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fair-simulation-packager

Create FAIR-minded reproducibility bundles for materials simulations by collecting input/output file inventories, hashes, units, engine versions, structure…

Skill by HeshamFS

IndexedApache-2.0★ 83
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/heshamfs-fair-simulation-packager

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About

Create FAIR-minded reproducibility bundles for materials simulations by collecting input/output file inventories, hashes, units, engine versions, structure identifiers, provenance, and NOMAD/OPTIMADE/Materials Project friendly metadata. Use before publishing, sharing, archiving, or handing simulation results to another agent.

Use cases: data, agent-building

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Permissions

What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found
Runs as
Python package

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/fair-simulation-packager

Tools it pre-approves 5

From allowed-tools in SKILL.md: the agent may use these without asking you each time.

  • Read,
  • Bash,
  • Write,
  • Grep,
  • Glob

What's inside

Skill name
fair-simulation-packager
Description
Create FAIR-minded reproducibility bundles for materials simulations by collecting input/output file inventories, hashes, units, engine versions, structure identifiers, provenance, and NOMAD/OPTIMADE/Materials Project friendly metadata. Use before publishing, sharing, archiving, or handing simulation results to another agent.
License
Apache-2.0
Allowed tools
Read,, Bash,, Write,, Grep,, Glob
Metadata
author: HeshamFS · version: 1.2.2 · eval_cases: 3 · last_reviewed: 2026-06-24 · security_tier: high · last_evaluated: 2026-06-23 · security_reviewed: true · agent_evaluation_status: not_revalidated · last_deterministic_eval: 2026-10-20
Instructions
162 lines in SKILL.md · view on GitHub

Before installing

  • Ships executable scripts
  • Pre-approves some shell commands

Files (10)

  • CHANGELOG.md
  • SKILL.md
  • evals.json · evals/
  • OUTCAR · evals/files/
  • POSCAR · evals/files/
  • data.lmp · evals/files/
  • in.lammps · evals/files/
  • log.lammps · evals/files/
  • fair_manifest.md · references/
  • fair_packager.py · scripts/

SKILL.md (first lines)

# FAIR Simulation Packager

## Goal

Build a minimal reproducibility manifest for materials simulation results so another person or agent can understand what was run, with which inputs, and how outputs should be interpreted.

## Requirements

- Python 3.10+
- No external dependencies
- Works on Linux, macOS, and Windows

## Inputs to Gather

| Input | Description | Example |
|-------|-------------|---------|
| Project name | Human-readable bundle name | `al-cu-diffusion-study` |
| Engine | Simulation code | `LAMMPS`, `VASP`, `MOOSE` |
| Input files | Files needed to rerun | `in.lammps,data.lmp` |
| Output files | Files needed to verify results | `log.lammps,traj.dump` |
| Structure ID | Database or local identifier | `mp-149` |
| Units | Field/unit mapping | `energy=eV,length=angstrom` |

## Decision Guidance

- Always include input files, output files, code version, and units.
- Include hashes for every file that exists locally.
- Include structure identifiers when using Materials Project, NOMAD, OPTIMADE, CIF, POSCAR, or internal database records.
- Record missing files as warnings instead of silently dropping them.

## Script Outputs

`scripts/fair_packager.py --json` prints an envelope with two top-level keys:

- `inputs`: the parsed CLI arguments echoed back (note: `inputs.inputs` is the raw
  comma-separated string passed via `--inputs`, not the per-file records).
- `results`: contains a single key `manifest`.

`results.manifest` contains these fields:

- `project_name`, `engine`, `engine_version`, `structure_id`, `units`
- `file_inventory` with `inputs` and `outputs`, each a list of per-file records
  (`path`, `exists`, and when the file exists, `size_bytes` and `sha256`)
- `missing_files`: paths that do not exist on disk
- `provenance` (`working_directory`, `manifest_schema`)
- `fair_checks`: `has_inputs`, `has_outputs`, `has_units`, `has_engine_version`, and
  `has_hashes_for_existing_files` (`true`/`false`, or `null` when no files exist so the
  check is not applicable)
- `recommended_next_steps`

Parse fields at `results.manifest.<field>`. When `--out PATH` is given, only the bare
`manifest` object (not the `inputs`/`results` envelope) is written to `PATH`.

## Workflow

```bash
python3 skills/data-management/fair-simulation-packager/scripts/fair_packager.py \
  --project-name al-cu-diffusion \
  --engine LAMMPS \
  --inputs in.lammps,data.lmp \
  --outputs log.lammps,traj.dump \
  --units energy=eV,length=angstrom,time=ps \
  --structure-id local:alcu-cell-001 \
  --json
```

Use `--out manifest.json` only when the user wants a manifest file written.

