (string)
  1. read_notebook_source_only: Read notebook content without outputs
  • Required: notebook_path (string)
  • Use when size limitations prevent reading full notebook with outputs
  1. read_output_of_cell: Read output of a specific cell
  • Required:
  • notebook_path (string)
  • cell_id (string)
  1. add_cell: Add new cell to notebook
  • Required:
  • notebook_path (string)
  • source (string)
  • Optional:
  • cell_type (string): "code" or "markdown"
  • position (integer): insertion index (-1 to append)
  1. edit_cell: Modify existing cell content
  • Required:
  • notebook_path (string)
  • cell_id (string): Unique ID of the cell to edit
  • source (string)
  1. execute_cell: Execute a specific cell and return its output
  2. Required:
  3. notebook_path (string)
  4. cell_id (string)
  5. Useful for verifying cell execution and output

Usage with Claude Desktop

Step1: Start JupyterLab or Jupyter Notebook

By using uv to run Jupyter notebooks it's much easier to manage venv and package installations.

Follow uv jupyter docummentation for more details.

uv venv --seed
source .venv/bin/activate
uv pip install jupyterlab
.venv/bin/jupyter lab

NOTE: this environment should be used as UV_PROJECT_ENVIRONMENT env variable in MCP server (next step). Run in the same folder where Jupyter started.

echo $(pwd)/.venv

Step2: Configure Claude Desctop Add this configuration to your Claude Desktop config file:

Read from source at commit 06ff5617619aOBSERVED · 2026-10-08
02

Connect

Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control.

claude-code
claude mcp add mcp-server-jupyter -- uvx mcp-server-jupyter
claude-desktop
{
  "mcpServers": {
    "mcp-server-jupyter": {
      "command": "uvx",
      "args": [
        "mcp-server-jupyter"
      ]
    }
  }
}
03

Exposed tools (3)

1 read · 2 write · 0 destructive.

ToolRiskDescription
add_cellwriteAdd a new cell to the notebook at the specified position.
edit_cellwriteEdit the source code of an existing cell in the notebook.
read_output_of_cellreadRead the output of a specific cell in a notebook, by cell_id.
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (1)

INFOInventory / provenance · inv.oversize · CWE-1104
demo/mcp_server-jupyter.gif
demo/mcp_server-jupyter.gif
Why it matters. 25804595 bytes not read

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha 06ff5617619afull audit observations/trust-audit/mcp-server/ihrpr__jupyter-notebook-manager.json · Report an issue / request a re-scan
05

Audit history

Every audit this server has had. A grade with a past is a grade somebody is still checking.

DateSourceVerdictGradeScoreChange
2026-10-0806ff5617619aSAFEB89first audit
06

Questions

What is the Jupyter Notebook Manager MCP server?

MCP server for Jupyter Notebooks and JupyterLab

What tools does Jupyter Notebook Manager expose?

3 in total: 1 read-only, 2 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.

Is Jupyter Notebook Manager safe to connect to an agent?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean server reads B.

What credentials does Jupyter Notebook Manager need?

No credential environment variables were found in its source, so it appears to need none.

How does Jupyter Notebook Manager run?

It speaks stdio, so it runs as a local process your client starts. It is published on PyPI as mcp-server-jupyter.

How current is this page?

The grade is for one exact copy of the source (06ff5617619a), read on 2026-10-08. The repository is watched and re-audited when it changes.

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