ggmcp: Instructions file for Codex

AGENTS.md

ggmcp AGENTS.md is an instructions file for Codex, OpenCode from fastmcp-me/ggmcp. It costs 1,135 tokens per session, scanned A, a copy of ggmcp AGENTS.md, MIT.

Project instructions for developing the ggmcp Python MCP server. They document its technologies, folder structure, dependency management, server rules, and coding conventions.

In plain words
What is it for?
Use them when implementing or modifying ggmcp, especially its FastMCP server, Python dependencies, and Pytest tests.
Why use it?
They give an agent consistent rules for changing the project, including how dependencies, imports, validation, logging, and tests should be handled.

Instructions file for CodexOpenCode

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

This is fastmcp-me/ggmcp's own configuration. It tells Codex and OpenCode how to work on ggmcp 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 ggmcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to fastmcp-me/ggmcp. 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/fastmcp-me/ggmcp/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/fastmcp-me/ggmcp

Made for: Codex, OpenCode.

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README.md
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Per session 1,135 This file is loaded in full into every session.
When invoked 1,135 The same file — it is already loaded in full.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% 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 $0.01135 $0.01135
Opus 5 $0.00567 $0.00567
Sonnet 5 $0.00227 $0.00227
Haiku 4.5 $0.00113 $0.00113

Measured 6d ago against content hash b42a73c830f7, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

ggmcp AGENTS.md scanned grade A with 1 finding 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 6d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

- Incorrect: `requests.get(...)`
Origin

This is a copy

100% identical to ggmcp AGENTS.md — 0 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.

AGENTS.md · 145 lines

How it starts

The opening of the file, as written. The whole thing — 145 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Project structure, technologies and architecture conventions

Technologies used

  • uv - Fast Python package installer and resolver
  • Python 3.13 - Modern Python with type hints and performance improvements
  • FastMCP - MCP server implementation
  • Pytest - Testing framework with fixtures and plugins
  • Pydantic - Data validation using Python type annotations
  • Structlog - Structured logging for better observability

Dependencies Management

  1. Use pyproject.toml with uv

    • Use pyproject.toml for dependency management, not requirements.txt
    • Works well with uv for fast, reliable package management
    • Properly specify dependencies with version constraints
    • Use uv sync to install dependencies
  2. Example pyproject.toml

    [build-system]
    requires = ["setuptools>=42", "wheel"]
    build-backend = "setuptools.build_meta"
    
    [project]
    name = "my-mcp-server"
    version = "0.1.0"
    description = "My MCP server"
    requires-python = ">=3.9"
    dependencies = [
        "mcp>=0.2.0",
        "requests>=2.28.0",
    ]
    

Server Implementation Guidelines

  1. Do NOT use uvicorn or fastapi with MCP/FastMCP

    • MCP has its own server implementation
    • FastMCP/MCP can run directly using mcp.run() with no need for external web servers
    • Avoid adding uvicorn or fastapi to dependencies
    • Do not use uvicorn.run(...) in code
  2. Use the correct server method

    • Use mcp.run() to start the server (no additional parameters needed for stdio transport)
    • Example: mcp.run() instead of uvicorn.run(mcp.app, ...)
  3. Dependencies

    • Only include required dependencies
    • For basic MCP implementation, only mcp or fastmcp and possibly requests are needed
    • Do not include web server packages unnecessarily

Code Organization and Imports

  1. Use src as the root code directory
    • Ensure all code is placed within the src directory
    • Handle imports accordingly by using the appropriate package path
    • Example: from src.gitguardian.your_module import YourClass

Read the full file on GitHub · 145 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. 6d ago First seen · 145 lines · 1,135 tokens per session scan A b42a73c830f7

Subscribe to this mod's changes

ggmcp AGENTS.md is an instructions file published in the GitHub repository fastmcp-me/ggmcp (0 stars, last pushed 7mo ago), licensed MIT. It adds 1,135 tokens to every session, about $0.0057 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). It is 100% identical to ggmcp AGENTS.md, differing in 0 lines, and is treated as a copy.

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