gpu-mcp-server: Instructions file for Codex

AGENTS.md

gpu-mcp-server AGENTS.md is an instructions file for Codex, OpenCode from pmady/gpu-mcp-server. It costs 433 tokens per session, scanned A, original, Apache-2.0.

Project instructions for a Go MCP server that exposes NVIDIA graphics-card measurements as AI tools. It describes the build commands, source files, hardware access, and test setup.

In plain words
What is it for?
Use it when building, testing, or linting the server, or when changing its GPU collector and tool handlers. It is also useful for testing behavior without NVIDIA drivers or hardware.
Why use it?
It explains how real NVIDIA access is separated from non-Linux systems and how tests can run with fixed mock data instead of a graphics card.

Instructions file for CodexOpenCode

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

This is pmady/gpu-mcp-server's own configuration. It tells Codex and OpenCode how to work on gpu-mcp-server 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 gpu-mcp-server configures →

Reuse

Borrowing it

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

Made for: Codex, OpenCode.

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Per session 433 This file is loaded in full into every session.
When invoked 433 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 $0.00433 $0.00433
Opus 5.5 $0.00173 $0.00173
Sonnet 5.5 $0.00087 $0.00087
Haiku 4.5 $0.00043 $0.00043

Measured 2mo ago against content hash 00e92102284b, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

gpu-mcp-server 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 · 64 lines

What it actually says

AGENTS.md

Instructions for AI agents working with this repository.

Project Overview

gpu-mcp-server is an MCP server that exposes NVIDIA GPU metrics as tools. Built on the official Go MCP SDK and NVIDIA go-nvml.

Build

make build    # requires CGO + NVIDIA drivers (Linux)
make test     # runs tests using mock collector (any platform)
make lint     # golangci-lint

Code Layout

cmd/gpu-mcp-server/main.go   entry point
gpu/gpu.go                    Metrics struct + Collector interface
gpu/nvml.go                   real NVML collector (linux+cgo)
gpu/stub.go                   stub for non-Linux platforms
gpu/mock.go                   mock for tests
server/server.go              MCP server + tool handlers
server/server_test.go         tests

Key Patterns

  • Collector interface in gpu/gpu.go abstracts hardware access
  • Build tags: gpu/nvml.go uses //go:build cgo && linux, gpu/stub.go covers everything else
  • Tool handlers are methods on server.Handler, registered via mcp.AddTool
  • Tests call handler methods directly with a gpu.Mock no MCP transport needed

Testing

Tests use gpu.NewMock() with static device data. No GPU required.

make test

Adding a New Tool

  1. Define input/output structs in server/server.go with json and jsonschema tags
  2. Add a handler method on *Handler
  3. Register with mcp.AddTool in the New() function
  4. Add tests in server/server_test.go

Dependencies

Only two external dependencies:

  • github.com/modelcontextprotocol/go-sdk MCP protocol
  • github.com/NVIDIA/go-nvml NVML bindings

Rules

  • Do not add dependencies without maintainer approval
  • Keep comments terse match existing style
  • All PRs need tests
  • Sign off commits (DCO)
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 · 64 lines · 433 tokens per session scan A 00e92102284b

Subscribe to this mod's changes

gpu-mcp-server AGENTS.md is an instructions file published in the GitHub repository pmady/gpu-mcp-server (15 stars, last pushed 13d ago), licensed Apache-2.0. It adds 433 tokens to every session, about $0.0017 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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