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DeepSeek Harness (dsh) 从 0 到 1 深度手册：安装/插件开发/性能调优/实测案例/同模型多 Agent 实测对比（中文 + 英文 PDF）

Use ChatGPT (Codex), Claude, and Grok (X Premium) subscriptions as DeepSeek Harness LLM providers — OAuth login in the web UI, no API keys

DeepSeek Harness session cost meter plugin: session/daily cost, budget, history, OpenCode Go quota, official & custom-provider balance, Codex-like token heatmap, peak/off-peak pricing with pre-switch popup & system-notification alerts, official price sync, 90+ model pricing catalog, Coding Plan quota queries (7 vendors), bilingual zh/en UI

A curated list of plugins, skills, MCP servers, patch/profile layers, orchestrators & UIs for DeepSeek Harness (DSH). Visualization · PPT · Coding · Agents · Loops (auto-research) and more. #dsh

Unofficial DeepSeek Harness LLM provider plugin for Command Code: live model catalog, plan-aware model picker, reasoning-effort + image input support, Command Code web search for dsh, multi-account rotation with browser sign-in. Ported from pi-commandcode-provider.

DSH插件市场 / DSH Plugin Marketplace: 在 DeepSeek Harness Web GUI 中一键浏览、安装与更新 GitHub topic:dsh-plugin 的全部插件 | browse, install & update all GitHub dsh-plugin plugins in the DSH Web GUI

Second-model AI auto-review for DeepSeek Harness approval requests: a read-only reviewer subagent returns structured allow/deny verdicts with reasons, fail-closed by default, fully auditable from the session log (approval/asked -> autoReview/verdict -> approval/decided).

Time-shifting task delegation for DeepSeek Harness (dsh): plan tasks at leisure, they run unattended off-peak, come back to a report. Human-adjudicated, desktop + web.

Bounded, layered, approval-gated, auditable cross-session memory for DeepSeek Harness (capability seam: ctx.memory + SQLite provider + memory tool + frozen snapshot injection)

DeepSeek Harness control center for balance, usage, peak/off-peak pricing, encrypted multi-account switching, health checks, reminders, recharge, and session controls. / 余额、用量、峰谷计费、加密多账户、健康检查、提醒、充值与会话控制

Community Docker and Kubernetes packaging for DeepSeek Harness (@deepseek-ai/dsh), with a hardened image, Compose stack, Helm chart, Web UI, and headless CLI.

DeepSeek Harness Web UI plugin for streaming rendering and scroll handling.

把 ChatGPT / Codex 订阅接入 DeepSeek Harness：OAuth、模型、额度、搜索和图片生成，无需 API Key 或 Codex CLI。

The AI analyst that shows its work. Runs Python and R on your own machine, and traces every chart back to the code behind it.

Second brain for coding agents. Seal the day, distill into Obsidian, hit that page tomorrow. Cursor, Codex, Claude Code, DeepSeek Harness.

Auditable, token-gated DeepSeek Harness remote gateway: mobile QR access, per-device sessions, Host/Origin rewrite, settings/credentials/directory support.

Usage billing dashboard plugin for DeepSeek Harness: sidebar cost metrics, real usage aggregation from session logs, current multi-provider pricing catalog

"🐳 Dsh-Quant: The Everything-Plugin Ai native Quant OS "

基于 DeepSeek Harness（DSH）的桌面工作台，集成Git、内置浏览器与记忆功能 | DeepSeek Harness desktop GUI with local workspaces, Git, browser and memory.

The Feishu UI for DeepSeek Harness — a panel-driven control console: every slash command a button on the ⚙️ control-panel card, in-card approvals & questions, live streaming cards, one-QR setup. | DeepSeek Harness 的飞书 UI：面板驱动控制台——每个命令都是卡片按钮，卡内审批与提问，流式卡片，扫码一键配置。

DSH plugin — free OpenCode Zen models for DeepSeek Harness (DSH). Free LLM API, no API key needed. 在 DSH 中使用 OpenCode Zen 免费模型，无需 API key

Native Rapid-MLX provider for DeepSeek Harness (dsh) — dsh reads model facts from the server instead of your settings.yaml.

Reasoning-effort editing for third-party models in DeepSeek Harness: per-model thinking levels with a knowledge base + protocol inference, edited inside the official Models page card.

