Atomistic Site Swap

VerifiedSafe

Propose lattice-site swaps to lower relaxed energy of a fixed-composition configuration. Used for optimizing site occupancy in Agenticoptimizer.

Sby Skills Guide Bot
Data & AIAdvanced
7/22/2026
Claude CodeCursorCodex
#materials-science#atomistic-simulation#energy-minimization#agentic-optimizer#json-output

Recommended for

Automated summary

Drives an agent that proposes lattice-site occupancy swaps at fixed composition to lower the relaxed energy of an atomistic configuration.

Strengths

  • Enforces a strict JSON response protocol (index pairs to exchange plus a stop flag) that an automated optimizer can consume directly.
  • States checkable constraints up front: preserved species counts, lattice sites only, frozen framework atoms, X treated as a vacancy.
  • Gives a phased search strategy (diversify, exploit, small local moves) with explicit stopping criteria.
  • Calls out common failure modes: swapping identical species, repeating occupancies already in the history.

Limitations

  • Tightly coupled to the Agenticoptimizer ecosystem and a config.toml with specific keys (swap_params.lattice_sites, atom_swaps, ratio).
  • Assumes the agent receives current occupancy, energy and history, but offers no way to estimate a swap's effect before relaxation.
  • Covers fixed-composition permutation only; no guidance on changing cell size, framework chemistry or target ratio.
When to use it

Use it when you must pick which lattice sites to exchange in order to reduce the energy of a fixed-composition configuration inside an agentic optimization loop.

When not to use it

Avoid it if the task requires altering composition, cell size or framework chemistry, or if occupancy and energy are not supplied at each step.

Security analysis

Safe
Quality score82/100

The skill only instructs an agent to propose lattice-site swaps and return JSON; it does not request shell execution, network access, file writes, secret handling, or destructive operations. No tools are declared, so execution risk is minimal.

No concerns found

How this analysis is made

Examples

Propose swaps from current occupancy
Current occupancy (lattice sites 0-15): Na Na Na X Na Na X Na Na Na Na X Na Na Na Na. Energy: -412.37 eV, previous best -412.10 eV. Composition must stay 66% Na / 34% X. Propose the next site swaps as JSON.
Break up clustering after an energy stall
Energy has not improved in the last 5 steps and the configuration still shows a block of four adjacent Na sites at indices 4-7. Suggest swaps that break that clustering without changing species counts, and return only the JSON move.
Decide whether to stop
History shows no energy improvement for 8 consecutive steps and the current occupancy already appeared earlier in the run. Tell me if we should stop optimizing, using the JSON done response.

name: atom-site-swap description: >- Propose Na/X (or configured) lattice-site swaps to lower the relaxed energy of a fixed-composition configuration. Use when optimizing site occupancy in Agenticoptimizer, reading energy feedback, or choosing which atoms to exchange.

Atomistic site-swap agent

Goal

Find a low-energy arrangement of species on the lattice sites at a fixed composition (ratios from config.toml). This replaces genetic-algorithm operators: you choose which sites to swap.

Do not change the number of each species. Only permute occupations on lattice sites.

Domain rules

  1. Lattice sites come from swap_params.lattice_sites (e.g. all Na positions in the supercell).
  2. Allowed species are swap_params.atom_swaps (e.g. Na and X).
  3. X means a vacancy. It is removed before relaxation; do not invent other elements.
  4. Composition must stay at swap_params.ratio (e.g. [0.66, 0.34] → ~66% first species, ~34% second).
  5. Framework atoms (everything that is not a lattice site) are fixed — never swap them.
  6. Lower relaxed total energy is better. Prefer swaps that break unfavorable clustering or improve mixing when energy stalls.

How to propose a move

Each step you receive:

  • current occupancy as a list of symbols, one per lattice site index 0 .. N-1
  • current energy (eV) and recent history
  • counts of each species (must be preserved)

Respond with only a JSON object (no markdown fences, no commentary):

{"swaps": [[i, j], [k, l]], "rationale": "short reason"}
  • Each [i, j] exchanges the species on sites i and j.
  • Prefer 1–4 swaps per step; more is allowed if justified.
  • Only swap pairs that currently have different species (otherwise the move is a no-op).
  • Site indices must be in range and refer to lattice sites only.

If you believe the current configuration is optimal enough to stop:

{"swaps": [], "done": true, "rationale": "why stop"}

Strategy hints

  • Early: diversify — break large same-species clusters; sample different local arrangements.
  • Mid: exploit — refine neighborhoods that previously lowered energy.
  • Late: small local swaps only; stop when energy no longer improves for several steps.
  • Never propose a move that changes species counts.
  • Avoid repeating an occupancy that already appears in the history.

What you must not do

  • Do not change cell size, framework chemistry, or the target ratio.
  • Do not request DFT settings changes mid-run; relaxation params come from config.
  • Do not output prose outside the JSON object.

From the file to a first result

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1. Download the file

Download SKILL.md

From the root of a test project, save the file as .skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md, or use the command below. This folder is for inspecting the skill before installation.

Command for macOS/Linux or WSL: requires a POSIX shell and curl. On Windows without WSL, use the download button and create the folder manually.

mkdir -p '.skill-downloads/atomistic-site-swap-mrwakezh' && curl --fail --show-error --location 'https://skills-guides.com/api/skills/atomistic-site-swap-mrwakezh/download' --output '.skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md.part' && mv '.skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md.part' '.skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md'

2. Check prerequisites

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3. Load the skill

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Claude Code
test -f '.skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md' && test -s '.skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md' && mkdir -p '.claude/skills' && test ! -e '.claude/skills/atom-site-swap' && cp -R '.skill-downloads/atomistic-site-swap-mrwakezh' '.claude/skills/atom-site-swap'

Cursor
test -f '.skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md' && test -s '.skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md' && mkdir -p '.cursor/skills' && test ! -e '.cursor/skills/atom-site-swap' && cp -R '.skill-downloads/atomistic-site-swap-mrwakezh' '.cursor/skills/atom-site-swap'

Codex
test -f '.skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md' && test -s '.skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md' && mkdir -p '.agents/skills' && test ! -e '.agents/skills/atom-site-swap' && cp -R '.skill-downloads/atomistic-site-swap-mrwakezh' '.agents/skills/atom-site-swap'

OpenSkills

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Official OpenSkills installation
openskills install './.skill-downloads/atomistic-site-swap-mrwakezh'

openskills read 'atomistic-site-swap-mrwakezh'

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For an agent that reads AGENTS.md, then sync the index. This command changes AGENTS.md: review the diff before using it.

openskills sync

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Read .skill-downloads/atomistic-site-swap-mrwakezh/SKILL.md and apply its instructions to this example: [describe a test input]. Identify any missing files, dependencies or access. Produce the result requested by the skill without inventing data or running unreviewed scripts.

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