SolidGPT让开发者在保护隐私的前提下,用AI高效管理代码与项目流程。
Empowering smart app development with SolidGPT: an edge-cloud hybrid AI agent framework
- 基于边缘-云端混合架构,支持本地运行和远程API调用。
- 可接入最多500个文件的私有代码库,自动生成PRD与任务看板。
- 适配VSCode/Notion,适合重视数据隐私的移动与软件开发团队。
将大语言模型(LLMs)融入移动端和软件开发流程面临语义理解、开发效率与数据隐私三者之间的持续矛盾。传统云端工具虽具强大推理能力,但存在数据泄露与延迟风险;而本地方案则缺乏对代码库与开发工具的全上下文理解。本文提出SolidGPT,一个开源的边缘-云端混合开发者助手,基于GitHub构建,旨在提升代码与工作区的语义搜索能力。SolidGPT支持:与代码库对话,交互式查询代码结构,无需手动查找即可定位方法与模块;自动化项目流程,生成产品需求文档(PRD)、任务拆解、看板及前端应用框架,深度集成于VSCode与Notion;配置私有可扩展代理,接入私有代码文件夹(最多约500个文件),连接Notion,通过嵌入与上下文训练自定义AI角色,并可通过Docker、CLI或VSCode插件部署。实际应用中,SolidGPT通过语义丰富的代码导航、集成文档与任务管理,以及隐私优先设计,实现本地运行(如Docker或VSCode)并掌控代码与数据,仅在需要时调用LLM API。通过交互式代码查询、自动化项目搭建与人机协作,SolidGPT为真实开发场景提供实用且尊重隐私的边缘智能助手,适用于智能移动与软件工程环境。
原文摘要 · Abstract (English)
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.
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