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/clima/climaatmos.jl/agents-mdgit clone --depth 1 https://github.com/CliMA/ClimaAtmos.jlWrote 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/clima/climaatmos.jl/agents-md)<a href="https://agentmods.dev/instructions/clima/climaatmos.jl/agents-md"><img src="https://agentmods.dev/badge/instructions/clima/climaatmos.jl/agents-md.svg" alt="Measured on agentmods" 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 | $0.00691 | $0.00691 |
| Opus 5 | $0.00345 | $0.00345 |
| Sonnet 5 | $0.00138 | $0.00138 |
| Haiku 4.5 | $0.00069 | $0.00069 |
Grade A, and why
ClimaAtmos.jl 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 4d 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 — 33 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ClimaAtmos Agent Guide
Ecosystem Guidelines
Please refer to the shared CliMA agent index for ecosystem-wide rules regarding architecture, performance, code quality, infrastructure, and workflows:
- docs/dev-guides/AGENTS.md — Shared CliMA agent guidelines.
Shared guides live at
docs/dev-guides/and are vendored from the canonical source: https://github.com/CliMA/DeveloperGuides. Edit shared guides there, not here.
Repo-Specific Guidelines
Always read the ClimaAtmos-specific guide before working in this repository:
- docs/clima_atmos_specific.md — directory tree, test groups, and reproducibility specifics for this repo.
Local norms
- Prefer Julia 1.11.x for local work. CI also runs 1.10 and 1.11.
- For runtime validation, prefer
julia +1.11 --project=.buildkite .buildkite/ci_driver.jl .... - For package tests, prefer
Pkg.test()over manuallyincludeingtest/runtests.jlbecause test-only deps are loaded through the package test path. - Keep edits inside the owning subtree when possible; use src/ClimaAtmos.jl to trace where a feature is wired.
- Match existing style: explicit names, narrow imports, comments that explain why.
- Follow the software design patterns in docs/dev-guides/architecture/software_design_patterns.md for new code and refactor toward them when touching existing code.
- Format code before committing. CI checks formatting via the
prekhook in .github/workflows/run-prek.yml, which runs JuliaFormatter from the version-pinned .dev/format/Project.toml environment (currently=2.10.1). Match CI with eitherprek run julia-formatter --all-filesor the pinned env directly:julia --startup-file=no --project=.dev/format -e 'using Pkg; Pkg.instantiate(io=devnull); using JuliaFormatter; format(ARGS)' .. Avoidjulia -e 'using JuliaFormatter; format(\".\")'from your global environment —Pkg.add("JuliaFormatter")installs v2 by default and a mismatched version produces a different diff. - Optional but recommended: install the pre-commit hooks in .pre-commit-config.yaml (
uv tool install prek && prek install) to auto-format and trim trailing whitespace on commit. See docs/src/contributor_guide.md ("Pre-commit hooks").
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.
- 4d ago First seen · 33 lines · 691 tokens per session scan A 3e052ce0933f
ClimaAtmos.jl AGENTS.md is an instructions file published in the GitHub repository CliMA/ClimaAtmos.jl (125 stars, last pushed 5d ago), licensed Apache-2.0. It adds 691 tokens to every session, about $0.0035 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
PINA AGENTS.md
AGENTS.md instructions for PINA-org/PINA, covering pina — physics-informed neural architectures, quick reference, workflow: problem → model → solver → trainer, problem types and condition types.
tpu_performance_autoresearch_wiki GEMINI.md
Instructions for vlasenkoalexey/tpu_performance_autoresearch_wiki, covering gemini/antigravity operating rules, platform adaptation (claude code → gemini/antigravity), 1. skills — native, no emulation, 2. never-stop hook & retrospectives and 3. session and transcript resolution.
Thermodynamics.jl AGENTS.md
Instructions for CliMA/Thermodynamics.jl, covering thermodynamics.jl agent guide, ecosystem guidelines, before you act: agent autonomy, repo-specific guidelines and architecture.
JuliaFEM.jl AGENTS.md
Instructions for JuliaFEM/JuliaFEM.jl, covering 1. what this project is, 2. where things live, 3. current architecture (0.x), 3.1 dof specification and single field.
tpu_performance_autoresearch_wiki CLAUDE.md
Instructions for vlasenkoalexey/tpu_performance_autoresearch_wiki, a project described as: Wiki built using Karpathy method containing information about TPU performance optimizations and hooking it up to autoresearch optimization engine.
SutroYaro GEMINI.md
Instructions for cybertronai/SutroYaro, covering gemini.md - sutro group research workspace, project context, read these first, core concepts and current best methods.