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Built an agent using LangChain, Hybrid RAG, SurrealDB memory, and GitHub MCP tools, Django, capable of answering repository-specific questions through vector search, graph retrieval, and live GitHub metadata. Exposed the agent as an MCP server for A2A communication with any external AI agents through a standardized MCP client.