Agent skill

embedding-strategy

[STUB - Not implemented] Asymmetric embedding strategy with RETRIEVAL_DOCUMENT for ingestion and RETRIEVAL_QUERY for queries. PROACTIVELY activate for: [TODO: Define on implementation]. Triggers: [TODO: Define on implementation]

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Install this agent skill to your Project

npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/data/embedding-strategy

SKILL.md

Embedding Strategy

STUB: This skill is not yet implemented

This placeholder preserves the documented plugin structure. See parent plugin README for planned capabilities.

Planned Capabilities

  • Asymmetric Embedding Strategy:
    • RETRIEVAL_DOCUMENT task_type for document ingestion
    • RETRIEVAL_QUERY task_type for query embeddings
    • Semantic mismatch prevention
  • Concurrent online embeddings (never use batch API for documents)
  • Embedding model selection and configuration
  • Asymmetric task_type validation and enforcement

Critical Pattern

Documents and queries must use different task_types for optimal semantic search. Batch API defaults to RETRIEVAL_QUERY which causes semantic mismatch and poor retrieval quality.

Implementation Status

  • Core implementation
  • References documentation
  • Output templates
  • Integration tests

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