image-gen-mcp: Instructions file for Codex

AGENTS.md

image-gen-mcp AGENTS.md is an instructions file for Codex, OpenCode from simonChoi034/image-gen-mcp. It costs 1,067 tokens per session, scanned A, original, Apache-2.0.

Repository instructions for an image-generation MCP server written in Python. They describe its folders, development commands, coding style, public data models, and testing requirements.

In plain words
What is it for?
Use them when developing, testing, formatting, linting, type-checking, or adding features to this image-generation server.
Why use it?
They give a coding agent project-specific rules to follow, helping it make changes that fit the repository and avoid breaking its interfaces.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md.

This is simonChoi034/image-gen-mcp's own configuration. It tells Codex and OpenCode how to work on image-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 image-gen-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to simonChoi034/image-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/simonChoi034/image-gen-mcp/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/simonChoi034/image-gen-mcp

Made for: Codex, OpenCode.

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 image-gen-mcp AGENTS.md

README.md
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Your own site
<a href="https://agentmods.dev/instructions/simonchoi034/image-gen-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/simonchoi034/image-gen-mcp/agents-md/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.

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Your own site · 80×15
<a href="https://agentmods.dev/instructions/simonchoi034/image-gen-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/simonchoi034/image-gen-mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 1,067 This file is loaded in full into every session.
When invoked 1,067 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 $0.01067 $0.01067
Opus 5.5 $0.00427 $0.00427
Sonnet 5.5 $0.00213 $0.00213
Haiku 4.5 $0.00107 $0.00107

Measured 2mo ago against content hash 0fda10763e34, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

image-gen-mcp AGENTS.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.

AGENTS.md · 90 lines

How it starts

The opening of the file, as written. The whole thing — 90 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Repository Guidelines

Project Structure & Module Organization

  • src/ — main package (MCP server). Key modules: main.py (entry), schema.py (Pydantic I/O), engines/ (providers: OpenAI, Gemini, Vertex/Imagen, DALL·E), utils/, shard/ (enums/constants), settings.py (env config).
  • tests/ — pytest tests (add new tests here).
  • scripts/ — helper workflows (feature scaffolding, plan checks).
  • templates/, docs/, memory/ — specs, docs, and working notes.

Build, Test, and Development Commands

  • Run server: python -m src.main
  • With uv: uv run python -m src.main (installs/uses lockfile).
  • Lint: ruff check . Format: black .
  • Type-check: pyright
  • Tests: pytest -q
  • Feature scaffolding: ./scripts/create-new-feature.sh "image upscaling"

Coding Style & Naming Conventions

  • Python 3.12, 4-space indent, type hints required for new/changed code.
  • Modules: lower_snake_case.py; Classes: CapWords; Functions/vars: snake_case.
  • Pydantic v2 models in schema.py define the public contract; keep field names and enums stable.
  • Run ruff and black before pushing; keep diffs minimal and cohesive.

No inline imports

  • Do not use function-local (inline) imports anywhere in the codebase. All imports must appear at module top-level.
  • Exception: imports guarded by if TYPE_CHECKING: for typing-only imports are allowed.

Rationale: top-level imports avoid surprising runtime side-effects, make static analysis and packaging reliable, and ensure dependency graphs are clear. If an import causes circular import issues, prefer one of:

  • move type-only imports into a if TYPE_CHECKING: block, or
  • refactor module boundaries (e.g., move shared types into schema.py), or
  • use lazy-loading helpers in a single, well-documented location (engines/factory.py uses lazy import resolution via _load_engine_class).

Example (bad):

def my_tool():
    # avoid this
    from .schema import ImageToolStructured

    ...

Example (good):

Read the full file on GitHub · 90 lines

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 · 90 lines · 1,067 tokens per session scan A 0fda10763e34

Subscribe to this mod's changes

image-gen-mcp AGENTS.md is an instructions file published in the GitHub repository simonChoi034/image-gen-mcp (17 stars, last pushed 11mo ago), licensed Apache-2.0. It adds 1,067 tokens to every session, about $0.0043 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 2026-08-30.

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