DeepSeek Harness URL reader: fetch any page and return clean main-content text/Markdown. Auto charset (GBK/GB2312/UTF-8/Big5), token-efficient (6000-char cap, cache, offset), zero deps, no API key. 网页一键读全文 → 干净正文 / 结构化 Markdown

DSH / DeepSeek Harness 小说写作助手插件：章节库管理、句式模式分析（九类句式/情感曲线/风格指纹）、风格自检、伏笔登记、批量导入、续写辅助。Novel writing assistant plugin for DeepSeek Harness: chapter library, sentence pattern analysis, style check, plot tracking, batch import, AI-assisted novel writing. dsh-plugin novel-writing ai-writing

让 DeepSeek Harness 拥有跨会话长期记忆：AI 自动记住你是谁、你的项目和偏好，新会话直接带上背景，生活与工作记忆自动分开互不干扰，零配置无感运行 | Long-term memory for DeepSeek Harness: the AI remembers who you are, your projects and preferences across sessions, keeps personal and work memories separate, zero-config.

DSH plugin: host-resident scheduled-jobs × AI-agent engine (hermes-agent cron inspired) — 60s ticker fires real agent sessions via cron; pinned-session / project-workdir / default-workspace targeting; timer_agent model tool + web board

File explorer plugin for DeepSeek Harness: file tree, preview, markdown, syntax highlighting, in-panel editing, VS Code integration - DeepSeek Harness 全局文件资源管理器插件

专为 DeepSeek Harness Web GUI 打造的可视化多 Agent 工作流编排插件。公开测试版已上线！接下来会随着 DSH 的正式版上线一并发布正式版！最新声明：非常抱歉，经过昨日的一个测试，发现编排引擎会偶发提示词交叉，导致子代理越权行为，并且自己调用已限制工具，可能会有安全隐患，正在修复。

Blue: a TUI is not a package, it is a Cordis plugin tree — a modern terminal UI for DeepSeek Harness with hot-swappable render, interaction, and command plugins.

DeepSeek Harness 免安装便携版（Windows）：官方 npm 包 + 内置 Node.js，双击 exe 即用，拷贝到任意 64 位 Windows 电脑独立运行

DeepSeek Harness (DSH) 跨会话记忆插件：对话模型边干边记的 Markdown 项目记忆，支持专题文件渐进式披露、可选后台静默蒸馏、按项目隔离与热更新设置面板。机制对齐 Claude Code auto memory。 | Agent-maintained cross-session Markdown memory: progressive-disclosure topic files, opt-in silent distillation, per-project isolation. Claude Code-aligned.

Dsh-visual-plugin.Give your text-only model eyes: forward user images to any OpenAI-compatible vision model and see the results in a Web UI right panel

LLM-free lossless* compaction engine for DeepSeek Harness

DeepSeek Harness 插件：维护 llm-pi-ai 模型的准确上下文窗口，避免长会话被误判为上下文溢出。

为 DeepSeek Harness 打造：选中 AI 回答或思考内容，随时追问、学习、检查与纠偏。

Official Querit integrations for AI agents: real-time, cited web search and page fetch for Pi, DSH, OpenCode, Claude Code, n8n, Zapier, and Browserbase.

Accounts, credits and cloud agent workspaces for DeepSeek Harness — run it as a hosted product, or self-host in 5 minutes.

Enhanced ACP (Agent Client Protocol) server for DeepSeek Harness (dsh) — drop-in bridge for the Zed editor: block-level streaming, usage/stat telemetry, model & reasoning-effort switching, permission presets, session resume & archive. Install: dsh plugin add

DeepSeek Harness Web plugin powered by markstream-react for resilient streaming Markdown, Mermaid diagrams, KaTeX math, and safe renderer fallback.

NewAPI (OpenAI-compatible gateway) LLM provider plugin for DeepSeek Harness (dsh): chat-only model discovery + Web settings section. Zero dsh modifications.

Auxiliary model system for DeepSeek Harness: unified aux-LLM routing (per-task model, timeout, concurrency, failure cooldown, main-model fallback) + vision_analyze / web_extract / compress_text tools, settings page, and session image lifecycle cleanup.

A token-efficient persona runtime for DeepSeek Harness. 把人格留在界面，把智能留给模型。Measured: -67% input tokens, -66% cache reads, 0-token catgirl rendering.

