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/utilforever/cubbyflow/agents-mdgit clone --depth 1 https://github.com/utilForever/CubbyFlowWhat 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 | $0.04114 | $0.04114 |
| Opus 5 | $0.02057 | $0.02057 |
| Sonnet 5 | $0.00823 | $0.00823 |
| Haiku 4.5 | $0.00411 | $0.00411 |
Grade A, and why
CubbyFlow 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 — 305 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Guidance for AI coding agents working in this repository. Humans should start with README.md; this file puts project-specific rules in the order an agent usually needs them.
What this repository is
CubbyFlow is a voxel-based fluid simulation engine with C++23 host code and optional C++17 CUDA device code. It is based on the Jet framework and contains:
- CPU implementations of math, geometry, grids, particles, spatial search, level sets, pressure solvers, and fluid solvers.
- Matching 2-D and 3-D APIs for most simulation domains.
- An optional CUDA backend under
Includes/Core/CUDA/andSources/Core/CUDA/. - A Python module named
pyCubbyFlow, exposed through pybind11. - C++, CUDA, Python, manual, memory-performance, and time-performance tests.
- Standalone simulation and conversion examples under
Examples/.
The public C++ API lives under Includes/Core/; implementations live under Sources/Core/. Start there for almost every behavior change.
Golden rules
- Keep 2-D and 3-D behavior aligned. Most core algorithms, data structures, aliases, explicit template instantiations, bindings, and tests have dimensional counterparts. Check the sibling implementation before changing one side. Some geometry is inherently 3-D, so follow the existing domain rather than creating a meaningless counterpart.
- Keep the public API and Python-visible behavior in sync. When changing a public type, method, default, enum, or solver behavior, inspect
Includes/API/Python/,Sources/API/Python/,Sources/API/Python/main.cpp, andTests/PythonTests/. - Fix shared behavior at the shared layer. Use
rgto find every caller, override, binding, test, and dimensional specialization before editing. Avoid one-off guards in callers when the invariant belongs in a common base class or utility. - Use existing patterns before adding code. Search the neighboring domain for templates, builders, aliases, numerical helpers, parallel loops, serialization code, and tests. Do not add a new abstraction or dependency when the repository already has the required shape.
- Use CMake targets as the source of truth. Read the root and nearest
CMakeLists.txtbefore adding files, dependencies, compile definitions, or platform-specific behavior. Reconfigure CMake after adding source files; several targets useGLOBorGLOB_RECURSEwithout automatic reconfigure. - Preserve C++23 portability. CI builds with GCC, Clang, and MSVC across Linux, macOS, and Windows. Avoid compiler extensions unless they are isolated behind existing CMake checks.
- Treat warnings as failures.
CUBBYFLOW_WARNINGS_AS_ERRORSdefaults toON. Fix warnings in project code instead of suppressing them globally. - Keep CUDA optional. CPU-only configurations must continue to work. CUDA-only code belongs in the existing CUDA directories and should not leak into ordinary builds without guards. Host code uses C++23; CUDA device code remains C++17 for the supported toolchains.
- Do not hand-edit generated files alone. FlatBuffers schemas live in
Sources/Core/Flatbuffers/schema/and checked-in generated headers live inSources/Core/Flatbuffers/generated/. A schema change must update both; use the FlatBuffers version constrained byvcpkg.json. - Run the smallest relevant check. Documentation-only changes need only document validation. Behavior changes need focused C++, Python, or CUDA coverage before broader validation.
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 · 305 lines · 4,114 tokens per session scan A bf24351853a6
CubbyFlow AGENTS.md is an instructions file published in the GitHub repository utilForever/CubbyFlow (299 stars, last pushed 5d ago), licensed MIT. It adds 4,114 tokens to every session, about $0.0206 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
compiler-explorer AGENTS.md
Instructions for compiler-explorer/compiler-explorer, covering agents.md, build & test commands, important workflow requirements, style guidelines and architecture guidelines.
img2threejs CLAUDE.md
Claude Code instructions for img2threejs/img2threejs, covering shared project instructions, change rules, verification and mandatory visual screenshot gate.
compiler-explorer copilot-instructions.md
Instructions for compiler-explorer/compiler-explorer: For each answer to the user, evaluate your level of confidence in the correctness of the answer on a scale from 1 to 10, where 1 is very uncertain and 10 is absolutely certain. If your confidence level is below 8, state so and suggest ways to verify the answer.
rocketride-server AGENTS.md
Instructions for rocketride-org/rocketride-server, covering agents.md and co-located documentation rule.
OpenGeometry AGENTS.md
Instructions for OpenGeometry-io/OpenGeometry, covering agents.md, 1. project identity, 2. architecture, runtime flow and build pipeline.
flamerobin copilot-instructions.md
Instructions for mariuz/flamerobin, covering flamerobin — copilot instructions, build, run from build dir (sets up paths to resource subdirs), tests and or with verbose boost.test output.