## Error Handling

Missing files are reported in `missing_files` (exit code 0). Invalid input stops with
exit code 2: malformed unit entries, fields containing control characters, fields longer
than 4096 characters, more than 1000 input or output entries, or a file larger than
500 MB. Note that ordinary file paths — including absolute paths and paths containing
`..` — are accepted and inventoried; the tool reads file contents only to compute
metadata and SHA-256 hashes.

## Limitations

This skill creates a metadata manifest. It does not upload to NOMAD, Materials Project, or an OPTIMADE provider.

## Verification checklist

- [ ] Confirmed `fair_checks.has_hashes_for_existing_files` is `true` (not `null` or `false`); a `null` means no listed file existed on disk, so re-run from the directory where the files actually live before trusting the manifest.
- [ ] Reviewed `missing_files` and confirmed it is empty, or recorded an explicit reason for each entry — every missing path means an input/output was named but not hashed, so the bundle is not reproducible as-is.
- [ ] Spot-checked at least one `sha256` in `results.manifest.file_inventory` against an independent `sha256sum`/`Get-FileHash` of the same file to confirm the recorded digest matches the bytes on disk.
- [ ] Confirmed `engine_version` is a real version string and not the default `"unknown"`; pass `--engine-version` so the bundle records the exact code build.
- [ ] Verified `units` is non-empty and every reported quantity (energy, length, time, etc.) has an entry, so downstream consumers do not have to guess the unit system.
- [ ] Confirmed `structure_id` is populated when a Materials Project / NOMAD / OPTIMADE / CIF / POSCAR structure was used, so the structure identity is recoverable.
- [ ] When `--out PATH` was used, opened `PATH` and confirmed it holds the bare `manifest` object (not the `inputs`/`results` envelope) and that no unintended path outside the working directory was written.

## Common pitfalls & rationalizations

| Tempting shortcut | Why it's wrong / what to do |
|-------------------|-----------------------------|
| "It exited 0, so the bundle is complete." | Exit 0 only means no validation error; missing files are reported in `missing_files` with exit 0. Inspect `missing_files` and `fair_checks` before trusting completeness. |
| "`has_hashes_for_existing_files` is `null`, close enough to `true`." | `null` means *no listed file existed on disk* — nothing was hashed. Re-run from the correct directory so the files are found and actually digested. |
| "Skip `--engine-version`, the engine name is enough." | The script defaults `engine_version` to `"unknown"`, which silently breaks reproducibility. Always pass the concrete build/version. |
| "Parsing `inputs.inputs` from the JSON gives me the per-file records." | `inputs.inputs` is the raw comma-separated CLI string echoed back, not the records. Read per-file data from `results.manifest.file_inventory.inputs/outputs`. |
| "The manifest captures the structure, so the run is fully reproducible." | This skill only inventories files, hashes, units, and IDs. It does not record code commit, container digest, or parser versions — follow `recommended_next_steps` and add those yourself. |
| "Absolute paths or `..` will be rejected, so the inventory is sandboxed." | Paths are not sandboxed — absolute and `..` paths are inventoried as given, and `--out` can write outside the working directory. Verify the paths you pass are the intended ones. |

## Security

### Input Validation

- `--project-name` and `--engine` are required and must be non-empty after stripping
  whitespace; an empty value stops with exit code 2.
- `--project-name`, `--engine`, `--structure-id` (when given), and every file path are
  checked for control characters (`ord < 32`) and a 4096-character maximum length; either
  condition stops with exit code 2.
- `--inputs` and `--outputs` are split on commas and capped at 1000 entries each; more
  entries stop with exit code 2.
- `--units` entries must be `key=value`; both the key and the value must match the
  allowlist `^[A-Za-z0-9_.:/@+-]+$`. A missing `=` or a non-matching key/value stops with
  exit code 2.
- There are no numeric inputs, so no finite/positive numeric checks are performed.

### File Access

From HeshamFS/materials-simulation-skills, Apache-2.0.

More from HeshamFS/materials-simulation-skills

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Stars
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Forks
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Last commit (this folder)
Oct 21, 2026 (7 days ago)

From GitHub (fetched Oct 24, 2026).

Details

Version
1.2.2
License
Apache-2.0
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from HeshamFS

Cite this page

fair-simulation-packager skill. Agent Mart. https://agentmart.dev/skills/heshamfs-fair-simulation-packager (last updated 2026-10-24)