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.
npx agentmods add instructions/pmady/gpu-mcp-server/agents-mdgit clone --depth 1 https://github.com/pmady/gpu-mcp-serverWhat 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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00433 | $0.00433 |
| Opus 5 | $0.00217 | $0.00217 |
| Sonnet 5 | $0.00087 | $0.00087 |
| Haiku 4.5 | $0.00043 | $0.00043 |
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 2d 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.
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.goabstracts hardware access - Build tags:
gpu/nvml.gouses//go:build cgo && linux,gpu/stub.gocovers everything else - Tool handlers are methods on
server.Handler, registered viamcp.AddTool - Tests call handler methods directly with a
gpu.Mockno MCP transport needed
Testing
Tests use gpu.NewMock() with static device data. No GPU required.
make test
Adding a New Tool
- Define input/output structs in
server/server.gowithjsonandjsonschematags - Add a handler method on
*Handler - Register with
mcp.AddToolin theNew()function - Add tests in
server/server_test.go
Dependencies
Only two external dependencies:
github.com/modelcontextprotocol/go-sdkMCP protocolgithub.com/NVIDIA/go-nvmlNVML bindings
Rules
- Do not add dependencies without maintainer approval
- Keep comments terse match existing style
- All PRs need tests
- Sign off commits (DCO)
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.
- 2d ago First seen · 64 lines · 433 tokens per session scan A 00e92102284b
gpu-mcp-server AGENTS.md is an instructions file published in the GitHub repository pmady/gpu-mcp-server (15 stars, last pushed 3d ago), licensed Apache-2.0. It adds 433 tokens to every session, about $0.0022 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 2026-08-30.
Other instructions, from other repositories
gg AGENTS.md
AGENTS.md instructions for gogpu/gg, covering agents.md — gg, what is gg, when to use gg, quick start and standalone (cpu, no window).
tooltrust-scanner CLAUDE.md
Instructions for AgentSafe-AI/tooltrust-scanner: Use the /browse skill from gstack for all web browsing. Never use mcpclaude-in-chrome tools.
dibs AGENTS.md
Instructions for Agenxy/dibs, covering agents.md: orientation for agents working on dibs, what this repo is, layout, rules you must not break and working here.
whatsapp-mcp-server CLAUDE.md
Instructions for HalemoGPA/whatsapp-mcp-server, covering working on this repo, the one idea, rules that follow from it, the box has a hard resource budget - stay inside it and repo-specific traps.
slack-mcp CLAUDE.md
Instructions for aaronsb/slack-mcp, covering slack mcp server, build, architecture, tools and environment.
yandex-mcp AGENTS.md
Instructions for n-r-w/yandex-mcp, covering project specific rules and information, yandex services supported, tech stack, instructions and golang rules.