Borrowing it
Nothing to install: this file belongs to Lulzx/cuda-metal. 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/Lulzx/cuda-metal/main/AGENTS.mdgit clone --depth 1 https://github.com/Lulzx/cuda-metalWrote 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/lulzx/cuda-metal/agents-md)<a href="https://agentmods.dev/instructions/lulzx/cuda-metal/agents-md"><img src="https://agentmods.dev/badge/instructions/lulzx/cuda-metal/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/lulzx/cuda-metal/agents-md"><img src="https://agentmods.dev/badge/instructions/lulzx/cuda-metal/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 | $0.01337 | $0.01337 |
| Opus 5.5 | $0.00535 | $0.00535 |
| Sonnet 5.5 | $0.00267 | $0.00267 |
| Haiku 4.5 | $0.00134 | $0.00134 |
Grade A, and why
cuda-metal 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 1mo 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 — 143 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md — CuMetal Development Guide
This file guides day-to-day implementation work in this repository.
Start with /Users/lulzx/work/cumetal/spec.md before architectural changes.
If there is a conflict:
spec.mdwins.AGENTS.mdis next.README.mdis status-oriented and may lag.
Project Identity
CuMetal is a CUDA compiler/runtime targeting Apple Metal on Apple Silicon.
- Primary path: source recompilation with
cumetalc. - Secondary path: opt-in binary-shim compatibility (
libcuda.dylibalias and__cudaRegister*path) whenCUMETAL_ENABLE_BINARY_SHIM=ON.
Current Focus
The repository is beyond the bootstrap phases. Focus implementation on:
- Phase 4 correctness hardening (conformance, ABI compatibility, negative-path behavior).
- Phase 4.5 shim coverage quality (cuBLAS/cuRAND behavior and tests).
- Binary-shim hardening (additional fatbinary variants and registration parity) without regressing the source-first path.
- AIR ABI tooling hardening where practical (
air_inspect,air_validate), with explicit limitations tracked indocs/known-gaps.md.
Repository Structure
cumetal/
├── compiler/
│ ├── frontend/ # .cu frontend path
│ ├── ptx/ # PTX parser/lowering
│ ├── passes/ # LLVM transformation passes
│ ├── air_emitter/ # LLVM IR -> metallib emission
│ ├── air_validate/ # metallib validation
│ └── cumetalc/ # CLI
├── runtime/
│ ├── api/ # clean-room CUDA headers
│ ├── driver/ # Driver API shim
│ ├── rt/ # Runtime API shim
│ ├── registration/ # __cudaRegister* path (opt-in binary shim)
│ ├── error/ # per-thread error queue
│ ├── cache/ # metallib cache
│ └── metal_backend/ # Objective-C++ Metal boundary
├── tools/
│ ├── air_inspect/
│ ├── metal_library_archive_bridge/
│ ├── ptx_diff/
│ └── cumetal_bench/
├── tests/
│ ├── unit/
│ ├── functional/
│ ├── conformance/
│ ├── air_abi/
│ └── ptx_sweep/
├── docs/
│ ├── air-abi.md
│ └── known-gaps.md
├── spec.md # canonical design spec
└── AGENTS.md # this file
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.
- 1mo ago Changed · +20 lines · +260 tokens per session e61291703ab8
- 1mo ago Changed · +1 lines · +12 tokens per session 14cea6632fd1
- 2mo ago First seen · 122 lines · 1,065 tokens per session scan A e832cb53980c
cuda-metal AGENTS.md is an instructions file published in the GitHub repository Lulzx/cuda-metal (215 stars, last pushed 2d ago), licensed Apache-2.0. It adds 1,337 tokens to every session, about $0.0053 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.
cuda-metal AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| cuda-metal AGENTS.mdLulzx/cuda-metal | Instructions file | 215 | 2d ago | Apache-2.0 | A | 1,337 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | 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 | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 275k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |