Jupyter Notebook MCP Server (shwetalsoni/jupyter-notebook-mcp-server) is an MCP server listed on the M8ven Trust Index. It scores 56 out of 100, grade D. It declares 5 tools. No publisher has claimed this listing.

D
Caution
56/100

Jupyter Notebook MCP Server

Provides tools for interacting with Jupyter notebooks, allowing users to read, add, and execute notebook cells. It supports full notebook execution and metadata retrieval through the FastMCP framework.

Caution. Specific findings reduced this grade. They are listed on the page. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

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Who stands behind it

shwetalsoni

Source: Glama

Is this your MCP?

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Install from

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// key findings
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
// tools this server exposes5 tools

These names and descriptions are the publisher's own, read from the source code. We print them as written. Our assessment is the findings above, not this list.

read_notebook_cells

Read cells from a Jupyter notebook. Args: notebook_path: Absolute path to the .ipynb file cell_type: Optional filter by cell type ('code', 'markdown', 'raw') Returns: List of cell dictionaries with metadata

add_cell_to_notebook

Add a new cell to a Jupyter notebook. Args: notebook_path: Absolute path to the .ipynb file cell_content: Content of the new cell cell_type: Type of cell ('code', 'markdown', 'raw') position: Position to insert cell (default: append to end) metadata: Optional cell metadata Returns: Status of the ope

execute_notebook_cell

Execute a specific cell in a Jupyter notebook. Args: notebook_path: Absolute path to the .ipynb file cell_index: Index of the cell to execute (0-based) kernel_name: Jupyter kernel to use for execution timeout: Execution timeout in seconds Returns: Execution result with outputs

execute_entire_notebook

Execute all code cells in a Jupyter notebook sequentially. Args: notebook_path: Absolute path to the .ipynb file kernel_name: Jupyter kernel to use for execution timeout_per_cell: Timeout per cell in seconds stop_on_error: Whether to stop execution if a cell fails Returns: Execution summary with res

get_notebook_info

Get basic information about a Jupyter notebook. Args: notebook_path: Absolute path to the .ipynb file Returns: Notebook metadata and statistics

// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

5/5 tools missing one or more hints — read_notebook_cells (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); add_cell_to_notebook (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); execute_notebook_cell (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +2 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Destructive tools are labelled

1 tool perform destructive updates without destructiveHint — execute_notebook_cell deletes at line 262 (Path(temp_file_path).unlink(missing_ok=True))

Add destructiveHint:true to any tool whose handler calls .delete(), .upsert(), .update(), unlink, rm, DELETE, DROP, REPLACE INTO, or any operation that overwrites existing data.

License file

No license file

Add a LICENSE file (MIT, Apache-2.0, etc.).

Tests exist

No test files found

Add tests that exercise each declared tool.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 5 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
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commit: 42ea4be346d70f822b6734e81fac3beefc9e4576
code hash: ad605857f6cd6d634be34e1ba065d467bfbed3dd4ab1c7ec33bb93eab39f281a
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