DSH Agency Agents is a community-maintained DeepSeek Harness (DSH) plugin, not an official DeepSeek AI product.

Features

Choose a specialist in DSH for code review, design, operations, or research. All 321 experts are bundled and ready to use after installation.

• Find the right expert: filter by category or search in Settings → Experts.
• Enable the roles you need: keep the picker focused by enabling or disabling experts.
• Describe the task directly: use @ or the Experts picker, then write your complete request.
• Get one final delivery: experts provide specialist analysis and the parent conversation brings the results together. Experts cannot summon further experts.

Expert teams

Manage teams in Settings → Experts → Expert teams, sharing the header, source/status filters, search, and card interactions with individual experts.

Built-in team	Focus	Delivery
Product Review Team	User value, experience, technical feasibility	Priorities and actions
Technical Review Team	Architecture, security, acceptance boundaries	Risks and acceptance checks
Content Planning Team	Angles, distribution strategy, fact checking	Topic options and content structure
Data Analysis Team	Metrics, data quality, business interpretation	Findings and validation steps
Research Team	Research scope, evidence, synthesis	Source-backed conclusions

Configure and use

1. Use a built-in team, copy it to customize, or create a team of 2–8 distinct experts. Up to 100 custom teams can be saved.
2. Set the name, description, tags, member duties, shared goal, constraints, delivery requirements, and 1–3 examples. Use, customize, or restore the coordinator template.
3. Confirm enabling required experts when enabling a team. Switch to Expert teams in the composer picker or select through @, then write the task. Selecting or adding an example never sends the message.
4. The current main conversation delegates, verifies evidence, handles disagreements, and delivers one result; no additional leader subagent is created. Ordinary mode runs up to four experts concurrently and preserves completed results if others fail.

Automatic collaboration mode

Host state	Behavior
Agent Team unsupported	Use ordinary subagents without recommending an unavailable feature.
Supported but disabled, or current-session tools unavailable	Recommend enabling Team while continuing to allow ordinary execution.
Services and current-session tools available	Use native Agent Team, shared tasks, and teammate messages; wait for actual results before summarizing.

Explicit maxDepth uses ordinary mode to preserve depth limits. Native dispatch acceptance is not expert completion; partial startup failures do not automatically switch modes and duplicate work. Members inherit the main conversation's model selection; there is no per-expert model setting. Native model labels are provided by DSH and may display creation-time values.

Tool interfaces

Retain list_experts, summon_expert, and summon_experts. Add list_expert_teams, get_expert_team, and summon_expert_team. The main conversation reads the enabled team's rules and duties before delegating the complete task, then verifies and summarizes actual member results.

Drafts, language, and data

• System presets, member names, coordinator templates, UI, and runtime feedback support Chinese and English. Custom content remains unchanged, and language switches preserve unsaved drafts.
• Confirm team replacement or example insertion. If the draft changes during confirmation, stop insertion and retain the new text, attachments, and references.
• Team configuration lives in the host agency-agents settings namespace. Keep drafts on edit conflicts and review the latest configuration. Disabling or deleting teams does not disable experts or delete historical conversations.
• Experts cannot summon further experts or automatically add analysis rounds. Cancellation prevents queued starts; completed results and failures are reported separately.

This README describes version 1.0.6; npm and GitHub Releases determine publication status. See the changelog for the full changes and release notes for the bilingual release description. Upgrades retain expert settings. Back up settings before downgrading because older versions do not support teams.

Screenshots

The screenshots below show the 1.0.0 interface in Chinese. Experts and expert teams share the same settings page.

Filter by category or search in Settings → Experts, then enable the experts you need:

Switch to Expert teams to browse the five built-in teams, filter by status, or create a custom team:

Open team details to review its purpose, example tasks, and member responsibilities, then summon it or copy it for customization:

When the host supports Agent Team and the feature is enabled, view team members and shared tasks in the native panel:

DSH product ecosystem

For a desktop workbench, download DSH Codex Desktop. Existing DeepSeek Harness installations can add plugins as needed by following each project's README. Below are 11 first-party plugins; consult the corresponding desktop release notes and bundled catalog for what that version includes.