Deeptop, a lightweight native desktop client for DeepSeek Harness.

DSH 插件:直接复用 Codex CLI 本地登录订阅凭证,在 DeepSeek Harness 中使用 ChatGPT 订阅模型,无需 API Key | DSH plugin: reuse your Codex CLI local subscription login to use ChatGPT subscription models in DeepSeek Harness, no API key required

AGY (Antigravity CLI) integration for DeepSeek Harness: LLM adapter subagents, deep web search, connectivity diagnostics panel

DSH web plugin: per-day token usage statistics with a GitHub-style activity heatmap, cache hit-rate curve and per-model breakdown

DeepSeek Harness 具名子代理库插件：settings 驱动的角色名册，list_subagents / delegate 工具与设置页。Named subagent roster plugin for DeepSeek Harness.

CodeBuddy (copilot.tencent.com) provider bundle for DeepSeek Harness: 18 models, web_search/web_fetch backends, image_generate, local streaming bridge with OAuth & multi-Key rotation, Web UI settings card. Unofficial.

DeepSeek Harness 插件/补丁/preset 合集 | DSH plugins, patches & presets

Fully local document intelligence for DeepSeek Harness. Parse PDF, Office files, images, and scanned documents with offline OCR. | DeepSeek Harness 全本地文档智能插件，支持 PDF、Office、图片与离线 OCR

see_image tool for DSH: lets text-only models 'see' images by routing them to a configurable vision model (default Zhipu GLM-4V-Flash, free)

DSH (DeepSeek Harness) plugin: unified default reasoning level (thinking effort) for all models — per-model defaults with capability probing, live call statistics, one-command install via dsh plugin

A curated list of DeepSeek Harness (DSH) plugins, desktop clients, marketplaces & tutorials · DeepSeek Harness 开源项目与教程精选（中英双语）

DeepSeek V4 Pro/Flash unified anchored agent preset for DeepSeek Harness (official API & opencode-go): two-stage RL-aligned bootstrap, model-aware path routing, epoch-aware long-session stability

DeepSeek Harness 插件：让自定义 llm-pi-ai provider 伪装成 Claude Code / Codex 客户端（伪造客户端身份请求头）。A DeepSeek Harness plugin: masquerade a custom llm-pi-ai provider as Claude Code / Codex clients (spoofed client identity headers).

DeepSeek Harness 白皮书 · 131 页入门加进阶综合教程：从装上它、看懂它，到自己扩展它。面向想深入研究 agent harness 的开发者，所有结论回源码核对。

Cut large agent tool output by what it means, not by where it was cut. 13 content-aware reducers + DeepSeek Harness plugin.

dsh-go 是一个纯 Go、进程内的 DeepSeek Harness Agent 实现 —— 让任意 Go 后端能以内嵌库的方式直接获得一个等价、具备规划能力的 Agent，无需界面、无需独立运行时。它不是又一个 ReAct 骨架，而是对 DSH 全量能力接缝的系统级复刻。

Industrial-grade C++20 Agent Tooling Framework GUI — provider-agnostic LLM agent with true SSE streaming, tool registry, approval gate. Built on Aria (C++20 MVVM).

🕊️ Run a full DeepSeek Harness coding agent inside Feishu/Lark — native thinking process (CoT), interactive approval cards, live reactions, slash commands, WS long-connection. No public callback URL. (云鹊桥)

dsh-yolo-mode - an LLM-powered auto-approval plugin for DeepSeek Harness sandbox escalations (built-in presets + custom permission levels, fail-closed)

Guarded context compaction for DeepSeek Harness (dsh): the LLM proposes, deterministic guards dispose — eager per-atom shrink (extract/summary/false under verbatim guards) + lazy reference-graph eviction (0-LLM) + byte-exact recall from an append-only log. 守卫式上下文压缩：LLM 只提议、确定性守卫裁决——逐原子缩放 + 惰性引用图剪枝（0-LLM）+ 追加式日志逐字节召回；压缩率精确兑现，历史永不销毁。

为 DeepSeek Harness 增加外挂识图模型：圆形鲸鱼按钮、发送图片识图自动回传、模型自主截图+识图工具、多协议自动适配、小白一键安装（未装 Node.js 自动下载）

DSH 流式渲染插件：按段落分批呈现、8 种入场动画、平滑滚动、设置面板。DeepSeek Harness: paragraph-batched streaming reveals, 8 designed animations, smooth scroll-follow and a settings panel.

