OpenClaw-Medical-Skills ontology-explorer

install
source · Clone the upstream repo
git clone https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/ontology-explorer" ~/.claude/skills/freedomintelligence-openclaw-medical-skills-ontology-explorer && rm -rf "$T"
OpenClaw · Install into ~/.openclaw/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills "$T" && mkdir -p ~/.openclaw/skills && cp -r "$T/skills/ontology-explorer" ~/.openclaw/skills/freedomintelligence-openclaw-medical-skills-ontology-explorer && rm -rf "$T"
manifest: skills/ontology-explorer/SKILL.md
source content

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.py
    and
    ontology_summarizer.py
    when fetching remote OWL files

Inputs to Gather

InputDescriptionExample
Ontology nameRegistered ontology to query
cmso
Class nameA specific class to inspect
Material
,
UnitCell
Property nameA specific property to look up
hasMaterial
,
hasSpaceGroupNumber
Search termKeyword to search across labels
crystal
,
lattice
OWL sourcePath 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)

ScriptKey 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

  1. Identify which ontology the user is working with (default: CMSO).
  2. Use
    class_browser.py --list-roots
    to see the top-level concepts.
  3. Drill into specific classes with
    class_browser.py --class <name>
    to see hierarchy, children, and applicable properties.
  4. Look up individual properties with
    property_lookup.py --property <name>
    .
  5. If the user mentions a concept but not its ontology name, use
    --search
    to find matching classes or properties.
  6. For a new or updated ontology, run
    owl_parser.py
    to parse the raw OWL, then
    ontology_summarizer.py
    to 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

ErrorCauseResolution
Ontology 'X' not in registry
Ontology name not registeredCheck
references/ontology_registry.json
for available names
Class 'X' not found
Class label doesn't match any entryUse
--search
to find similar names, or
--list-roots
to see available classes
Property 'X' not found
Property label doesn't matchUse
--search
to find similar properties
Cannot parse OWL source
Invalid XML or unreachable URLCheck file path or URL; ensure the file is valid OWL/XML
Summary file not found
Summary JSON hasn't been generatedRun
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
    UnitCell
    and range
    Basis
    means a unit cell has a basis.
  • Data properties: show what literal values a class carries. A property with domain
    ChemicalElement
    and range
    xsd:string
    means an element has a string-valued attribute.
  • Union domains: some properties apply to multiple classes (e.g.,
    hasVector
    applies to both
    SimulationCell
    and
    UnitCell
    ), shown as
    SimulationCell | 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:subClassOf
    only (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

Version History

DateVersionChanges
2026-02-251.0Initial release with CMSO support