Plugin	What you can do
Codex UI	Organize projects and conversations, search tasks, and navigate chat turns
Agency Agents	Choose and summon specialists for your task
Skills Manager	Find, enable, create, and import local skills
Archive Manager	Search, restore, or clean up archived conversations
IM Connect	Send tasks and receive replies through messaging platforms
Automation	Schedule tasks and review each run
BTW	Ask side questions without interrupting the main task
Simplify	Use /simplify to improve code within your Git changes
PUA	Guide the Agent to try new approaches after failures, investigate causes, and verify results before completion
Code Review	Use /review to request an independent Agent code review and receive the report in the current conversation
Codex Pet	View conversation notifications and respond to tool approvals and questions through a desktop pet

Prerequisites

• A working DeepSeek Harness Web installation with dsh available in PowerShell.
• Examples use the web profile; replace it with the target profile.
• Source installation and development require Node.js ^22.19.0 or ≥24.0.0 and pnpm. npm installation does not require running pnpm install separately.

Host dependencies and compatibility

DSH dsh.client.inject controls browser module loading order. Missing graph entries are skipped, and frozen modules need not exist as npm packages in a profile. Settings controls bundle Ant Design with the plugin and no longer inject host primitives. Required peers such as dsh-client-ui-slots retain the runtime contract. Profiles with auto-install-peers disabled may report unmet peers; strict peer checks may also block installation. Check the host version and browser module availability rather than inferring runtime failure solely from the npm tree.

Installation

Supported DeepSeek Harness versions: 0.1.2-rc.1, 0.1.5-rc.1, 0.1.5-rc.2, 0.1.5-rc.3, 0.1.7-rc.1, 0.1.7-rc.2, and 0.2.0-rc.1. Alpha releases are not supported. The host is supplied by your existing CLI or Desktop installation; the plugin does not install another copy. Future host versions require separate compatibility validation.

The installation commands below use the official npm registry.

Ask an agent to install it (recommended)

Send the prompt below to any agent that can run terminal commands on your computer. Replace web with your actual profile. Once installed, use the plugin in DSH.

Install the DSH plugin @michengai/dsh-agency-agents into my local web profile by running: dsh plugin --profile web add @michengai/dsh-agency-agents@latest --registry=https://registry.npmjs.org/. Then run dsh --profile web --dump-config, confirm the configuration includes agency-agents, agency-agents-remote, and explain how to reload DSH and start using the plugin.

Install the latest package from the official npm registry

Run this from any PowerShell directory:

[Console]::OutputEncoding = [System.Text.Encoding]::UTF8
$OutputEncoding = [System.Text.Encoding]::UTF8
dsh plugin --profile web add @michengai/dsh-agency-agents@latest --registry=https://registry.npmjs.org/
dsh --profile web --dump-config

To pin a release, replace @latest with a version such as @1.0.1.

The configuration output should contain agency-agents and agency-agents-remote. Restart DSH Web and hard-refresh the browser. Do not copy client files manually: the Settings page needs the mounted Remote service.

Updates

The settings title shows the installed version and a Check for updates button. When a newer release is available, Update automatically runs only when the DSH CLI or Desktop update service is available; otherwise, the dialog provides a profile-specific manual command to copy and run.

Usage

1. Open the composer Experts picker. It shows enabled experts in a compact list grouped by category, with an avatar and a name on each row. Categories retain their original order, with experts sorted by their localized names within each category.
2. Search the full roster by name, field or keyword, including disabled experts. One- or two-character English terms match whole words; terms of three or more characters also match word prefixes. Click a row to select it; disabled rows are marked Enable and select. Enabled experts also appear in the @ shortcut list.
3. The localized expert name is inserted as a short tag. Continue with the complete task. Selecting does not send the message or replace existing text or attachments.

