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Knowledge Rag
ASecurity"Owns KnowledgeBase workflows: loaders, splitters, embeddings,
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- Added September 9, 2026
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[](https://www.skillsdirectory.com/skills/vectorspacelab-knowledge-rag-arex-skill)---
name: knowledge-rag
description: "Owns KnowledgeBase workflows: loaders, splitters, embeddings,
vector DBs, OCR, and retrieval tooling."
disable-model-invocation: true
metadata:
disco-role: operating
license: MIT
---
# knowledge-rag
Use this route for document ingestion, chunking, embedding, vector search, OCR, and `KnowledgeBase` workflows.
## Include
- `KnowledgeBase` construction and retrieval/search helpers.
- Loader, splitter, embedding, OCR, and vector DB selection.
- Document lifecycle methods such as add, refresh, update metadata, and retrieval tooling.
## Exclude
- Chat/session persistence → [chat-memory-storage](../chat-memory-storage/SKILL.md)
- Core model/provider selection → [models-and-providers](../models-and-providers/SKILL.md)
- Core agent execution → [agent-runtime](../agent-runtime/SKILL.md)
## Start here
- [references/knowledge-base-workflows.md](references/knowledge-base-workflows.md)
- [references/backends-and-extras.md](references/backends-and-extras.md)
- [references/troubleshooting.md](references/troubleshooting.md)
- [scripts/check_rag_optional_imports.py](scripts/check_rag_optional_imports.py)
Files in this skill
- SKILL.md
- references/backends-and-extras.md
- references/knowledge-base-workflows.md
- references/troubleshooting.md
- scripts/check_rag_optional_imports.py
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