midasheng-gen-mcp: Instructions file for GitHub Copilot

.github/copilot-instructions.md

midasheng-gen-mcp copilot-instructions.md is an instructions file for GitHub Copilot from sandraschi/midasheng-gen-mcp. It costs 166 tokens per session, scanned A, original, Apache-2.0.

A set of coding instructions for MiDashengLM-Gen MCP, a local server that creates mixed audio scenes from text. It covers Python, a React web app, optional machine-learning dependencies, ports, and tests.

In plain words
What is it for?
Writing or reviewing the server and web app, running the defined Python and frontend checks, and maintaining the local audio-generation project.
Why use it?
It records the project's expected tools, runtime behavior, and checks, including how to report missing heavy dependencies.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file.

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

Reuse

Borrowing it

Nothing to install: this file belongs to sandraschi/midasheng-gen-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/sandraschi/midasheng-gen-mcp/master/.github/copilot-instructions.md
Clone the repo
git clone --depth 1 https://github.com/sandraschi/midasheng-gen-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 midasheng-gen-mcp copilot-instructions.md

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

Your own site · 80×15
<a href="https://agentmods.dev/instructions/sandraschi/midasheng-gen-mcp/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/sandraschi/midasheng-gen-mcp/copilot-instructions.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 166 This file is loaded in full into every session.
When invoked 166 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 $0.00166 $0.00166
Opus 5.5 $0.00066 $0.00066
Sonnet 5.5 $0.00033 $0.00033
Haiku 4.5 $0.00017 $0.00017

Measured 2mo ago against content hash 7f763b9c5ac2, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

midasheng-gen-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 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.

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 · 13 lines

What it actually says

MiDashengLM-Gen MCP - coding guidance

  • Python: use uv run python, ruff for lint/format, FastMCP 3.4.4+
  • The heavy inference stack (torch, transformers) is an optional extra - tools must return declared failure states when it is missing, never simulated success
  • MCP tools register at import time on the shared instance in server.py
  • Webapp: React + Vite + Tailwind (dark), Zustand stores in src/store/, API client in src/lib/api.ts
  • Ports: backend 11159, frontend 11160
  • Tests: uv run pytest (light, no torch); webapp: bun run check
  • ASCII only in all files (no em dashes)
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 · 13 lines · 166 tokens per session scan A 7f763b9c5ac2

Subscribe to this mod's changes

midasheng-gen-mcp copilot-instructions.md is an instructions file published in the GitHub repository sandraschi/midasheng-gen-mcp (2 stars, last pushed 15d ago), licensed Apache-2.0. It adds 166 tokens to every session, about $0.0007 per session on Opus 5.5. 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 2026-08-31.

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