dsh-session-query-vector：用向量语义搜索 DSH 历史会话
minhaoli 维护的 DSH 社区插件 dsh-session-query-vector，以向量嵌入替代官方 SQLite 全文后端，通过 Ollama 或 OpenAI 兼容 /v1/embeddings 实现「用自然语言找相关会话」。查询侧 lib/index.js 只读索引，建索引由 indexer.mjs 扫描 ~/.dsh/sessions 完成，两侧 embedModel 必须一致。安装命令为 dsh plugin --profile <profile> add github:minhaoli/dsh-session-query-vector，会禁用官方 session-query-sqlite。要求 DSH 0.2.1-rc.2、Node 22+。
Read More昆仑瑶池 KLYC-PMM：为 AI 体提供持久记忆与容灾
昆仑瑶池（@syln/kunlunyaochi，v9.3.12）是 SkillHub ai-agent 类企业 Skill，为 AI 体提供持久记忆：一键初始化、一行昆仑令恢复、自动蒸馏去重、语义搜索与五层加密容灾。记忆经 HTTPS 写入用户自有加密库，端点 kunlunyaochi.com；可选 DeepSeek 蒸馏需用户自备 Key。付费且 requires_api_key。可通过 skillhub 安装到 Cursor、Claude Code、Codex 等 skills 目录，或按 skillhub.md 提示词安装。
Read More永久记忆自动归档系统：对话落盘、语义检索与跨会话继承
介绍 SkillHub 社区技能 @user_6bedba2d/ybdsjy（v1.0.1）：面向 AI Agent 的永久记忆归档，宣称每次对话自动记录、语义搜索、跨会话继承，重启不丢且不覆盖旧记录。文章说明技能定位、核实后的核心能力、skillhub CLI 与 Cursor/Claude Code 等 skills 目录安装方式，以及公开页未给出细粒度用法时的启用注意。requires_api_key=false。
Read Moredsh-doc-index: Local Knowledge Base Index
`dsh-doc-index` is the local document index bundle for DeepSeek Harness, designed to enable semantic search over local documents. It supports Markdown, PDF, Office, and other formats, as well as Chinese word segmentation, through hybrid retrieval (BM25 + embedding vectors). The plugin supports incremental updates and precise line-number citations, and provides a command-line tool (such as `docindex query`) and a DSH service interface for model invocation. Installation requires Node.js 22.5+. By default, it uses a zero-dependency n-gram algorithm and can optionally use a Transformers model, with capacity limits and exclusion rules.
Read MoreDSH Plugin Panel dsh-plugin-panel: Browse, Search, and Install Community Plugins via Web GUI
`dsh-plugin-panel` is the DSH Community Plugin Panel, integrated into the DeepSeek Harness Web GUI, aiming to unify plugin discovery and local state management. Users can browse and search for community plugins, Skills, client UI, and development resources via the sidebar; the panel supports Chinese and English keyword search, semantic vector search (which requires embedding model API configuration), favorites management, and the viewing of installed status. The panel performs installation, updates, and uninstallations by forwarding the official `dsh plugin` command; it automatically backs up critical configuration files before execution and rolls back on failure to ensure operational safety. Additionally, the panel provides an environment self-check (verifying dsh CLI and pnpm) and self-update functionality. Installation requires adding the repository to a specific profile via GitHub, and the changes take effect after restarting the GUI.
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