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/thermodynamics.jl/agents-mdgit clone --depth 1 https://github.com/CliMA/Thermodynamics.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/thermodynamics.jl/agents-md)<a href="https://agentmods.dev/instructions/clima/thermodynamics.jl/agents-md"><img src="https://agentmods.dev/badge/instructions/clima/thermodynamics.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 | $0.00699 | $0.00699 |
| Opus 5 | $0.00349 | $0.00349 |
| Sonnet 5 | $0.00140 | $0.00140 |
| Haiku 4.5 | $0.00070 | $0.00070 |
Grade A, and why
Thermodynamics.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 5d 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 — 53 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Thermodynamics.jl 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.
Before You Act: Agent Autonomy
Before making changes that are externally visible or scientifically consequential (git push, version bumps, reproducibility-test edits, CI config changes, public API renames), check docs/dev-guides/workflow/agent_autonomy.md. The boundaries listed there require explicit user approval.
Repo-Specific Guidelines
Thermodynamics.jl provides a library of thermodynamic functions for the CliMA ecosystem. It is a relatively small, focused package.
Architecture
- Pure-function library: All public API functions are pure (no mutation of global state). They accept a parameter set (
AbstractThermodynamicsParameters) and thermodynamic state variables as arguments. - Saturation adjustment: The core numerical solver lives in
src/saturation_adjustment.jl. Multiple methods are available (Newton, Newton-AD, secant, Brent's). This is the most performance-critical code path.
Source layout
| Path | Purpose |
|---|---|
src/Thermodynamics.jl |
Module definition, exports |
src/Parameters.jl |
Parameter interface (AbstractThermodynamicsParameters) |
src/ThermoTypes.jl |
Independent-variable dispatch types (IndepVars) and phase types |
src/saturation_adjustment.jl |
Saturation adjustment solvers |
src/air_*.jl |
Thermodynamic property functions |
src/TemperatureProfiles.jl |
Reference temperature/pressure profiles |
src/DataCollection.jl |
Internal solver diagnostic statistics |
src/aux_functions.jl |
Internal helpers (ReLU, fast_power, ϵ_numerics) |
ext/CreateParametersExt.jl |
ClimaParams weak-dep extension for parameter construction |
test/ |
Test suite |
perf/ |
Performance benchmarks |
docs/ |
Documentation source |
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.
- 5d ago First seen · 53 lines · 699 tokens per session scan A 3451cda4fd61
Thermodynamics.jl AGENTS.md is an instructions file published in the GitHub repository CliMA/Thermodynamics.jl (93 stars, last pushed 23d ago), licensed Apache-2.0. It adds 699 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.
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Instructions for equinor/neqsim, covering minimal thermodynamic initialization level and required rule.
ClimaAtmos.jl AGENTS.md
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SurfaceFluxes.jl AGENTS.md
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ai4science-studio CLAUDE.md
Instructions for AMDResearch/ai4science-studio, covering claude.md, repository purpose, agent entry points (read these first), directory layout and model slug rule.
climate CLAUDE.md
Claude Code instructions for life-itself/climate, a project described as: 🌍🔥 Life Itself's ongoing inquiry into the climate crisis.