Jupyter-MCP-Server-New: Instructions file for GitHub Copilot

.github/copilot-instructions.md

Jupyter-MCP-Server-New copilot-instructions.md is an instructions file for GitHub Copilot from ATEMMETA/Jupyter-MCP-Server-New. It costs 2,268 tokens per session, scanned A, a copy of jupyter-mcp-server copilot-instructions.md, BSD-3-Clause.

Project instructions for a Python server that lets software interact with Jupyter Notebooks through the Model Context Protocol, a standard way for AI tools to use external services. They cover setup, testing, linting, typing checks, and network-related installation limits.

In plain words
What is it for?
Use them to set up, build, test, check, document, or install the Jupyter MCP Server.
Why use it?
They tell an agent which project guidance to read first and how to handle dependency installation when network access causes failures.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file.

This is ATEMMETA/Jupyter-MCP-Server-New's own configuration. It tells GitHub Copilot how to work on Jupyter-MCP-Server-New itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything Jupyter-MCP-Server-New configures →

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is bash ./.github/workflows/lint.sh.

Reuse

Borrowing it

Nothing to install: this file belongs to ATEMMETA/Jupyter-MCP-Server-New. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/ATEMMETA/Jupyter-MCP-Server-New/main/.github/copilot-instructions.md
Clone the repo
git clone --depth 1 https://github.com/ATEMMETA/Jupyter-MCP-Server-New

Made for: GitHub Copilot.

Wrote this? Show the measurements

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README.md
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Your own site
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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.

agentmods 80×15 button for Jupyter-MCP-Server-New copilot-instructions.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/atemmeta/jupyter-mcp-server-new/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/atemmeta/jupyter-mcp-server-new/copilot-instructions.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 2,268 This file is loaded in full into every session.
When invoked 2,268 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 95% copy Near-identical to another mod in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.02268 $0.02268
Opus 5 $0.01134 $0.01134
Sonnet 5 $0.00454 $0.00454
Haiku 4.5 $0.00227 $0.00227

Measured 9d ago against content hash 8c954da2f85d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

Jupyter-MCP-Server-New 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 9d 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.

Origin

This is a copy

95% identical to jupyter-mcp-server copilot-instructions.md — 89 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.github/copilot-instructions.md · 263 lines

How it starts

The opening of the file, as written. The whole thing — 263 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

Read the full file on GitHub · 263 lines

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.

  1. 9d ago First seen · 263 lines · 2,268 tokens per session scan A 8c954da2f85d

Subscribe to this mod's changes

Jupyter-MCP-Server-New copilot-instructions.md is an instructions file published in the GitHub repository ATEMMETA/Jupyter-MCP-Server-New (0 stars, last pushed 5mo ago), licensed BSD-3-Clause. It adds 2,268 tokens to every session, about $0.0113 per session on Opus 5. A static security scan graded it A with 0 findings. It is 95% identical to jupyter-mcp-server copilot-instructions.md, differing in 89 lines, and is treated as a copy.

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