彩色可定制外观的 DeepSeek Harness 桌面客户端 · Colorful, customizable desktop client for DeepSeek Harness

让 DeepSeek Harness 自动重试商汤 429/QUOTA 等瞬时网关故障直到任务完成——启动时给所有 llm-pi-ai provider 热注入加固版 retryPolicy。

DeepSeek Harness 自动审批插件：在 workspace-write 沙箱之上叠加确定性规则 + LLM 安全审批，自动模式不放宽沙箱、fail-closed。 Safe auto-approval for DeepSeek Harness — deterministic rules + LLM review on top of the workspace-write sandbox. Auto mode without ever granting full-access.

One sentence to shipped — a terminal coding agent built around /ship, on the DeepSeek Harness

JIT compiler plugin for deepseek-harness: compiles recurring agent workflows into hot skills and flow templates

DeepSeek Harness usage stats by vendor (subscription / official API) × KPI: 53-week heatmap, trend chart, model drilldown, CSV export, and health cards.

便携式 DeepSeek 引擎终端 Agent CLI，支持手机 Termux 运行，零运行时依赖，自带五条接口兼容层。

免费的 DeepSeek 网页版（chat.deepseek.com）LLM 服务提供方，用于 DeepSeek Harness——无需 API 密钥。自动启动网关，支持工具调用和连续对话。Free DeepSeek Web (chat.deepseek.com) LLM provider for DeepSeek Harness — no API key. Auto-launches gateway, tool calling, continuous chat.

DSH 消息编辑插件：编辑已发送的消息并从该处分叉对话，气泡下方带版本计数与树状视图。Edit a sent message and branch from that point — version counter, tree view, placement presets.

Use ChatGPT OAuth and OpenAI Codex models in DeepSeek Harness—no API key or Codex CLI required.

DSH Origin Plugin: drive Origin scientific plotting from DeepSeek Harness AI chat via MCP. Write data, plot line/scatter/column, export PNG/SVG DeepSeek Harness Origin

Multi-agent orchestration and LLM model routing for DeepSeek Harness (DSH): semantic AI agent profiles, exact model routes, declarative teams and strategies, and bounded subagent delegation - a TypeScript plugin that adds no second runtime.

Cross-session memory plugin for DSH — auto-extraction, semantic recall, scheduled maintenance, LLM-powered consolidation

A loop dock for DeepSeek Harness: one harness, multiple agent loops.

Bring third-party subscription accounts into DeepSeek Harness - 为 DeepSeek Harness 接入第三方订阅账户(当前支持 OpenAI / ChatGPT、xAI (Grok)、GitHub Copilot,全部通过浏览器授权登录)

DSH 完整移植版 DietrichGebert/ponytail — 懒惰 senior 模式，hook注入

dsh-llm-ollama 是一个为 DeepSeek Harness（dsh）开发的社区插件，让 Harness 通过 Ollama 原生协议（/api/chat） 接入本地 Ollama 服务。即插即用：不改动 dsh 官方任何文件，安装后自动在「设置」中多出一个 Ollama 页面，并在会话模型选择器中提供该提供方的模型。

Model catalog, portraits, Agent selection, and multimodal runtimes for DeepSeek Harness

DSH 供应商用量查询插件 — 实时查询 Kimi/智谱/DeepSeek/火山方舟等套餐与余额, 在输入框下方显示用量读数条。Install: dsh plugin --profile web add github:heekei/dsh-usage

Live balance & usage for every LLM provider, one glance away — a draggable floating ball for DeepSeek Harness / dsh 插件：可拖动悬浮用量球，一眼看清所有 Provider 余额与用量

DeepSeek Harness提示词增强插件

Stop pasting API keys into DeepSeek Harness — reuse the OAuth tokens your local Codex CLI and Claude Code already hold as model routes, with subscription usage built in.

司察 Scout — evidence-driven company & job due-diligence plugin for DeepSeek Harness (HR tech). 面向 DeepSeek Harness 的证据驱动公司尽调与岗位背调插件。

Source-grounded deep research, writing, and learning plugin for DeepSeek Harness (dsh): steerable checkpoints, mid-run steering, and citations verified against retrieved sources.

