ontology-explorer
ResearchParse, navigate, and query materials science ontology structure (classes, properties, hierarchy). Use when exploring an ontology like CMSO, understanding class relationships, finding properties for a given class, or searching for ontology terms related to a materials science concept. Supports OWL/XML format from the OCDO ecosystem (CMSO, ASMO, CDCO, PODO, PLDO, LDO).
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How to use this skill
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Ontology Explorer
Goal
Enable an agent to understand, navigate, and query the structure of materials science ontologies without loading verbose OWL/XML files directly. Provides fast access to class hierarchies, property definitions, and domain-range relationships through pre-processed JSON summaries.
Requirements
- Python 3.8+
- No external dependencies (Python standard library only)
- Internet access required only for
owl_parser.pyandontology_summarizer.pywhen fetching remote OWL files
Inputs to Gather
| Input | Description | Example |
|---|---|---|
| Ontology name | Registered ontology to query | cmso |
| Class name | A specific class to inspect | Material, UnitCell |
| Property name | A specific property to look up | hasMaterial, hasSpaceGroupNumber |
| Search term | Keyword to search across labels | crystal, lattice |
| OWL source | Path or URL to an OWL/XML file (for parsing/summarizing) | https://raw.githubusercontent.com/OCDO/cmso/main/cmso.owl |
Decision Guidance
What do you need?
├── Understand overall ontology structure
│ └── class_browser.py --ontology cmso --list-roots
├── Inspect a specific class
│ └── class_browser.py --ontology cmso --class <name>
├── Find properties for a class
│ └── property_lookup.py --ontology cmso --class <name>
├── Look up a specific property
│ └── property_lookup.py --ontology cmso --property <name>
├── Search for a concept
│ ├── class_browser.py --ontology cmso --search <term>
│ └── property_lookup.py --ontology cmso --search <term>
├── Parse a new/updated OWL file
│ └── owl_parser.py --source <path-or-url>
└── Generate/refresh a summary JSON
└── ontology_summarizer.py --source <url> --output <path>
Script Outputs (JSON Fields)
| Script | Key Outputs |
|---|---|
scripts/owl_parser.py | results.metadata, results.classes, results.object_properties, results.data_properties, results.class_hierarchy |
scripts/ontology_summarizer.py | results.output_file, results.statistics |
scripts/class_browser.py | results.class_info, results.subtree, results.properties, results.path_to_root, results.roots, results.search_results |
scripts/property_lookup.py | results.property_info, results.class_properties, results.search_results |
Workflow
- Identify which ontology the user is working with (default: CMSO).
- Use
class_browser.py --list-rootsto see the top-level concepts. - Drill into specific classes with
class_browser.py --class <name>to see hierarchy, children, and applicable properties. - Look up individual properties with
property_lookup.py --property <name>. - If the user mentions a concept but not its ontology name, use
--searchto find matching classes or properties. - For a new or updated ontology, run
owl_parser.pyto parse the raw OWL, thenontology_summarizer.pyto generate a summary JSON.
Conversational Workflow Example
User: I have an FCC copper simulation. What CMSO classes should I use to describe it?
Agent: Let me explore the CMSO ontology to find the relevant classes.
[Runs: class_browser.py --ontology cmso --search "crystal" --json]
For an FCC copper simulation, the relevant CMSO classes are:
- **Computational Sample** → **Atomic Scale Sample**: your simulation is an atomic-scale sample
- **Material** → **Crystalline Material**: copper is crystalline
- **Crystal Structure**: describes the FCC arrangement
- **Unit Cell**: the repeating FCC unit cell (a=b=c=3.615 Å, α=β=γ=90°)
- **Space Group**: FCC copper is space group 225 (Fm-3m)
- **Chemical Element**: Cu
The key relationships:
AtomicScaleSample → hasMaterial → CrystallineMaterial → hasStructure → CrystalStructure → hasUnitCell → UnitCell
Shall I look up the specific properties for any of these classes?
CLI Examples
# List root classes in CMSO
python3 skills/ontology/ontology-explorer/scripts/class_browser.py \
--ontology cmso --list-roots --json
# Inspect the Material class hierarchy
python3 skills/ontology/ontology-explorer/scripts/class_browser.py \
--ontology cmso --class Material --json
# Search for crystal-related classes
python3 skills/ontology/ontology-explorer/scripts/class_browser.py \
--ontology cmso --search crystal --json
# Find all properties for UnitCell
python3 skills/ontology/ontology-explorer/scripts/property_lookup.py \
--ontology cmso --class UnitCell --json
# Look up a specific property
python3 skills/ontology/ontology-explorer/scripts/property_lookup.py \
--ontology cmso --property "has space group" --json
# Parse a remote OWL file
python3 skills/ontology/ontology-explorer/scripts/owl_parser.py \
--source https://raw.githubusercontent.com/OCDO/cmso/main/cmso.owl --json
# Generate a summary JSON from an OWL file
python3 skills/ontology/ontology-explorer/scripts/ontology_summarizer.py \
--source https://raw.githubusercontent.com/OCDO/cmso/main/cmso.owl \
--output summary.json --json
Error Handling
| Error | Cause | Resolution |
|---|---|---|
Ontology 'X' not in registry | Ontology name not registered | Check references/ontology_registry.json for available names |
Class 'X' not found | Class label doesn't match any entry | Use --search to find similar names, or --list-roots to see available classes |
Property 'X' not found | Property label doesn't match | Use --search to find similar properties |
Cannot parse OWL source | Invalid XML or unreachable URL | Check file path or URL; ensure the file is valid OWL/XML |
Summary file not found | Summary JSON hasn't been generated | Run ontology_summarizer.py first |
Interpretation Guidance
- Class hierarchy: root classes are the broadest concepts; leaf classes are the most specific. A class inherits all properties from its ancestors.
- Object properties: show how classes relate to each other (domain → range). A property with domain
UnitCelland rangeBasismeans a unit cell has a basis. - Data properties: show what literal values a class carries. A property with domain
ChemicalElementand rangexsd:stringmeans an element has a string-valued attribute. - Union domains: some properties apply to multiple classes (e.g.,
hasVectorapplies to bothSimulationCellandUnitCell), shown asSimulationCell | UnitCell. - Search relevance: 1.0 = label match, 0.5 = description match only.
Limitations
- Only supports OWL/XML format (not Turtle, JSON-LD, or N-Triples)
- Does not support OWL reasoning or inference (e.g., does not compute transitive closures)
- Class hierarchy extraction handles simple
rdfs:subClassOfonly (not complex OWL restrictions) - Descriptions may be missing for classes that lack
rdfs:comment,skos:definition, or IAO annotations - URL fetching requires internet access and may time out (30-second limit)
References
- OWL/RDF Primer — brief introduction to OWL concepts
- CMSO Guide — narrative guide to the CMSO ontology
- Ontology Registry — registered ontologies and their metadata
- CMSO Summary — pre-processed CMSO structure
- CMSO Documentation — official CMSO docs
- CMSO Repository — source OWL file and development
Version History
| Date | Version | Changes |
|---|---|---|
| 2026-02-25 | 1.0 | Initial release with CMSO support |