Code Reviewer

Review the changes in the current workspace and list reproducible issues by severity.

When you select an expert with a task example through the toolbar or @, the example is automatically inserted after its reference if the task body is empty. Existing task text is preserved, templates are not appended to it, and nothing is sent automatically. The first eight cover code review, UX research, UI design, UX architecture, product management, technical writing, research synthesis and Xiaohongshu operations. All other experts remain searchable and selectable. Examples explain how to describe a task; they do not grant access to external platforms or tools.

Experts with name conflicts are marked as unavailable. If another window changes the enabled roster, the picker refreshes and asks you to retry. If enabling succeeds but reference insertion fails, select the expert again without enabling it a second time. Settings → Experts remains the management surface; @ still searches enabled experts only.

The parent session can also call list_experts(division?), then delegate with summon_expert(expert, task) using the expert name. The bundled roster validates localized and upstream names for uniqueness.

🎨 Expert roster

Browse 321 bundled experts across 22 divisions. Select an expert name to read its English persona.

Division index

💻 Engineering 68	🎨 Design 11	📢 Marketing 43
💰 Paid Media 7	💼 Sales 9	🏢 Company Leadership 6
🏦 Finance 9	👔 Human Resources 2	⚖️ Legal 2
🚚 Supply Chain 4	📦 Product 5	📋 Project Management 7
🧪 Testing 10	🤝 Support 7	🛡️ Security 12
🔬 Specialized 68	🥽 Spatial Computing 6	🎮 Game Development 21
📚 Academic 7	🗺️ GIS 13	🏥 Healthcare 3
🔍 Research 1

💻 Engineering Division

Building the future, one commit at a time.