DeepSeek Harness 的社区 Grok Build Provider：官方 CLI 浏览器 OAuth、动态模型、流式工具调用与额度面板。Community Grok Build provider with official CLI OAuth, dynamic models, streaming tools, and a quota dashboard.

Launch DeepSeek Harness with one click—no terminal setup required. A desktop companion app that starts the service and connects automatically, ideal for local AI development.

Curated plugins for DeepSeek Harness (dsh) — install, extend, and customize models, tools, sandboxes, UI, and agent loops.

让 AI 的英文推理流实时变中文：75,353 句 DeepSeek 精修库随包、本地 1.8B 实时 + 7B 空闲校正的三层质量、OpenAI 兼容端点一键接入，数据不出你的显卡。MIT，附 22 条踩坑实录的智能体自举手册。

CodeBuddy & Trae provider bundle for DeepSeek Harness (dsh): subscription-quota LLM access via loopback tap bridges — 18+ models, OAuth/API-key, usage metering. Unofficial, BYOC.

Always-visible model, reasoning, throughput, timestamp, runtime, and TTFT metadata for DeepSeek Harness replies.

DeepSeek Harness (dsh) vision plugin — a fork of ModLens adding multi-engine image reading (Gemini, Volcengine Ark/Doubao, Claude) with per-call engine selection.

DeepSeek Harness 的 Prompt 工具箱：别再复制粘贴——24 条深度模板随手点，/prompt 与智能推荐主动兜底，装好即用、可自定义。 | The Prompt toolbox for DeepSeek Harness: stop copy-pasting — 24 deep templates at a click, /prompt & smart suggestions as backup; out of the box, fully customizable.

On-demand vision for text-only DeepSeek Harness (DSH) sessions: images become markers, and a vision_describe tool sends only image + question to an OpenAI-compatible vision model

DeepSeek Harness plugin: describe_image — give a text-only model vision through an OpenAI-compatible VLM endpoint

Company Is a Word. 一句话开一家AI公司 - open-source multi-agent orchestration framework for non-developers. 小白5分钟拥有自己的AI公司，可DIY任意行业、调教子Agent、无限家公司，支持飞书遥控。MIT

Real-time chain-of-thought trajectory profiling for DeepSeek Harness: live wording indicators, profile-family judgment, per-session measurement records

《一切皆插件》— DeepSeek Harness 源码精读、Mini 实现与插件开发实战。21 章 + 可运行的 mini-dsh + 真实插件案例，全部数据实测。

Google Antigravity OAuth Gemini provider for DeepSeek Harness

一个 DeepSeek Harness（DSH）插件： 在 Web 输入框的工具行中添加一个 ✨ 图标按钮。点击后选择打磨风格，已接入的大模型 会把你草稿中的提示词改写得更专业、更易被 AI 理解 。A DeepSeek Harness plugin: icon-only composer button that rewrites your prompt via the connected LLM (balanced/concise/detailed/code styles, i18n)

TradingAgents for DeepSeek Harness: the 14-role A-share multi-agent analysis pipeline behind /trading-agent

DeepSeek Harness plugin that checks npm packages before install — 22 supply-chain rules, deep tarball scans, CI gates, local-first.

DSH plugin: auto-fill metadata (context window, output cap, display name, input modalities) for custom-provider models from the Model Metadata Registry (models.dev)

检测 DSH 账号被分配到哪个对话模型：为探测会话的实时思维链打分，判为旧模型的立刻中止。Detect which conversation model your DeepSeek Harness account is served, by scoring probe conversations' live chain-of-thought.

DeepSeek Harness EAC 视觉全家桶:15 个像素级视觉工具(增强版 dsh-tool-vision)+ 桥接内联预览 + 拖拽文件上传,单端点驱动,对话干净,EAC 原生设置适配

DeepSeek Harness (dsh) 全局 HTTP 代理插件：undici setGlobalDispatcher + EnvHttpProxyAgent，配置化、热切换、可观测

DeepSeek Harness cross-session long-term memory + user profile plugin: the AI remembers who you are, your projects and preferences across sessions. Pure Markdown, zero-config, fully local. (monorepo: dsh-memory-core + dsh-memory-ui)

DeepSeek Harness plugin for third-party OpenAI Responses and native Gemini APIs, with custom providers, model discovery, and hosted web search.

