ProducerMCP: Instructions file for GitHub Copilot

.github/copilot-instructions.md

ProducerMCP copilot-instructions.md is an instructions file for GitHub Copilot from AceDataCloud/ProducerMCP. It costs 412 tokens per session, scanned A, a copy of SunoMCP copilot-instructions.md, MIT.

A set of coding instructions for ProducerMCP, a project that exposes API features as tools for an AI assistant. It keeps the project code aligned with its OpenAPI specification, a machine-readable description of the API.

In plain words
What is it for?
Use it when syncing ProducerMCP with its API specification, updating tools and model types, refreshing the README, adding tests, and preparing the related pull request.
Why use it?
It reduces mistakes when the API specification changes, such as missing tools, outdated parameter types, defaults, documentation, or tests.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file.

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

Reuse

Borrowing it

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

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 ProducerMCP copilot-instructions.md

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

Your own site · 80×15
<a href="https://agentmods.dev/instructions/acedatacloud/producermcp/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/acedatacloud/producermcp/copilot-instructions.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 412 This file is loaded in full into every session.
When invoked 412 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 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 $0.00412 $0.00412
Opus 5.5 $0.00165 $0.00165
Sonnet 5.5 $0.00082 $0.00082
Haiku 4.5 $0.00041 $0.00041

Measured 1mo ago against content hash 391fe0b55f70, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ProducerMCP 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 1mo 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 ProducerMCP

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/producer.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. 1mo ago First seen · 39 lines · 412 tokens per session scan A 391fe0b55f70

Subscribe to this mod's changes

ProducerMCP copilot-instructions.md is an instructions file published in the GitHub repository AceDataCloud/ProducerMCP (2 stars, last pushed 10d ago), licensed MIT. It adds 412 tokens to every session, about $0.0016 per session on Opus 5.5. 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.

Related

Other instructions, from other repositories