DSH 上的类 VSCode 编码体验：Monaco 编辑器（文件页签/QuickOpen/状态栏，可驻 DSH 0.1.5+ 官方右侧 Sidebar 与对话同屏）+ 命令栏（Ctrl+Shift+P）与可扩展指令系统 + VS Code 兼容代码片段（.code-snippets 全局/项目，IntelliSense 展开）+ Agent 编辑差异审查（整文件差异/采纳/拒绝/归档/回滚）+ SVN 集成（侧栏变更面板/日志弹窗/并排差异）+ 语言服务器（LSP）智能（跳转定义/引用/hover/大纲

Enables a model to write short Python programs that call a wrapped MCP server's tools as async functions, rather than invoking them one at a time. The program runs in a locked-down Docker sandbox, and every tool call passes through a host-side bridge that enforces an allowlist, schema-validated arguments, call budgets, timeouts and output caps.

Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server

PTC 创造模式预设:PTC 全部能力 + 创造模式的 Cordis 工具集与编写技能。dsh 0.1.7+ 以声明式注册直接进入模式名录,旧宿主仍物化到用户预设根,双时代自适应。· A Creation-mode preset on top of PTC: the Cordis toolset and authoring skills. Declared straight onto the preset roster on dsh 0.1.7+; materialized into the user p

Unified execution environment for Python code, shell commands, and programmatic MCP tool calls.

Publishes a weather MCP server that layers governance onto a working baseline: JWT scope checks on tools, logging with redaction, background tasks with progress and elicitation, and search/code-mode views of the same server. It also supports an in-process proxy provider and a packaged skill for agent-side discovery.