mcp-server-llmling copilot-instructions.md

mcp-server-llmling copilot-instructions.md is an instructions file for GitHub Copilot from phil65/mcp-server-llmling. It costs 140 tokens per session, scanned A, a copy of agentpool copilot-instructions.md, MIT.

Repository instructions for a Python MCP server, a program that lets an AI assistant use defined tools. They set rules for Python style, automated tests with PyTest, and documentation comments called docstrings.

In plain words
What is it for?
Use them when adding or reviewing Python code, writing tests, or documenting functions and their results.
Why use it?
They provide consistent rules for writing, testing, and documenting changes in the project.

Instructions file for GitHub Copilot

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.

agentmods
npx agentmods add instructions/phil65/mcp-server-llmling/copilot-instructions
Clone the repo
git clone --depth 1 https://github.com/phil65/mcp-server-llmling

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-server-llmling copilot-instructions.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/phil65/mcp-server-llmling/copilot-instructions.svg)](https://agentmods.dev/instructions/phil65/mcp-server-llmling/copilot-instructions)
Your own site
<a href="https://agentmods.dev/instructions/phil65/mcp-server-llmling/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/phil65/mcp-server-llmling/copilot-instructions.svg" alt="Measured on agentmods" height="20"></a>
Per session 140 This file is loaded in full into every session.
When invoked 140 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
Origin 100% 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 $0.00140 $0.00140
Opus 5 $0.00070 $0.00070
Sonnet 5 $0.00028 $0.00028
Haiku 4.5 $0.00014 $0.00014

Measured 4d ago against content hash cdca7cc563a1, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

mcp-server-llmling 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 4d 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

100% identical to agentpool copilot-instructions.md — 0 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 · 20 lines

What it actually says

Code style

You can assume Python 3.13. Use newest language features if possible Consider using pattern matching, walrus operators and other new syntax features. Adhere to pep8.

Tests

Tests are written using PyTest. Dont put tests into a class.

DocStrings

DocStrings are written in google-style. Dont add the types to the "Args" section. Only add a Return section if a value is returned and the meaning of the returned value is not obvious. You can use markdown admonitions with python-markdown syntax if neccessary (!!! info, !!! note, !!! warning). You can use markdown tables and markdown lists if neccessary.

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. 4d ago First seen · 20 lines · 140 tokens per session scan A cdca7cc563a1

Subscribe to this mod's changes

mcp-server-llmling copilot-instructions.md is an instructions file published in the GitHub repository phil65/mcp-server-llmling (6 stars, last pushed 9mo ago), licensed MIT. It adds 140 tokens to every session, about $0.0007 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to agentpool copilot-instructions.md, differing in 0 lines, and is treated as a copy.

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