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/oframe/ogpu/agents-mdgit clone --depth 1 https://github.com/oframe/ogpuWhat 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 | $0.03845 | $0.03845 |
| Opus 5 | $0.01922 | $0.01922 |
| Sonnet 5 | $0.00769 | $0.00769 |
| Haiku 4.5 | $0.00384 | $0.00384 |
Grade A, and why
ogpu 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.
How it starts
The opening of the file, as written. The whole thing — 140 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
This file provides guidance to coding agents (Claude Code, OpenAI Codex, Cursor, Gemini CLI, …) when working with code in this repository. It is the shared source of truth. Codex and Cursor Agent mode read it natively; the other tools bridge to it so nothing is duplicated:
CLAUDE.md— one-line@AGENTS.mdimport (Claude Code).GEMINI.md— one-line@AGENTS.mdimport (Gemini CLI)..cursor/rules/main.mdc— always-applied rule referencing@AGENTS.md(Cursor Chat/Composer).
Commands
Standard scripts (dev, build, preview, lint, format) are in package.json. The one worth documenting:
npm run validate:shaders— validate every**/*.wgslin the repo (src/andexamples/both) withnaga(the wgpu WGSL compiler). Install viabrew install naga-cli(orcargo install naga-cli) — notbrew install naga, which is an unrelated Snake game that conflicts on the same binary name; script exits 2 if absent. Use this to check shader edits without a browser. Single file:node scripts/validate-shaders.mjs <file>.
No tests or typechecker configured. ESLint + Prettier are set up (format-on-save in the repo). No TypeScript, though hand-written ambient declarations live in types/ogpu.d.ts for anyone consuming/migrating to TS.
Coding conventions
- Labels are kebab-case. Every
label:string (WebGPU resource debug labels and GUI/tweakpane display text) is lowercase, hyphen-separated; interpolations preserved, e.g.`${this.label}-bone-buffer`. - WGSL
letvsvar. In generated shaders useletfor values that never change andvaronly where the binding is reassigned — don't default everything tovar. - WGSL short type aliases. Use the short alias form, not the verbose generic:
vec3fnotvec3<f32>,vec2u/vec4inotvec2<u32>/vec4<i32>,mat4x4fnotmat4x4<f32>(and thehsuffix forf16). Texture/atomic/array/ptr types keep their generic form — they have no alias. - WGSL vertex entry parameter is named
in. The vertex stage takes its input struct asin, notv—fn vs(in: Vertex) -> VertexOutput(mirrorsfn fs(in: VertexOutput)). Reference attributes asin.position,in.uv, etc. - Comments are short, terse, and earn their place. Write one only when it adds signal the code can't (a why, a gotcha, a non-obvious invariant); skip narration. Don't restate what belongs in a CLAUDE.md.
- No
ponytail:(or other agent-mode) prefixes in committed comments. Keep the comment's content if it earns its place per the rule above — just strip theponytail:/agent prefix. Generated code carries no trace of the tool that wrote it. - WebGPU / webgpu-utils → use the lookup skills. Any question or change touching the WebGPU platform uses
webgpu-spec-lookup; anything touching thewebgpu-utilslibrary useswebgpu-utils-lookup. Don't answer from memory.
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 · 140 lines · 3,845 tokens per session scan A df56d5f5874e
ogpu AGENTS.md is an instructions file published in the GitHub repository oframe/ogpu (138 stars, last pushed 21d ago), licensed Unlicense. It adds 3,845 tokens to every session, about $0.0192 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
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
buildNext
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
Instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
spec-kit AGENTS.md
Instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.
langchain AGENTS.md
Instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.