LumaMCP copilot-instructions.md

LumaMCP copilot-instructions.md is an instructions file for GitHub Copilot from AceDataCloud/LumaMCP. It costs 413 tokens per session, scanned A, a copy of SunoMCP copilot-instructions.md, MIT.

Project instructions for LumaMCP, a tool that exposes Luma services through an MCP interface. They explain how to keep its code aligned with an OpenAPI specification, which is a machine-readable description of an API.

In plain words
What is it for?
Keeping LumaMCP's models, endpoints, parameters, README, and tests in sync with the Docs repository.
Why use it?
They give coding agents clear rules for updating tools, types, defaults, documentation, tests, and pull-request titles when the API changes.

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/acedatacloud/lumamcp/copilot-instructions
Clone the repo
git clone --depth 1 https://github.com/AceDataCloud/LumaMCP

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 LumaMCP copilot-instructions.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/acedatacloud/lumamcp/copilot-instructions.svg)](https://agentmods.dev/instructions/acedatacloud/lumamcp/copilot-instructions)
Your own site
<a href="https://agentmods.dev/instructions/acedatacloud/lumamcp/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/acedatacloud/lumamcp/copilot-instructions.svg" alt="Measured on agentmods" height="20"></a>
Per session 413 This file is loaded in full into every session.
When invoked 413 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
Origin 84% 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 $0.00413 $0.00413
Opus 5 $0.00206 $0.00206
Sonnet 5 $0.00083 $0.00083
Haiku 4.5 $0.00041 $0.00041

Measured 5d ago against content hash 2029fc0f4cb2, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

LumaMCP 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 5d 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

84% identical to SunoMCP copilot-instructions.md — 10 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 · 39 lines

What it actually says

Copilot Instructions for LumaMCP

Sync from Docs

When working on a sync task (issue labeled auto-sync), follow these rules:

  1. Source of truth — Clone/checkout AceDataCloud/Docs and read openapi/luma.json (the OpenAPI spec).
  2. Compare models — The Literal types in core/types.py must exactly match the model/enum values from the OpenAPI spec. Add missing values, remove deprecated ones.
  3. Compare endpoints — Each endpoint in the spec should have a corresponding @mcp.tool() function in tools/. Add tools for new endpoints if needed.
  4. Compare parameters — Each tool function's parameters should match the corresponding OpenAPI endpoint's request body schema.
  5. Update defaults — If a new model becomes the recommended default, update the default in core/types.py.
  6. Update README — Keep the model table and feature list in README.md current.
  7. Add tests — For new tools or parameters, add test cases in tests/.
  8. PR title — Use format: sync: <description> [auto-sync]
  9. No changes needed — If everything is already in sync, close the issue with a comment.

Project Structure

core/
  config.py     — Settings dataclass (API token, base URL)
  server.py     — FastMCP server singleton
  client.py     — httpx async HTTP client
  types.py      — Literal types (models, enums)
  exceptions.py — Error classes
  utils.py      — Formatting helpers
tools/           — @mcp.tool() decorated async functions
prompts/         — LLM guidance prompts
tests/           — pytest-asyncio + respx tests

Development

pip install -e ".[dev]"
pytest --cov=core --cov=tools
ruff check .
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. 5d ago First seen · 39 lines · 413 tokens per session scan A 2029fc0f4cb2

Subscribe to this mod's changes

LumaMCP copilot-instructions.md is an instructions file published in the GitHub repository AceDataCloud/LumaMCP (0 stars, last pushed 8d ago), licensed MIT. It adds 413 tokens to every session, about $0.0021 per session on Opus 5. A static security scan graded it A with 0 findings. It is 84% identical to SunoMCP copilot-instructions.md, differing in 10 lines, and is treated as a copy.