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rag-expert - RAG Knowledge Base Management Expert

Provides RAG knowledge base management including document uploading, vector indexing, semantic search, and document maintenance using LlamaIndex and ZhiPu AI.

Tags

Updated: 2026-09-17

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Upload document to knowledge base
  • Query knowledge base semantically
  • List imported documents
  • Delete specified document
  • Get knowledge base status
  • Clear all knowledge base data

Inputs

  • Documents in supported formats
  • Natural language query text
  • Document ID

Outputs

  • Generated answer with reference sources
  • Document metadata and upload status
  • Knowledge base status details
  • List of imported documents

Requirements

  • ZHIPUAI_API_KEY environment variable
  • ZhiPu AI glm-4-plus model access
  • ZhiPu AI embedding-2 model access
  • LlamaIndex framework support
  • Storage directory read write permissions

Source

  • Spec: SKILL.md

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rag
knowledge-base
llamaindex
zhipu-ai
vector-search
Upload document to knowledge base
Query knowledge base semantically
List imported documents
Delete specified document
Documents in supported formats
Natural language query text
Document ID
Generated answer with reference sources
Document metadata and upload status
Knowledge base status details