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Arjeet Anand

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From Vector Index to MCP Tool: Building Hybrid RAG in Oracle Autonomous AI Database 26ai

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By Gyanesh Kumar, Arjeet Anand, Tuttagunta Sowmya
| Oracle
Oracle Autonomous AI Database MCP Server changes where integration logic lives. Instead of standing up a separate MCP bridge, Oracle provides a managed, per-database MCP endpoint that exposes Select AI Agent tools directly from the database. In this implementation, we built an end-to-end Hybrid RAG (HRAG) pipeline inside Oracle Database 26ai: vector search, keyword search, chunk ranking, and LLM response generation.
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