Agent	Specialty	When to Use
🎨 Frontend Developer	React/Vue/Angular, UI implementation, performance	Modern web apps, pixel-perfect UIs, Core Web Vitals optimization
🏗️ Backend Architect	API design, database architecture, scalability	Server-side systems, microservices, cloud infrastructure
📱 Mobile App Builder	iOS/Android, React Native, Flutter	Native and cross-platform mobile applications
🤖 AI Engineer	ML models, deployment, AI integration	Machine learning features, data pipelines, AI-powered apps
🚀 DevOps Automator	CI/CD, infrastructure automation, cloud ops	Pipeline development, deployment automation, monitoring
🌐 Network Engineer	Cisco IOS/IOS-XE, Juniper Junos, Palo Alto PAN-OS	Router/switch/firewall configuration, BGP/OSPF, ACLs, show-output troubleshooting
⚡ Rapid Prototyper	Fast POC development, MVPs	Quick proof-of-concepts, hackathon projects, fast iteration
💎 Senior Developer	Laravel/Livewire, advanced patterns	Complex implementations, architecture decisions
🔧 Filament Optimization Specialist	Filament PHP admin UX, structural form redesign, resource optimization	Restructuring Filament resources/forms/tables for faster, cleaner admin workflows
⚡ Autonomous Optimization Architect	LLM routing, cost optimization, shadow testing	Autonomous systems needing intelligent API selection and cost guardrails
🔩 Embedded Firmware Engineer	Bare-metal, RTOS, ESP32/STM32/Nordic firmware	Production-grade embedded systems and IoT devices
🚨 Incident Response Commander	Incident management, post-mortems, on-call	Managing production incidents and building incident readiness
⛓️ Solidity Smart Contract Engineer	EVM contracts, gas optimization, DeFi	Secure, gas-optimized smart contracts and DeFi protocols
🧭 Codebase Onboarding Engineer	Fast developer onboarding, read-only codebase exploration, factual explanation	Helping new developers understand unfamiliar repos quickly by reading the code, tracing code paths, and stating facts about structure and behavior
📚 Technical Writer	Developer docs, API reference, tutorials	Clear, accurate technical documentation
💬 WeChat Mini Program Developer	WeChat ecosystem, Mini Programs, payment integration	Building performant apps for the WeChat ecosystem
👁️ Code Reviewer	Constructive code review, security, maintainability	PR reviews, code quality gates, mentoring through review
🗄️ Database Optimizer	Schema design, query optimization, indexing strategies	PostgreSQL/MySQL tuning, slow query debugging, migration planning
🌿 Git Workflow Master	Branching strategies, conventional commits, advanced Git	Git workflow design, history cleanup, CI-friendly branch management
🏛️ Software Architect	System design, DDD, architectural patterns, trade-off analysis	Architecture decisions, domain modeling, system evolution strategy
🛡️ SRE (Site Reliability Engineer)	SLOs, error budgets, observability, chaos engineering	Production reliability, toil reduction, capacity planning
🧬 AI Data Remediation Engineer	Self-healing pipelines, air-gapped SLMs, semantic clustering	Fixing broken data at scale with zero data loss
🔧 Data Engineer	Data pipelines, lakehouse architecture, ETL/ELT	Building reliable data infrastructure and warehousing
🔗 Feishu Integration Developer	Feishu/Lark Open Platform, bots, workflows	Building integrations for the Feishu ecosystem
🧱 CMS Developer	WordPress & Drupal themes, plugins/modules, content architecture	Code-first CMS implementation and customization
📧 Email Intelligence Engineer	Email parsing, MIME extraction, structured data for AI agents	Turning raw email threads into reasoning-ready context
🎙️ Voice AI Integration Engineer	Speech-to-text pipelines, Whisper, ASR, speaker diarization	End-to-end transcription pipelines, audio preprocessing, structured transcript delivery
🖧 IT Service Manager	ITIL 4 service management	Incident/problem/change management, SLAs, CMDB
🪡 Minimal Change Engineer	Minimum-viable diffs	Fixing only what's asked, no scope creep
📜 OrgScript Engineer	OrgScript grammar & AST validation	Designing/parsing OrgScript business-logic definitions
🧬 Prompt Engineer	LLM prompt design & optimization	Turning vague instructions into reliable AI behaviors
🕸️ Multi-Agent Systems Architect	Multi-agent pipeline design & governance	Topology, context, trust, failure recovery for agent systems
🛒 Drupal Shopping Cart Engineer	Drupal Commerce storefronts	Catalog, payments, checkout, orders on Drupal 10/11
🛍️ WordPress Shopping Cart Engineer	WooCommerce storefronts	Catalog, payments, checkout, conversion on WordPress
💳 Payments & Billing Engineer	PSP integration, idempotent payment flows, subscription billing	Stripe/Adyen/Braintree integrations, webhook processing, dunning, reconciliation