DeepSeek Harness plugin: routes cliproxy-claude and cliproxy-openai through a local CLIProxyAPI, so the agent reaches your own CLI subscriptions

Persistent provider-reported token usage statistics for DeepSeek Harness with per-session, per-model, and daily activity data.

TypeScript library for building multimedia-generation agents: text-to-image, video, speech and audio pipelines with capability-based model routing, automatic cross-model fallback, and BYOK direct provider calls (no gateway). 27 built-in patterns, provider-SDK-free core.

Fusion MoA: model- and GPU-independent Mixture-of-Agents runtime for coding agents

为手工 OpenAI 兼容模型补上推理档位声明的 DSH 插件 / DSH plugin to declare reasoning efforts on hand-added OpenAI-compatible models.

Use a Kimi Code subscription in DeepSeek Harness with OAuth, quota display, and composer usage

CodeBuddy CLI ACP 子代理插件:dsh subagent provider + subagent_codebuddy 工具

OpenAI Responses API web search provider for dsh (web_search tool) + Web settings card. Hot-pluggable plugin.

Agent language control: DSH plugin — tool-call descriptions, model thinking, and replies each follow the GUI language, force a fixed language, or turn off; injected as one global runtime-context directive. | Agent 语言控制:DSH 插件——工具描述、模型思考、回复输出三通道各自跟随界面语言 / 强制指定 / 关闭,以全局 runtime-context 注入,不改任何 preset。

Git-native, auditable long-term memory for AI agents

DeepSeek Harness provider for locally authenticated Codex app-server access through a ChatGPT subscription.

DSH LLM response-stream injection filter: hard-block rare Unicode scripts (Track A) + score-based disposal of control chars / protocol markers / script mixing / spam keywords (Track B) on the llm/stream waterfall. Install: dsh plugin --profile web add github:XiaoYuOvO/dsh-llm-injection-filter

语织：中文优先、用户可控的 AI 写作风格记忆层，让 AI 学会你的表达，需要时再调用。Chinese-first style memory for AI; DeepSeek Harness adapter included.

Local-first experiment and evaluation workbench plugin for DeepSeek Harness (DSH).

Off-transcript clarification Host plugin for DeepSeek Harness

dsh-polyglot — the model switch for DSH: generic OpenAI-compatible ctx.llm adapter, curated free/cheap DeepSeek presets, automatic provider fallback on rate limits

接入 Google Anti Gravity Coding Plan 作为 DeepSeek Harness LLM Provider，直接使用账号下的 Gemini / Claude / GPT-OSS。 | Google Anti Gravity Coding Plan LLM Provider for DeepSeek Harness.

dsh plugin: DeepSeek Harness 的模型层 = raincode(模型池/缓存/重试) + /skills 浏览

Learning assistant extension for DeepSeek Harness (dsh): brings DeepTutor tutoring to your agent — deep explanations, self-test questions, learning paths, personal knowledge-base search (RAG), and note archiving. | 面向 DeepSeek Harness 的学习辅助扩展:为 agent 接入 DeepTutor 辅导能力 —— 深度讲解、自测题、学习路径规划、个人知识库检索(RAG)与笔记归档。

AI writing assistant plugin for DeepSeek Harness — draft and revise in chat, every edit staged on a rice-paper panel until you commit · 在 DSH 里使用青简：对话里起草改稿，右侧宣纸面板逐条审阅后落稿

A prompt-enhancement plugin for DeepSeek Harness: an ✨ Enhance composer button that rewrites prompts with first-principles thinking using session context, and asks clarifying questions when key info is missing.

Memory and token-optimization plugin toolkit for DeepSeek Harness: cross-session knowledge graph memory + five-layer token-saving orchestration.

AI approval answerer for DeepSeek Harness (DSH) using the unified LLM route with fail-closed policy checks.

DeepSeek Harness 本地桌面版（MIT）：🐍 Python 方案（小体积，可自编译，无 SmartScreen 拦截）+ 🖥 Electron 方案（85MB 现成 EXE，手势/托盘/快捷键屏蔽）。含对话大纲导航、回退/重新生成等增强。

ChatGPT OAuth model provider plugin for DeepSeek Harness

Expose a DeepSeek Harness agent over the Agent2Agent (A2A) protocol: agent card, JSON-RPC, LLM replies.