Tencent has introduced WeKnora, a sophisticated document understanding and semantic retrieval framework tailored for the complexities of enterprise environments. Leveraging advanced large language models, WeKnora integrates multimodal processing, semantic vector indexing, and intelligent recall technologies, facilitating a seamless journey from document parsing through knowledge modeling to retrieval and reasoning. The framework boasts a modular design, multi-model integration capabilities, and private deployment options, rendering it ideal for diverse domains including knowledge management, scientific research analysis, and technical support. Furthermore, WeKnora offers an intuitive web interface, seamless integration with the WeChat ecosystem, supports local deployment via Docker images, and is openly available under the MIT license.