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build-paths-beginner

Scaffold a small RAG chatbot on Oracle 26ai Free + langchain-oracledb + OCI Generative AI Grok 4 + sentence-transformers MiniLM-L6-v2 (Python-side embeddings, same model intermediate/advanced register inside Oracle) + Open WebUI. Three flavors that share one skeleton — PDF / Markdown / Web. For users new to Oracle who want a polished demo running in an afternoon.

64

Quality

76%

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SecuritybySnyk

Low

Low-risk findings worth noting

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SKILL.md
Quality
Evals
Security

Low

Low-risk findings.

1 low severity finding. Worth noting, but not necessarily harmful.

Low

W012: Unverifiable external dependency detected (runtime URL that controls agent).

What this means

The skill fetches instructions or code from an external URL at runtime, and the fetched content directly controls the agent’s prompts or executes code. This dynamic dependency allows the external source to modify the agent’s behavior without any changes to the skill itself.

Why it was flagged

The docker image reference ghcr.io/open-webui/open-webui:main is added to the generated docker-compose and will be pulled and executed at runtime (Open WebUI is a required service), so this external URL causes remote code to be executed during skill runtime.

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oracle-devrel/oracle-ai-developer-hub
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Security analysis
Snyk

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