mcp_python: Instructions file for GitHub Copilot

.github/copilot-instructions.md

mcp_python copilot-instructions.md is an instructions file for GitHub Copilot from vnkishortech/mcp_python. It costs 87 tokens per session, scanned C, original, no licence file.

Project-specific coding instructions for a Python server that uses the Model Context Protocol, a standard way for AI tools to connect to tools and data.

In plain words
What is it for?
It is for guiding development of the vnkishortech/mcp_python project, especially around modular structure and testing. The concrete MCP capabilities are not stated.
Why use it?
The input only says to follow Python best practices and keep the code modular and testable; it does not describe a particular feature or workflow.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file.

This is vnkishortech/mcp_python's own configuration. It tells GitHub Copilot how to work on mcp_python 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 mcp_python configures →

Reuse

Borrowing it

Nothing to install: this file belongs to vnkishortech/mcp_python. 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/vnkishortech/mcp_python/main/.github/copilot-instructions.md
Clone the repo
git clone --depth 1 https://github.com/vnkishortech/mcp_python

Made for: GitHub Copilot.

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.

agentmods badge for mcp_python copilot-instructions.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/vnkishortech/mcp_python/copilot-instructions/github.svg)](https://agentmods.dev/instructions/vnkishortech/mcp_python/copilot-instructions)
Your own site
<a href="https://agentmods.dev/instructions/vnkishortech/mcp_python/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/vnkishortech/mcp_python/copilot-instructions/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.

agentmods 80×15 button for mcp_python copilot-instructions.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/vnkishortech/mcp_python/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/vnkishortech/mcp_python/copilot-instructions.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 87 This file is loaded in full into every session.
When invoked 87 The same file — it is already loaded in full.
Security scan C 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found 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 $0.00087 $0.00087
Opus 5.5 $0.00035 $0.00035
Sonnet 5.5 $0.00017 $0.00017
Haiku 4.5 $0.00009 $0.00009

Measured 2mo ago against content hash f47d627490c6, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade C, and why

mcp_python copilot-instructions.md scanned grade C with 1 finding 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.

Hidden instructionshighPrompt injection

Directives inside HTML comments, invisible characters or bidirectional overrides are read by the model and not by the person reviewing the file.

<!-- Use this file to provide workspace-specific custom instructions to Copilot. For more details, visit https://code.visualstudio.com/docs/copilot/copilot-customization#_use-a-githubcopilotinstructionsmd-file -->
.github/copilot-instructions.md · 5 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 2mo ago First seen · 5 lines · 87 tokens per session scan C f47d627490c6

Subscribe to this mod's changes

mcp_python copilot-instructions.md is an instructions file published in the GitHub repository vnkishortech/mcp_python (0 stars, last pushed 1y ago), with no licence file. It adds 87 tokens to every session, about $0.0003 per session on Opus 5.5. A static security scan graded it C with 1 finding (hidden instructions). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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