It gives an agent context about notebook structure and content instead of treating the file as ordinary text.

notebook-mcp — MCP server by akram-side-projects

notebook-mcp

notebook-mcp is an MCP server for Claude Code, Codex, Cursor, Gemini CLI, OpenCode from akram-side-projects/notebook-mcp. Its token cost is not measured, scanned A, original, MIT.

A locally run MCP server that understands and analyzes Jupyter Notebook files. Jupyter Notebooks are documents that combine code, results, and explanatory text in separate cells.

In plain words

What is it for?: Reviewing, explaining, or analyzing .ipynb notebook files from an agent that supports MCP.
Why use it?: It gives an agent context about notebook structure and content instead of treating the file as ordinary text.

Written for no agent in particular: it speaks MCP, so any client can run it.

Good fit Reviewing, explaining, or analyzing .ipynb notebook files from an agent that supports MCP.

Compare 6 mcp servers from other repositories ↓

Install with agentmods

npx agentmods add mcp/akram-side-projects/notebook-mcp/notebook-mcp

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo

git clone --depth 1 https://github.com/akram-side-projects/notebook-mcp

Made for: Claude Code, Codex, Cursor, Gemini CLI, OpenCode.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/mcp/akram-side-projects/notebook-mcp/notebook-mcp/github.svg)](https://agentmods.dev/mcp/akram-side-projects/notebook-mcp/notebook-mcp)

Your own site

<a href="https://agentmods.dev/mcp/akram-side-projects/notebook-mcp/notebook-mcp"><img src="https://agentmods.dev/badge/mcp/akram-side-projects/notebook-mcp/notebook-mcp/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/mcp/akram-side-projects/notebook-mcp/notebook-mcp"><img src="https://agentmods.dev/badge/mcp/akram-side-projects/notebook-mcp/notebook-mcp.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session not measured What this adds to a session before it is invoked.

When invoked not measured Not applicable: nothing here is loaded into a session.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

notebook-mcp scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

listed in the official MCP registry · 8 lines

What it actually says

{ "notebook-mcp": { "command": "uvx", "args": [ "notebook-mcp" ] } }

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 8 lines scan A 0d31871bc861

Subscribe to this mod's changes

notebook-mcp is an MCP server published in the GitHub repository akram-side-projects/notebook-mcp (0 stars, last pushed 9mo ago), licensed MIT. Its token cost is not measured: an MCP server costs its tool schemas, not its config file. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Data and AI

notebook-mcp next to 6 mcp servers from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
notebook-mcpakram-side-projects/notebook-mcp	MCP server	0	9mo ago	MIT	A	—	Claude Code, Codex, Cursor, Gemini CLI, OpenCode
knowledge_cataloggemini-cli-extensions/data-agent-kit-starter-pack	MCP server	240	7d ago	Apache-2.0	A	—	Claude Code
dataprocgemini-cli-extensions/data-agent-kit-starter-pack	MCP server	240	7d ago	Apache-2.0	A	—	Claude Code
Pineconespacehendrix/clauder	MCP server	59	22d ago	Apache-2.0	A	—	Claude Code, Codex, Cursor, Gemini CLI, OpenCode
rag-ratcq27-dev/rag-rat	MCP server	26	28d ago	MIT	A	—	Claude Code
hubmeshDemigodDSK/hubmesh	MCP server	2	7d ago	MIT	A	—	Claude Code, Codex, Cursor, Gemini CLI, OpenCode
mcp-server-deapideapi-ai/mcp-server-deapi	MCP server	1	2d ago	MIT	A	—	Claude Code, Codex, Cursor, Gemini CLI, OpenCode