rayt GEMINI.md

rayt GEMINI.md is an instructions file for Gemini CLI from gkmngrgn/rayt. It costs 563 tokens per session, scanned A, original, MIT.

Project instructions for a ray tracer, a program that creates images by simulating how light travels. It covers a Python command-line interface, Rust performance code, and CPU or NVIDIA GPU rendering.

In plain words
What is it for?
It is for building, running, and changing this Python-and-Rust ray-tracing application.
Why use it?
It gives an agent the project structure, build commands, and rendering choices needed to work on the code correctly.

Instructions file for Gemini CLI

Written for Gemini CLI: the file is GEMINI.md.

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/gkmngrgn/rayt/gemini-md
Clone the repo
git clone --depth 1 https://github.com/gkmngrgn/rayt

Made for: Gemini CLI.

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 rayt GEMINI.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/gkmngrgn/rayt/gemini-md.svg)](https://agentmods.dev/instructions/gkmngrgn/rayt/gemini-md)
Your own site
<a href="https://agentmods.dev/instructions/gkmngrgn/rayt/gemini-md"><img src="https://agentmods.dev/badge/instructions/gkmngrgn/rayt/gemini-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 563 This file is loaded in full into every session.
When invoked 563 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 5.1 $0.00563 $0.00563
Opus 5 $0.00282 $0.00282
Sonnet 5 $0.00113 $0.00113
Haiku 4.5 $0.00056 $0.00056

Measured yesterday against content hash e9bf96d45c0d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

rayt GEMINI.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 yesterday.

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.

GEMINI.md · 50 lines

How it starts

The opening of the file, as written. The whole thing — 50 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Project Overview

This project is a ray tracer implementation based on Peter Shirley's "Ray Tracing in One Weekend" book series. It's a hybrid Python and Rust application, with the performance-critical ray tracing logic written in Rust and exposed as a Python extension using pyo3 and maturin. The Python part of the project provides a command-line interface (CLI) using the click library and leverages numba for CPU-based performance optimization and numba-cuda for GPU acceleration.

The project is structured to allow rendering on different backends:

  • Numba (CPU): Utilizes Numba's JIT compilation to accelerate the Python code on the CPU.
  • CUDA (GPU): Offloads the rendering process to NVIDIA GPUs using Numba's CUDA support.
  • Rust: The core ray tracing logic, including vector operations, hittable objects, materials, and camera, is implemented in Rust for maximum performance.

Building and Running

The project uses uv as a package manager. The following commands are available to build and run the ray tracer:

Basic Rendering (CPU)

uv run one-weekend --image-width=300 --samples-per-pixel=20 > image.ppm

High-Quality Rendering (CPU)

uv run one-weekend --image-width=1200 --samples-per-pixel=100 > image.ppm

GPU Rendering

To use the GPU-accelerated renderer, you need a CUDA-enabled NVIDIA GPU and the necessary drivers.

uv run one-weekend --image-width=300 --samples-per-pixel=20 --engine=gpu > image.ppm

Testing GPU Availability

You can check if a compatible GPU is available with the following command:

uv run test-gpu

Development Conventions

  • Hybrid Python/Rust: The project follows a hybrid development model. The core, performance-sensitive code is in Rust (src/), while the CLI, rendering orchestration, and optimization bindings are in Python (src/rayt/).
  • Build System: maturin is used to build the Rust code into a Python extension. The configuration is in pyproject.toml.
  • Dependencies: Python dependencies are managed with uv and are listed in pyproject.toml. Rust dependencies are managed with cargo and are listed in Cargo.toml.
  • CLI: The command-line interface is built with click and is defined in src/rayt/cli.py.
  • Code Style: The Python code follows standard Python conventions. The Rust code follows standard Rust conventions.

Read the full file on GitHub · 50 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. yesterday First seen · 50 lines · 563 tokens per session scan A e9bf96d45c0d

Subscribe to this mod's changes

rayt GEMINI.md is an instructions file published in the GitHub repository gkmngrgn/rayt (6 stars, last pushed 10mo ago), licensed MIT. It adds 563 tokens to every session, about $0.0028 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 2026-09-04.