Jupyter MCP Server is a Model Context Protocol server that lets AI agents connect to and manage Jupyter notebooks in real time. It supports notebooks running locally or on hosted platforms, and its catalogue add-ons provide commands and skills for working with those notebooks.
Borrowing it
Nothing to install: this file belongs to datalayer/jupyter-mcp-server. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/datalayer/jupyter-mcp-server/main/.github/copilot-instructions.mdgit clone --depth 1 https://github.com/datalayer/jupyter-mcp-serverWrote 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.
[](https://agentmods.dev/instructions/datalayer/jupyter-mcp-server/copilot-instructions)<a href="https://agentmods.dev/instructions/datalayer/jupyter-mcp-server/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/datalayer/jupyter-mcp-server/copilot-instructions.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.02265 | $0.02265 |
| Opus 5 | $0.01132 | $0.01132 |
| Sonnet 5 | $0.00453 | $0.00453 |
| Haiku 4.5 | $0.00227 | $0.00227 |
Grade A, and why
jupyter-mcp-server copilot-instructions.md 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 6d 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.
Copies of this mod
1 near-identical copy found in the catalogue:
- Jupyter-MCP-Server-New copilot-instructions.md — 95% identical, 89 lines differ
How it starts
The opening of the file, as written. The whole thing — 290 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Jupyter MCP Server
Always reference these instructions first and fallback to search or bash commands only when you encounter unexpected information that does not match the info here.
Jupyter MCP Server is a Python-based Model Context Protocol (MCP) server implementation that enables real-time interaction with Jupyter Notebooks. The project uses a modern Python build system with hatch, and includes comprehensive testing, linting, and documentation.
Working Effectively
Environment Setup
- Python Requirements: Python 3.10 or higher (tested with 3.9-3.13)
- Network Considerations: PyPI installs may fail due to SSL certificate issues or timeout limitations. This is a known environment constraint.
Build and Install (CRITICAL: Network Limitations)
# Standard installation (may fail with network issues)
pip install ".[test,lint,typing]"
# Alternative if pip install fails:
# 1. Install dependencies individually with longer timeouts
pip install --timeout=300 pytest
pip install --timeout=300 ruff
pip install --timeout=300 mypy
# 2. Or use Docker approach (preferred for consistency)
docker build -t jupyter-mcp-server .
NETWORK TIMEOUT WARNING: pip install commands may fail with SSL certificate errors or read timeouts when connecting to PyPI. If installs fail:
- Try increasing timeout:
pip install --timeout=300 - Use Docker build which handles dependencies internally
- Document the network limitation in any testing notes
Core Development Commands
# Development installation (when network allows)
make dev
# Equivalent to: pip install ".[test,lint,typing]"
# Basic installation
make install
# Equivalent to: pip install .
# Build the package
make build
# Equivalent to: pip install build && python -m build .
Testing (CRITICAL: Use Long Timeouts)
# Run tests using hatch (when available)
make test
# Equivalent to: hatch test
# Run tests directly with pytest (when network allows install)
pytest .
# NEVER CANCEL: Test suite timing expectations
# - Full test suite: Allow 15-20 minutes minimum
# - Network-dependent tests may take longer
# - Set timeout to 30+ minutes for safety
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.
- 6d ago First seen · 290 lines · 2,265 tokens per session scan A 01c712d1c7f8
jupyter-mcp-server copilot-instructions.md is an instructions file published in the GitHub repository datalayer/jupyter-mcp-server (1,272 stars, last pushed today), licensed BSD-3-Clause. It adds 2,265 tokens to every session, about $0.0113 per session on Opus 5. 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 2026-08-30.
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