holoviz-mcp: Instructions file for GitHub Copilot

.github/copilot-instructions.md

holoviz-mcp copilot-instructions.md is an instructions file for GitHub Copilot from MarcSkovMadsen/holoviz-mcp. It costs 187 tokens per session, scanned A, original, BSD-3-Clause.

Development instructions for an MCP server that connects AI tools to the HoloViz ecosystem. HoloViz is a collection of Python tools for building data visualisations and interactive data applications.

In plain words
What is it for?
Adding or changing HoloViz MCP features, writing integration tests with pytest, and documenting the project using the Diátaxis framework, which separates tutorials, how-to guides, explanations, and reference material.
Why use it?
It tells developers which project documentation to read and sets shared standards for implementation, testing, and technical documentation.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file.

This is MarcSkovMadsen/holoviz-mcp's own configuration. It tells GitHub Copilot how to work on holoviz-mcp 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 holoviz-mcp configures →

Reuse

Borrowing it

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

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 holoviz-mcp copilot-instructions.md

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

Your own site · 80×15
<a href="https://agentmods.dev/instructions/marcskovmadsen/holoviz-mcp/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/marcskovmadsen/holoviz-mcp/copilot-instructions.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 187 This file is loaded in full into every session.
When invoked 187 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 original 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 $0.00187 $0.00187
Opus 5 $0.00093 $0.00093
Sonnet 5 $0.00037 $0.00037
Haiku 4.5 $0.00019 $0.00019

Measured 9d ago against content hash 6a566566aa5c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

holoviz-mcp 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.

.github/copilot-instructions.md · 25 lines

What it actually says

HoloViz MCP

This Project provides a Model Context Protocol (MCP) server for the HoloViz ecosystem.

For context please:

  • read the README.md

Before developing this project, please #fetch the following:

Before adding tests to this project, please #fetch the following:

Best Practices

  • DO Write code and tests and an experienced, lead Python developer would be proud of.
  • DO integration tests instead of mocking out integrations
  • DO use pytest to test. DO not create custom scripts or notebooks.
  • DO use the Diataxis framework for technical documentation.
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 · 25 lines · 187 tokens per session scan A 6a566566aa5c

Subscribe to this mod's changes

holoviz-mcp copilot-instructions.md is an instructions file published in the GitHub repository MarcSkovMadsen/holoviz-mcp (34 stars, last pushed 8d ago), licensed BSD-3-Clause. It adds 187 tokens to every session, about $0.0009 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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