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 skills add Rockielab/rockie-claude --skill physicsgit clone --depth 1 https://github.com/Rockielab/rockie-claudeWrote 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/skills/rockielab/rockie-claude/physics)<a href="https://agentmods.dev/skills/rockielab/rockie-claude/physics"><img src="https://agentmods.dev/badge/skills/rockielab/rockie-claude/physics/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/skills/rockielab/rockie-claude/physics"><img src="https://agentmods.dev/badge/skills/rockielab/rockie-claude/physics.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 | $0.00075 | $0.02028 |
| Opus 5 | $0.00037 | $0.01014 |
| Sonnet 5 | $0.00015 | $0.00406 |
| Haiku 4.5 | $0.00007 | $0.00203 |
Grade A, and why
physics 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 9d 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.
Copies of this mod
1 near-identical copy found in the catalogue:
- physics — 100% identical, 0 lines differ
How it starts
The opening of the file, as written. The whole thing — 188 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Physics Research Router
Use this top-level skill for physics requests that imply simulation,
calculation, modeling, validation, input-deck generation, run monitoring,
or result interpretation. Current skill discovery is top-level only, so
the domain modules are routed references under references/ rather than
nested discoverable skills.
Physics is a router by default, not a direct provisioner. If a user asks
for direct monitor status without a bound underlying run owner, return
router_not_provisioner. Executed-run monitoring belongs to the owning provisioner parent skill such as experiment or inference-engineer, not the physics router itself.
First Steps
- Classify the request into one family:
force_fields,molecular_dynamics,electronic_structure,particle_transport_collision,continuum_multiphysics,plasma_pic,nuclear_radiation,astro_cosmology, orliterature_only. - If classification is ambiguous and the answer would materially change the engine or safety posture, ask at most two clarifying questions. If the user does not answer, choose the safest open-source-first default and state the assumption.
- Load the routed reference module plus
references/licensing.mdandreferences/software-landscape.md. - Write a run plan before execution or handoff.
- Attach the matching dashboard profile id and preserve every generated config, script, log, parser output, artifact path, and Note outline.
Non-computational literature review requests route to source search and note writing only. Do not invent a simulation run.
Router Rules
| Signal | Family | Reference |
|---|---|---|
| Missing parameters, charges, water/ion compatibility, metals, surfaces, unusual residues, mixing rules | force_fields |
references/force-fields.md |
| Classical atomistic dynamics, LAMMPS/GROMACS/OpenMM, trajectory, thermostat, barostat, enhanced sampling | molecular_dynamics |
references/molecular-dynamics.md |
| DFT, SCF, band structure, orbitals, phonons, geometry optimization, AIMD setup | electronic_structure |
references/electronic-structure.md |
| Detector simulation, event generation, collisions, PYTHIA, MadGraph, Geant4, ROOT | particle_transport_collision |
references/particle-transport-collision.md |
| CFD, FEA, mesh, residuals, CFL, stress, heat transfer, coupled PDEs, OpenFOAM, SU2, MOOSE, CalculiX | continuum_multiphysics |
references/continuum-multiphysics.md |
| Plasma sheath, PIC, fields plus particles, WarpX, Smilei, openPMD, Courant constraints | plasma_pic |
references/plasma-pic.md |
| Neutron/photon transport, reactor, shielding, tallies, depletion, source convergence, OpenMC, MCNP | nuclear_radiation |
references/nuclear-radiation.md |
| Galaxy, cosmology, N-body, MHD, redshift, Athena++, GADGET-family workflows | astro_cosmology |
references/astro-cosmology.md |
| Literature review, compare papers, summarize methods without running | literature_only |
source search and note writing |
What ships with it
55 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- README.md 1.1 KB
- references/astro-cosmology.md 718 B
- references/continuum-multiphysics.md 899 B
- references/electronic-structure.md 1.0 KB
- references/force-fields.md 2.0 KB
- references/licensing.md 2.1 KB
- references/molecular-dynamics.md 1.1 KB
- references/nuclear-radiation.md 890 B
- references/particle-transport-collision.md 808 B
- references/plasma-pic.md 683 B
- references/software-landscape.md 3.7 KB
- runtime/classifier/classify_prompt.py 3.1 KB runs code
- runtime/classifier/fixtures.jsonl 4.1 KB
- runtime/classifier/license-refusals.jsonl 1.3 KB
- runtime/classifier/rules.json 2.4 KB
- runtime/monitoring-profiles/astro_cosmology.json 1.7 KB
- runtime/monitoring-profiles/continuum_multiphysics.json 1.7 KB
- runtime/monitoring-profiles/electronic_structure.json 1.9 KB
- runtime/monitoring-profiles/force_fields.json 1.8 KB
- runtime/monitoring-profiles/molecular_dynamics.json 2.3 KB
- runtime/monitoring-profiles/nuclear_radiation.json 1.4 KB
- runtime/monitoring-profiles/particle_transport_collision.json 1.4 KB
- runtime/monitoring-profiles/plasma_pic.json 1.5 KB
- runtime/parse_physics_log.py 7.3 KB runs code
- runtime/parser-fixtures/astro_cosmology.log 309 B
- runtime/parser-fixtures/continuum_multiphysics.log 290 B
- runtime/parser-fixtures/electronic_structure.log 350 B
- runtime/parser-fixtures/force_fields.log 293 B
- runtime/parser-fixtures/molecular_dynamics.log 351 B
- runtime/parser-fixtures/nuclear_radiation.log 231 B
- runtime/parser-fixtures/particle_transport_collision.log 77 B
- runtime/parser-fixtures/plasma_pic.log 198 B
- templates/astro-cosmology/athena-handoff/checklist.md 515 B
- templates/astro-cosmology/athena-handoff/inputs/athinput.stub 429 B
- templates/astro-cosmology/athena-handoff/README.md 697 B
- templates/astro-cosmology/athena-handoff/run_handoff.sh 793 B runs code
- templates/continuum-multiphysics/openfoam-cavity-handoff/README.md 782 B
- templates/electronic-structure/qe-scf-smoke/README.md 821 B
- templates/electronic-structure/qe-scf-smoke/silicon.in 327 B
- templates/force-fields/failure-note-outline.md 429 B
- templates/force-fields/parameter-audit.md 1.0 KB
- templates/force-fields/result-note-outline.md 449 B
- templates/molecular-dynamics/lammps-smoke/in.lammps 403 B
- templates/molecular-dynamics/lammps-smoke/README.md 977 B
- templates/molecular-dynamics/lammps-smoke/run.sh 725 B runs code
- templates/nuclear-radiation/openmc-handoff/checklist.md 463 B
- templates/nuclear-radiation/openmc-handoff/inputs/model.py.stub 549 B
- templates/nuclear-radiation/openmc-handoff/README.md 769 B
- templates/nuclear-radiation/openmc-handoff/run_handoff.sh 792 B runs code
- templates/particle-transport-collision/pythia-handoff/README.md 804 B
- templates/particle-transport-collision/pythia-handoff/run.sh 766 B runs code
- templates/plasma-pic/warpx-hpc-handoff/checklist.md 460 B
- templates/plasma-pic/warpx-hpc-handoff/inputs/warpx.inputs.stub 689 B
- templates/plasma-pic/warpx-hpc-handoff/README.md 697 B
- templates/plasma-pic/warpx-hpc-handoff/run_handoff.sh 784 B runs code
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.
- 9d ago First seen · 188 lines · 75 tokens per session scan A 2cc6c2443800
physics is a skill published in the GitHub repository Rockielab/rockie-claude (21 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 75 tokens to every session and 2,028 once invoked, about $0.0004 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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