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.
curl -O https://raw.githubusercontent.com/pmady/gpu-mcp-server/main/AGENTS.mdgit clone --depth 1 https://github.com/pmady/gpu-mcp-serverWrote 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.
[](https://agentmods.dev/instructions/pmady/gpu-mcp-server/agents-md)<a href="https://agentmods.dev/instructions/pmady/gpu-mcp-server/agents-md"><img src="https://agentmods.dev/badge/instructions/pmady/gpu-mcp-server/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.
<a href="https://agentmods.dev/instructions/pmady/gpu-mcp-server/agents-md"><img src="https://agentmods.dev/badge/instructions/pmady/gpu-mcp-server/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once 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 |
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.
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.
- 2mo 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 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.
gpu-mcp-server AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| gpu-mcp-server AGENTS.mdpmady/gpu-mcp-server | Instructions file | 15 | 13d ago | Apache-2.0 | A | 433 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |