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.
Scanned 9/22/2026
Install to Claude Code
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---
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.
allowed-tools: Read, Bash, Write, Grep, Glob
metadata:
author: HeshamFS
version: "1.2.2"
security_tier: high
security_reviewed: true
tested_with:
- claude-code
last_evaluated: "2026-06-23"
eval_cases: 3
last_reviewed: "2026-06-24"
standards:
- "FAIR Guiding Principles (Wilkinson et al. 2016, Sci. Data)"
- "OPTIMADE API specification"
- "NOMAD Metainfo / Materials Project metadata schema"
- "FIPS 180-4 Secure Hash Standard (SHA-256)"
---
# 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
- The script reads each existing input/output file in 1 MB chunks to compute its
`size_bytes` and SHA-256 hash; files that do not exist are recorded but not read.
- A file larger than 500 MB stops with exit code 2 before it is hashed.
- The script writes no files unless `--out PATH` is given, in which case it writes exactly
one file (the bare manifest JSON) to that path; otherwise all output goes to stdout.
- Paths are not sandboxed: absolute paths and paths containing `..` are accepted for both
the inventoried files and `--out`. If `--out` points outside the working directory, the
file is written there as requested.
### Tool Restrictions
- `Bash` is used to run the bundled `scripts/fair_packager.py`.
- `Read`, `Write`, `Grep`, and `Glob` are declared so the skill can inspect the working
directory and read or write manifest/metadata files when guiding the user; they are not
invoked by the script itself, which performs all of its own file I/O directly.
### Safety Measures
- No `eval`, `exec`, `os.system`, or `subprocess` calls; the script does not shell out and
parses arguments with `argparse`.
- Output is emitted as JSON via `json.dumps` (or a short plain-text summary without
`--json`).
- DoS caps bound resource use: 500 MB per file, 1000 entries per input/output list, and
4096 characters per field.
## References
- See `references/fair_manifest.md` for recommended manifest fields.
## Version History
- 1.2.0: Made eval cases discriminating by pinning the script's exact `--json`
output (per-file `sha256`/`size_bytes`, `units`, `structure_id`, `engine_version`,
`missing_files`, and the tri-state `has_hashes_for_existing_files`) against
committed `evals/files/` fixtures.
- 1.1.0: Documented the real `--json` envelope shape; made
`has_hashes_for_existing_files` tri-state (`null` when no files exist); added entry-count
(1000) and field-length (4096) caps; corrected the Error Handling and Security wording
to describe actual path behavior.
- 1.0.0: Initial FAIR simulation packaging skill.
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