semantic-anchoring

Validate and enrich semanticRefs against the SEA-Forge Knowledge Graph with SHACL constraints.

1|Updated Oct 1, 2025
One-click install
npx skills add https://github.com/GodSpeedAI/SEA --skill semantic-anchoring
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: semantic-anchoring
Source: https://github.com/GodSpeedAI/SEA/tree/main/.claude/skills/semantic-anchoring
Command: npx skills add https://github.com/GodSpeedAI/SEA --skill semantic-anchoring

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill validates, enriches, and links content to the SEA-Forge Knowledge Graph using semantic references (ConceptIds). It helps prevent drift between declared semantics and actual usage by anchoring artifacts to a shared ontology and ensuring consistency across CADSL artifacts, specs, and code.

Core Features & Use Cases

  • Linking to Concepts: Attach semanticRefs to CADSL artifacts, specs, and code and verify their existence in the Knowledge Graph.
  • Enrichment & Discovery: Suggest related concepts to improve semantic coverage and traceability.
  • SHACL Validation: Validate artifact structures against SHACL shapes to enforce semantic integrity.
  • No-Technical-Debt Rule: Do not use placeholders (TODOs, stubs, or empty handlers); request explicit user feedback if an issue blocks progress.

Quick Start

To start anchoring content, provide semanticRefs for your artifact and run the Knowledge Graph validation workflow against your Knowledge Graph service.

Frequently Asked Questions about semantic-anchoring

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I validate CADSL artifacts against SHACL constraints in a knowledge graph?

To validate CADSL artifacts against SHACL constraints, you link semanticRefs to the SEA-Forge Knowledge Graph using ConceptIds, verifying artifact structures and enforcing semantic integrity through the Knowledge Graph service.

What is semantic anchoring used for in ontology management?

Semantic anchoring is used to validate and enrich content by linking semanticRefs to a shared knowledge graph. It prevents drift between declared semantics and actual usage across CADSL artifacts, specs, and code annotations.

Do I need a Knowledge Graph service to verify ConceptIds in my documentation?

Yes, you need access to the Knowledge Graph service and SHACL tooling within CADSL pipelines. The skill requires these dependencies to verify ConceptId existence and validate artifact structures against SHACL shapes.

Why does semantic validation fail when using placeholders in code annotations?

Semantic validation fails because the skill enforces a no-technical-debt rule, rejecting placeholders like TODOs, stubs, or empty handlers. It requires explicit user feedback if an issue blocks progress to maintain ontology consistency.

Can I link code annotations to a shared ontology without manual drift checks?

Yes, you can link code annotations to a shared ontology automatically by providing semanticRefs and running the Knowledge Graph validation workflow. This verifies ConceptId existence and prevents drift between declared semantics and actual usage.