During October 2025, this developer built and integrated a knowledge ingestion feature for the Tencent/weknora repository, focusing on the MCP server. Using Python and leveraging backend and API development skills, they implemented a tool that enables knowledge base creation directly from local files. The solution introduced a new function, create_knowledge_from_file, which supports parameters for knowledge base identification, file path, and optional multimodal processing. By updating the server’s call handling logic, the developer streamlined the process of indexing local files into knowledge bases, reducing manual steps and accelerating knowledge availability. The work demonstrated depth in backend workflow automation and API integration.