Ultimate_MCP AGENTS.md

Ultimate_MCP AGENTS.md is an instructions file for Codex, OpenCode from Senpai-Sama7/Ultimate_MCP. It costs 655 tokens per session, scanned A, original, MIT.

Repository instructions for coding agents working on Ultimate_MCP, a project with a Python service, React web interface, command-line installer, tests, and deployment files.

In plain words
What is it for?
Use them when modifying, testing, checking, or deploying the Ultimate_MCP codebase.
Why use it?
They give the agent the project's layout, commands, naming rules, and testing expectations so it can make changes in the expected way.

Instructions file for CodexOpenCode

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/senpai-sama7/ultimate_mcp/agents-md
Clone the repo
git clone --depth 1 https://github.com/Senpai-Sama7/Ultimate_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 Ultimate_MCP AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/senpai-sama7/ultimate_mcp/agents-md.svg)](https://agentmods.dev/instructions/senpai-sama7/ultimate_mcp/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/senpai-sama7/ultimate_mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/senpai-sama7/ultimate_mcp/agents-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 655 This file is loaded in full into every session.
When invoked 655 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.00655 $0.00655
Opus 5 $0.00328 $0.00328
Sonnet 5 $0.00131 $0.00131
Haiku 4.5 $0.00065 $0.00065

Measured 4d ago against content hash d9af6b0af645, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

Ultimate_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 4d 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 · 36 lines

How it starts

The opening of the file, as written. The whole thing — 36 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Repository Guidelines for Agentic Coding Agents

Project Structure & Module Organization

backend/ contains the FastAPI MCP service; core runtime lives in mcp_server/ and cross-agent glue in agent_integration/. Tests mirror runtime code under backend/tests/ with fixtures in conftest.py. frontend/ is the Vite + React client (src/components, src/hooks, src/services). cli/ ships the Node installer via bin/ultimate-mcp.js and supporting modules in src/. Refer to deployment/ for Compose assets, scripts/ for automation, docs/ for architecture notes, and demo/full_demo.py for the supervised walk-through.

Build, Test, and Development Commands

  • Setup: python scripts/setup.py [--ci] (prepares backend/.venv and installs Node deps)
  • Run API: source backend/.venv/bin/activate && uvicorn mcp_server.enhanced_server:app --reload --port 8000 --host 0.0.0.0
  • Run UI: cd frontend && npm run dev
  • Run tests: backend/.venv/bin/pytest backend/tests
  • Run single test: backend/.venv/bin/pytest backend/tests/test_file.py::test_function_name
  • Lint Python: backend/.venv/bin/ruff check backend
  • Type check Python: backend/.venv/bin/mypy backend
  • Lint frontend: cd frontend && npm run lint

Coding Style & Naming Conventions

  • Python: 4-space indentation, full type hints, 100-char limit (enforced by black/ruff)
  • Naming: snake_case for modules/functions, PascalCase for classes, descriptive MCP tool IDs
  • Error handling: Use specific exceptions, log appropriately, don't suppress silently
  • Imports: Standard library first, then third-party, then local; alphabetical within groups
  • Frontend: ESLint enforced; React components in PascalCase, hooks/utilities in camelCase

Testing Guidelines

  • Mandatory coverage: backend/.venv/bin/pytest backend/tests --cov=backend/mcp_server --cov=backend/agent_integration --cov-report=term-missing
  • Backend tests spin up Neo4j test container via Docker; ensure Docker daemon is running
  • Validate workflow: python demo/full_demo.py --base-url http://localhost:8000 --auth-token <token> then python scripts/smoke_test.py
  • CLI/UI updates: Run cd cli && npm run smoke and record manual checks

Read the full file on GitHub · 36 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. 4d ago First seen · 36 lines · 655 tokens per session scan A d9af6b0af645

Subscribe to this mod's changes

Ultimate_MCP AGENTS.md is an instructions file published in the GitHub repository Senpai-Sama7/Ultimate_MCP (0 stars, last pushed 8mo ago), licensed MIT. It adds 655 tokens to every session, about $0.0033 per session on Opus 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 2026-09-01.

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