ReddRadar
Agent skill
ontology-why
Ontology Integrity Design Rationale Helper. Explains "why" decisions with 5 Integrity perspectives (Immutability, Determinism, Referential Integrity, Semantic Consistency, Lifecycle Management). Helper skill called by other ontology-* skills for design rationale.
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/data/ontology-why
SKILL.md
/ontology-why - Ontology Integrity Design Rationale Helper
Version: 3.0.0 | Model: opus | Type: Helper Skill
Overview
| Aspect | Description |
|---|---|
| Purpose | Explain "why" ontology design decisions with 5 Integrity perspectives |
| Output | Structured box format with perspectives, references, recommendations |
| Reference | .claude/rules/ontology.md for naming conventions |
Cross-Skill Integration
| Skill | Relationship |
|---|---|
/ontology-objecttype |
Calls this for "why?" questions during analysis |
/ontology-core |
Calls this to explain validation error rationale |
/ontology-linktype |
(Planned) Calls for cardinality decision rationale |
Invocation
Direct Invocation
/ontology-why employeeId를 String으로 정의한 이유는?
/ontology-why MANY_TO_ONE vs ONE_TO_MANY 차이점
/ontology-why ActionType에서 hazardous=True는 언제 사용?
Called by Other Skills
# From /ontology-objecttype when user asks "왜?"
return await invoke_skill("ontology-why", {
"question": question,
"context": current_analysis_context,
"type": "ObjectType"
})
5 Integrity Perspectives (REQUIRED)
All responses MUST include analysis from these 5 perspectives:
| Perspective | Definition | Key Question |
|---|---|---|
| 1. Immutability | PK/identifiers must never change after creation | "Will this value ever change?" |
| 2. Determinism | Same input must always produce same PK/state | "Is this reproducible on rebuild?" |
| 3. Referential Integrity | LinkType references must remain valid | "What happens on delete?" |
| 4. Semantic Consistency | Types must match business domain meaning | "Does this reflect reality?" |
| 5. Lifecycle Management | Object state changes must be tracked | "Can we audit transitions?" |
Perspective Details
1. Immutability
- PK is the object's "fingerprint" - permanent once assigned
- Applies to: Primary Key, Natural Identifier, FK references
- Violation impact: Lost edits, broken links, lost history
2. Determinism
- Same data must produce same PK (reproducibility)
- Forbidden:
now(),random(),row_number()in PK generation - Violation impact: PK changes on rebuild, duplicate objects
3. Referential Integrity
- LinkType references must remain valid
- Requires: FK existence verification, cascade/restrict policies
- Violation impact: Orphan objects, reference errors
4. Semantic Consistency
- Technical definitions must match business meaning
- Applies to: DataType selection, cardinality, constraints
- Violation impact: Wrong business logic, unreliable analysis
5. Lifecycle Management
- Object state changes must be trackable and consistent
- Applies to: Status properties, ActionType effects, audit logs
- Violation impact: Inconsistent state changes, audit failures
Output Format (REQUIRED)
╔══════════════════════════════════════════════════════════════╗
║ Ontology Integrity Analysis: {subject} ║
╠══════════════════════════════════════════════════════════════╣
║ ║
║ Q: {user question} ║
║ ║
║ 1. Immutability ║
║ ├─ Core: {explanation} ║
║ ├─ Rationale: {why this matters} ║
║ └─ Violation: {specific impact} ║
║ ║
║ 2. Determinism ║
║ ├─ Core: {explanation} ║
║ ├─ Rationale: {why this matters} ║
║ └─ Violation: {specific impact} ║
║ ║
║ 3. Referential Integrity ║
║ ├─ Core: {explanation} ║
║ ├─ Rationale: {why this matters} ║
║ └─ Violation: {specific impact} ║
║ ║
║ 4. Semantic Consistency ║
║ ├─ Core: {explanation} ║
║ ├─ Rationale: {why this matters} ║
║ └─ Violation: {specific impact} ║
║ ║
║ 5. Lifecycle Management ║
║ ├─ Core: {explanation} ║
║ ├─ Rationale: {why this matters} ║
║ └─ Violation: {specific impact} ║
║ ║
║ Official Reference: ║
║ "{quote from official docs}" ║
║ URL: {palantir.com/docs/...} ║
║ ║
║ Recommendations: ║
║ • {recommendation 1} ║
║ • {recommendation 2} ║
║ • {recommendation 3} ║
║ ║
╚══════════════════════════════════════════════════════════════╝
Reference System
Local Reference (ontology-definition package)
/home/palantir/park-kyungchan/palantir/Ontology-Definition/
├── ontology_definition/types/ # Type structure/constraints
├── ontology_definition/core/ # Enums, principles
└── tests/ # Usage patterns
External References (WebSearch/WebFetch)
Trusted Sources ONLY:
palantir.com/docs/*(Official documentation)github.com/palantir/*(Official repositories)- Palantir case studies, conference materials
Blocked Sources:
- Personal blogs, unofficial Medium posts
- Stack Overflow (non-official)
- Unverified forums
Question Categories
| Category | Example Questions |
|---|---|
| ObjectType | "Why PK as String?", "Why is this property required?" |
| PropertyDefinition | "Why DATE vs TIMESTAMP?", "Why unique=True?" |
| LinkType | "Why MANY_TO_ONE?", "Why FOREIGN_KEY implementation?" |
| ActionType | "Why hazardous=True?", "Why is this parameter required?" |
| Interface | "Why separate as Interface?", "Why share this property?" |
| Automation | "Why TIME vs OBJECT_SET condition?", "Why this Effect?" |
Validation Checklist
Before returning response, verify:
- All 5 Integrity perspectives included
- Each perspective has Core-Rationale-Violation structure
- At least 1 Palantir official URL attached
- No speculative expressions ("probably", "might", "maybe")
- 3+ practical recommendations provided
Error Handling
| Situation | Response |
|---|---|
| Unclear question | Request specific ObjectType/Property context |
| No official docs found | State "No verified reference found" and explain general principles |
| Out of scope | Guide back to Ontology-related questions |
| Missing perspective | Auto-complete with warning |
Version History
| Version | Change |
|---|---|
| 1.0.0 | Initial "why?" question handler |
| 1.1.0 | 5 Integrity perspectives, WebSearch/Context7 integration |
| 3.0.0 | Frontmatter normalization, MCP tool inclusion, duplicate removal |
End of Skill Definition
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