genetic-mcp: Agent for Claude Code

.claude/agents/gpu-python-engineer.md

gpu-python-engineer is an agent for Claude Code from andrasfe/genetic-mcp. It costs 0 tokens per session (737 once invoked), scanned A, original, no licence file.

A coding agent for Python work involving graphics processors, parallel processing, performance tuning, or Model Context Protocol (MCP) servers. MCP is a way for an AI assistant to connect to external tools and data.

In plain words
What is it for?
Use it to write CUDA-based Python code, parallelize work, find performance bottlenecks, or build MCP servers.
Why use it?
It helps with Python tasks where ordinary code may be too slow or needs to use a graphics processor. It also provides guidance for building MCP servers.

Agent for Claude Code

Written for Claude Code: installed under .claude/.

This is andrasfe/genetic-mcp's own configuration. It tells Claude Code how to work on genetic-mcp 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 genetic-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to andrasfe/genetic-mcp. 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/andrasfe/genetic-mcp/main/.claude/agents/gpu-python-engineer.md
Clone the repo
git clone --depth 1 https://github.com/andrasfe/genetic-mcp

Made for: Claude Code.

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 gpu-python-engineer

README.md
[![agentmods](https://agentmods.dev/badge/agents/andrasfe/genetic-mcp/gpu-python-engineer/github.svg)](https://agentmods.dev/agents/andrasfe/genetic-mcp/gpu-python-engineer)
Your own site
<a href="https://agentmods.dev/agents/andrasfe/genetic-mcp/gpu-python-engineer"><img src="https://agentmods.dev/badge/agents/andrasfe/genetic-mcp/gpu-python-engineer/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.

agentmods 80×15 button for gpu-python-engineer

Your own site · 80×15
<a href="https://agentmods.dev/agents/andrasfe/genetic-mcp/gpu-python-engineer"><img src="https://agentmods.dev/badge/agents/andrasfe/genetic-mcp/gpu-python-engineer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 737 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown 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 $0.00000 $0.00737
Opus 5.5 $0.00000 $0.00295
Sonnet 5.5 $0.00000 $0.00147
Haiku 4.5 $0.00000 $0.00074

Measured 2mo ago against content hash a659757be088, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

gpu-python-engineer 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.

.claude/agents/gpu-python-engineer.md · 53 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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 · 53 lines · 0 tokens per session scan A a659757be088

Subscribe to this mod's changes

gpu-python-engineer is an agent published in the GitHub repository andrasfe/genetic-mcp (1 stars, last pushed 11mo ago), with no licence file. It costs nothing until one of its globs matches a file; then it loads 737 tokens. 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 2026-08-31.

Related

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