Tools & Capabilities

Cue Omni Reader for DeepSeek Harness: registers the audited omni-reader-mcp MCP server so its URL/file parse tools surface as mcp__omni__ (parse, get_parse_status, read_result, read_outline, save_result, discard_result, cancel_parse).

China A-share financial data MCP server for the harness: 11 fin_data__* tools (quotes/K-lines/financials/calendar/special-data/announcements/EDB/reconcile/funds/indices) over THS free official REST (primary) + AKShare (fallback) + Wind (exclusive domains), with observable degradation, context-budget compression (result-side -72.2% measured), and an offline 10-year market-data lake; BYOK.

Playwright MCP browser control for AI agents: drive a real, visible Chrome (navigate/click/type/snapshot + ~80 browser_* tools), with a live screenshot panel embedded in the GUI that refreshes after every action.

Academic writing toolkit for DSH agents: paper outlines, title and abstract skeletons, GB/T 7714 / APA / MLA citations, phrasing QA, and a pre-submission checklist.

A second brain for your DeepSeek Harness agent — strong-model review before risky tool calls, plus 67 models from one wallet. No accounts, no API keys.

A local-first research workspace for DeepSeek Harness: PDF annotations, AI reading, citations, knowledge graphs, LaTeX and slides.

Turns Zhejiang University classroom replays (classroom.zju.edu.cn) into Markdown study notes plus a matching PDF typeset locally with Typst. Transcripts are public; slide capture is opt-in and needs a ZJU login. Scraping core: nzw806/zju-lecture-summerizer-. Optional fill-in notes use the MIT-licensed scholia Typst template.

Resident Rust sidecar for Windows that folds shell-heavy tool calls into one warm worker: 11 tools (10 rust_* tools plus a native_help entry point; 5 resident, 6 activated on demand) for command execution, sha256-guarded file reads and writes, code indexing and search, session-log projection and resource sampling, served by a lane pool with soft RSS and CPU limits over 8 HTTP routes.

Query Chinese Minecraft Wiki (MediaWiki API) and convert raw wiki text into clean AI-readable output — search, page intro, full-page Markdown, and random entry; templates, references, images and cross-language links are stripped before reaching the model. Frozen archive: keep the pinned version, as the author no longer adapts it to newer DSH releases.

Windows PDF translator for DeepSeek Harness: a vision model locates and translates text, tables, figures and formulas; output is a Chinese PDF and a LaTeX source zip. Requires a vision-capable OpenAI-compatible API.

Settings page for the REA reverse-engineering tool gateway (rea-mcp-lite) that lives in the same repository: pick which tool bundles load into context, see the tool count and token cost of each bundle, save and recall named presets of your loading setup, hot-swap them without restarting DSH, and check this repository and REA for updates, including classifying the tools a new REA release added. The page is split into sections with sub-menus, filters and pagination. Requires REA (rea-agents) and the gateway registered as the rea MCP server (see repo README).

Drives a locally installed Moli headless browser from DeepSeek Harness: rendered fetch, JavaScript evaluation, Markdown, semantic trees, screenshots and PDFs. A CSS selector returns one container rather than the whole page (measured 40-80x fewer tokens on listing pages) and scroll triggers lazy loading. Installs Moli when it is missing; verified with a real engine on Windows, Linux and macOS.

Full upstream REA 6.4.0 integration over the official DSH MCP bridge: all 170 tools, the version-matched reverse-engineering skill, and the six original MCP prompts with argument completions reachable from the composer / menu, all sharing one REA process and complete structured Evidence. External analysis engines are bring-your-own.

Manage tool availability and groups for each Agent Preset, load tools on demand like Skills, and reduce model context usage.

Connect DeepSeek Harness to 3Chat via OAuth for customer and conversation search, context retrieval, confirmed messaging, and batch-send tracking.

Desktop half of the dsh browser extension: mounts a token-authenticated WebSocket bridge on the dsh webserver and exposes the browser_* tools that let the model read the tab you are on as text and act on it, with image recognition off until the user enables it.

Drives the open-source ArtCraft studio suite (17 apps including PhotoCraft, FilmCraft and PdfCraft) from DeepSeek Harness: agent tools, a same-origin HTTP API, a bundled craft skill pack, and plugins-page status with self-update. The ArtCraft apps are not bundled: install them separately so the plugin can find their CLIs (auto-discovery, artcraft.config.json or PATH).

A dsh-better-sidebar reading view for .pptx decks: slides in deck order, bullet levels, speaker notes and inline pictures. Ceilings on archive size, per-part inflated bytes and slide count keep a deck from freezing the tab.

A dsh-better-sidebar reading view for .docx files: headings from the style map, paragraphs, lists, real table cells, inline pictures and header notes. Ceilings on archive size, per-part inflated bytes and rendered blocks keep a document from freezing the tab.

Augmentor for DeepSeek Harness: DSH plugin + Chrome extension that drives the user's real browser from any DSH session — live page snapshot, click, type, tabs — with save-to-workspace chat sessions.

Laya typed decisions (`noul` yes/no, `choice`, `score`) as a first-class Cordis service (`ctx.laya`) plus the model-visible `laya_ask` and `laya_plan` tools. The plugin itself installs and downloads nothing: it is a client of a `laya-mcp serve` sidecar you start yourself, and it reports that the sidecar is not running instead of failing obscurely at the first tool call.

Real browser tools for DeepSeek Harness: browse and extract web content, fill forms, manage multiple tabs, and execute multi-step tasks, with incremental DOM, session isolation, screenshots, action-result checks, and archived evidence recall.

Conversational GIS for the DSH Web UI with local file and PostGIS querying, interactive maps, and spatial analysis.

Query Chinese Minecraft Wiki (MediaWiki API) and convert raw wiki text into clean AI-readable output — search, page intro, full-page Markdown, and random entry; templates, references, images and cross-language links are stripped before reaching the model.