dsh-playwright-cli：把 Playwright CLI 接进 DSH 的 agent loop
dsh-playwright-cli 是 DSH 智能体的 Host-only 插件，旨在将 Playwright CLI 常用操作封装为 agent 可调用的工具，实现自动化测试流程。该插件提供四项核心功能：`playwright_version` 探测本地 CLI 状态；`playwright_install` 自动安装浏览器及缺失的测试依赖；`playwright_test` 运行测试套件，支持多种参数配置；`playwright_show_report` 生成并返回 HTML 报告的路由或文件路径。 插件基于 DSH 的 shell 执行器运行，继承其沙箱策略、超时控制及环境变量配置，
Read Moredsh-layered-memory：DSH 跨会话长期记忆插件
dsh-layered-memory 是 DeepSeek Harness (DSH) 的跨会话长期记忆插件，采用 MIT 授权，旨在解决会话结束后上下文丢失问题。该插件将验证过的事实、任务经验和环境信息持久化存储于磁盘，支持跨会话检索。 核心功能包括 L1-L3 分层记忆、命名空间隔离、BM25 全文检索、内容去重及跨命名空间经验提升。插件提供 14 个记忆工具，如 `memory_write`（强制证据验证）、`memory_search`、`memory_index` 等，支持渐进式工具暴露。一致性维护依赖查重、手动更新及合并候选，系统不自动检测矛盾，且严禁物理丢弃已验证事实，仅允许压缩
Read Moredsh-teacher: DSH plugin, turning agents into Socratic teachers
dsh-teacher is a plugin-based teaching tool within the DSH ecosystem, designed to transform traditional "direct instruction" into "Socratic questioning guidance." The plugin loads courses from Markdown question sets and persists data in SQLite. Its core strategy is "ask without answering," guiding user thinking by hiding answer keys while recording "knowledge gaps" in real-time during sessions. It integrates the FSRS-5 spaced repetition algorithm to perform on-demand retesting of overdue knowledge gaps, achieving cross-session long-term memory consolidation. Furthermore, it provides immediate quiz popups (supporting multiple choice and fill-in-the-blank) without requiring LLM involvement, followed by an LLM-based scoring and Socratic review of error points after the quiz. The Web client supports viewing the question bank, the knowledge gap panel, and status. Installation requires DSH rc.6+ and Node >= 22.
Read MoreConnect OpenMAIC Classroom to DeepSeek Harness with dsh-openmaic
### 版本1（正式技术文档风格）： DSH-OpenMAIC is maintained by THU-MAIC from Tsinghua University. It integrates OpenMAIC with DeepSeek Harness: a single request can generate a usable classroom link, and the slides, interactive components and teaching cards written by the intelligent agent can be rendered in real time within the conversation. This article verifies the installation commands, four tools, Socratic skills and configuration items against the catalog page and GitHub repository. ### 版本2（更贴合开源项目介绍口吻）： Maintained by THU-MAIC of Tsinghua University, DSH-OpenMAIC connects OpenMAIC to DeepSeek Harness. With it, one single prompt can spawn a fully functional classroom link, and the slides, interactive widgets and teaching flashcards generated by the AI agent can be rendered on-site right in the chat interface. This paper cross-checks the installation commands, four core tools, Socratic questioning skills and configuration items against the project catalog page and GitHub repository.
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