The integration of Large Language Models (LLMs) into mobile and software development workflows faces a persistent tension among three demands: semantic awareness, developer productivity, and data privacy. Traditional cloud-based tools offer strong reasoning but risk data exposure and latency, while on-device solutions lack full-context understanding across codebase and developer tooling. We introduce SolidGPT, an open-source, edge-cloud hybrid developer assistant built on GitHub, designed to enhance code and workspace semantic search. SolidGPT enables developers to: talk to your codebase: interactively query code and project structure, discovering the right methods and modules without manual searching. Automate software project workflows: generate PRDs, task breakdowns, Kanban boards, and even scaffold web app beginnings, with deep integration via VSCode and Notion. Configure private, extensible agents: onboard private code folders (up to approximately 500 files), connect Notion, customize AI agent personas via embedding and in-context training, and deploy via Docker, CLI, or VSCode extension. In practice, SolidGPT empowers developer productivity through: Semantic-rich code navigation: no more hunting through files or wondering where a feature lives. Integrated documentation and task management: seamlessly sync generated PRD content and task boards into developer workflows. Privacy-first design: running locally via Docker or VSCode, with full control over code and data, while optionally reaching out to LLM APIs as needed. By combining interactive code querying, automated project scaffolding, and human-AI collaboration, SolidGPT provides a practical, privacy-respecting edge assistant that accelerates real-world development workflows, ideal for intelligent mobile and software engineering contexts.

翻译：将大型语言模型（LLMs）集成到移动和软件开发工作流中，始终面临语义感知、开发者生产力与数据隐私三者之间的持续张力。传统的基于云的工具虽具备强大的推理能力，但存在数据暴露和延迟风险；而设备端解决方案则缺乏对代码库和开发者工具链的完整上下文理解。本文介绍SolidGPT——一个基于GitHub构建的开源边缘-云混合开发者助手，旨在增强代码与工作空间的语义搜索能力。SolidGPT使开发者能够：与代码库对话：通过交互式查询代码及项目结构，无需手动搜索即可发现正确的方法与模块。自动化软件项目工作流：生成产品需求文档（PRD）、任务分解、看板面板，甚至搭建Web应用初始框架，并通过VSCode与Notion深度集成。配置私有可扩展代理：接入私有代码文件夹（约500个文件以内），连接Notion，通过嵌入与上下文训练定制AI代理角色，并通过Docker、命令行界面或VSCode扩展部署。在实践中，SolidGPT通过以下方式提升开发者生产力：语义丰富的代码导航：无需在文件中反复搜寻或困惑功能模块位置。集成化文档与任务管理：将生成的产品需求文档内容与任务面板无缝同步至开发者工作流。隐私优先设计：通过Docker或VSCode本地运行，完全掌控代码与数据，同时可按需调用LLM API。通过结合交互式代码查询、自动化项目脚手架搭建以及人机协作，SolidGPT提供了一个实用且尊重隐私的边缘助手，加速实际开发工作流，尤其适用于智能移动与软件工程场景。