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给 DeepSeek Harness 装一位"读过架构书"的架构顾问：实时查阅 40 教程/31 模板/6 案例，引导设计并产出需求/概要/详细/数据库文档。· Persistent DSH plugin: an in-chat architecture consultant that queries the awesome-architecture knowledge base and guides engineering-doc authoring.

给 DeepSeek Harness 装一位"读过架构书"的架构顾问：实时查阅 40 教程/31 模板/6 案例，引导设计并产出需求/概要/详细/数据库文档。· Persistent DSH plugin: an in-chat architecture consultant that queries the awesome-architecture knowledge base and guides engineering-doc authoring.

Cross-session knowledge for DeepSeek Harness: ctx.knowledge service + knowledge_* tools, SQLite FTS5 trigram retrieval (CJK substring) with L1 query expansion. V1.11 contract (write/update/search/list/delete + budget + events + error codes).

Service farm for DSH: register, start, stop and restart long-running project services, with agent tools (farm_status/start/stop/restart/logs/register), farm.yaml declarations and an overview drawer UI with live log follow, search and export.

Multi-agent isolated debate for DeepSeek Harness: debaters of different temperaments research independently (no herding), then cross-examine, then judges converge to a conclusion. Runs as a background job with per-agent progress, token accounting, wave-parallel execution, and session-referenced resume.

Preset workflow template library: 12 reusable orchestration script templates with wf_template_list / wf_template_search / wf_template_run / wf_template_validate tools and static template validation.

Folds the DSH skill catalog prompt surface with KV-cache-stable rendering, BM25/bge-m3 hybrid skill search, and optional auto route hints.

GLM (Zhipu bigmodel) web search provider - routes ctx.web search through Zhipu's Anthropic-compatible endpoint with the native web_search server tool, billing your existing GLM quota or Coding Plan instead of the DeepSeek platform. Includes a translation layer for Zhipu's non-standard tool_result response layout.

Configurable web search hub for the built-in web_search tool: switch the active entry between DeepSeek official native search and Zhipu GLM web_search, with entry and credential management on a Settings page tab.

Switchable web-search provider for DSH: native DeepSeek web search or an OpenAI-compatible custom backend. Installation automatically routes DSH web searches to the plugin; only provider, API key and model are required. Published on npm as @lp181818/web-search-advanced@0.1.3.

Resident-index grep for DeepSeek Harness that shadows the built-in grep/glob tools under the same names: repeated content searches hit an in-memory index ranked by access/modification frecency, and glob serves the built-in ripgrep semantics when available, falling back to the index otherwise.

Web search provider powered by ZAI GLM MCP: search and fetch via Open BigModel API with credentials auto-injection from ~/.dsh/.credentials.yaml or environment variables — no API key in config files.

Folds the tool-definition prompt surface when many MCP servers are installed: a static KV-cache-stable catalog plus BM25/bge-m3 hybrid tools_search and batch tools_schema expansion, so hundreds of tools stay discoverable without spending their full schemas every turn.

Codegraph CLI as eight code-intelligence tools for DSH — symbol search, callers/callees, impact analysis, codebase exploration, symbol/file reading, index status and sync.

Bridges the agent to a persistent OKF memory vault over MCP stdio: a Python server (SQLite FTS5 + Markdown) with 10 tools for searching and storing decisions, facts, learnings, conventions, profiles and sources.

Persistent conversation memory for DeepSeek Harness: memory tab, automatic AI naming, per-AI privacy isolation, sidebar AI names, and automatic experience archiving. A static profile plugin available in every preset without disappearing on restart.

A /remember command that writes facts into the AGENTS.md instruction hierarchy dsh already loads, plus a Memory tab showing which instructions the loader kept within its byte budget.

Dreaming for agents: replay recent conversations between sessions (dream_digest), reflect and write a dream journal (dream_save/journal/recall), and idempotently bridge recurring lessons into AGENTS.md (dream_bridge). Reads multi-frame zstd session archives with privacy masking on by default; six tools including a health self-check; zero runtime dependencies.

Manage archived conversations in the Settings UI: unarchive them back to the sidebar, or permanently delete them with confirmation.

Aipx toolkit: skills plus a Hub Console that fronts every MCP server with ~4 meta tools — server pool health, per-tool enable/disable, a tool catalog, and a search playground showing exactly what mcp_search hands the model.

Browse the DSH skill library from a floating-ball panel: categories, Chinese descriptions, instant search, full SKILL.md viewer, and an automatic skill-failure ledger driven by tools/result events.

Manage installed DeepSeek Harness skills from settings: list, search, view rendered docs, copy content, open the folder, soft-delete to a recoverable trash, and try a skill out.

Source-traceable Brave + Tavily live web search and URL extraction for DeepSeek Harness. Native DSH plugin; TaroCub optional.