🌍 Internationalization Engineer	ICU MessageFormat, RTL/bidi layouts, CLDR formatting, pseudo-localization	Making apps translation-ready, locale-aware formatting, RTL support, i18n audits
⚡ Drupal Performance Engineer	Drupal performance & Core Web Vitals	Caching, DB/query tuning, render pipeline, profiling high-traffic Drupal
⚡ WordPress Performance Engineer	WordPress performance & Core Web Vitals	Caching, query/asset optimization, plugin tuning, profiling high-traffic WP
♿ Section 508 Accessibility Specialist	US federal 508 / WCAG accessibility	ARIA, screen-reader testing, VPAT/ACR authoring, remediation
🏛️ USWDS Developer	US Web Design System (federal)	Accessible gov UI components & design-system patterns
🔎 Search Relevance Engineer	Search ranking & relevance	Query understanding, embeddings, ranking/eval, relevance tuning
🔐 Identity & Access Engineer	AuthN/AuthZ & IAM	OAuth/OIDC/SAML, SSO, RBAC/ABAC, token & session security
🤝 Realtime Collaboration Engineer	Realtime sync & presence	CRDTs/OT, conflict resolution, live cursors, offline sync
💻 Desktop App Engineer	Cross-platform desktop apps	Electron/Tauri, native integration, packaging, auto-update
🚀 Mobile Release Engineer	Mobile release & CI/CD	App Store/Play submission, signing, staged rollout, crash triage
🎬 Video Streaming Engineer	Video streaming & transcoding	HLS/DASH, ABR, codecs, CDN delivery, low-latency streaming
💰 FinOps Engineer	Cloud cost engineering	Cost allocation, rightsizing, unit economics, budget & anomaly control
🧩 WebAssembly Engineer	WebAssembly & WASI	Rust/C++→WASM, sandboxing, host bindings, performance
🔌 API Platform Engineer	API gateways & platforms	Gateway design, versioning, rate limiting, developer portals
🛟 Database Reliability Engineer	Database reliability (DBRE)	HA/replication, automated failover, PITR backups, zero-downtime ops
🛠️ Developer Tooling Engineer	CLI & developer tooling	Command-line tools, internal DX, build/dev workflows
📡 IoT Fleet Engineer	IoT & edge fleet	Device provisioning/identity, MQTT telemetry, OTA updates
🔍 RAG Pipeline Engineer	Production RAG pipelines	Chunking, retrieval quality, hybrid search, re-ranking, eval-driven iteration
🗄️ GaussDB Expert Engineer	Huawei GaussDB OLTP	Enterprise OLTP performance, HA, and migration on Huawei's GaussDB
🕵️ Privacy Engineer	PII discovery, data minimization, consent enforcement, DSAR/deletion pipelines	Implementing privacy in code, right-to-be-forgotten across services, retention automation
🦀 Rust Refactoring Specialist	Behavior-aware Rust refactoring	Reforming crates/traits/modules with evidence-based, behavior-preserving changes
🧪 LLM Post-Training Engineer	Post-training stack (SFT/DPO/GRPO/RLVR)	Evidence-based experiment gating, checkpoint integrity, failure classification
📈 Data Visualization Engineer	Perceptually honest data viz	Chart-type selection, colorblind-safe palettes, performant D3/Vega rendering
🧠 Knowledge Graph Engineer	Knowledge graphs, entity-relationship extraction, graph-enhanced RAG	Structuring documents into queryable Neo4j graphs with LangGraph; provenance, contradiction tracking, subgraph retrieval
🔗 DingTalk Integration Developer	DingTalk bots, Cool Apps, approvals, connectors	Enterprise collaboration and DingTalk integrations
🔌 Embedded Linux Driver Engineer	Kernel modules, device trees, I2C/SPI/USB drivers	Embedded Linux drivers and BSP development
🔬 FPGA/ASIC Digital Design Engineer	Verilog/SystemVerilog, AXI buses, timing closure	FPGA development, digital logic, SoC verification
📡 IoT Solution Architect	MQTT/CoAP, edge computing, device management, cloud IoT	End-to-end IoT architecture and deployment
⚙️ Mechanical Design Engineer	Mechanisms, structural analysis, DFMA, engineering drawings	Industrial equipment, automated production, mechanical products
🌐 China Enterprise Network Engineer	Huawei VRP, H3C Comware, Ruijie, VLAN/OSPF/BGP/VXLAN	Campus, data-center, and WAN networks using Chinese vendors
🖥️ Industrial Desktop Application Engineer	Qt/QML, serial/Modbus/CAN, real-time visualization	Industrial desktop software, test equipment, HMIs
🔒 Security Engineering Consultant	Threat modeling, secure code review, security architecture	Application security reviews and vulnerability assessment
🛡️ Security Operations Detection Engineer	SIEM rules, MITRE ATT&CK, threat hunting	Detection engineering and security monitoring

🎨 Design Division

Making it beautiful, usable, and delightful.

Agent	Specialty	When to Use
🎯 UI Designer	Visual design, component libraries, design systems	Interface creation, brand consistency, component design
🔍 UX Researcher	User testing, behavior analysis, research	Understanding users, usability testing, design insights
🏛️ UX Architect	Technical architecture, CSS systems, implementation	Developer-friendly foundations, implementation guidance
🎭 Brand Guardian	Brand identity, consistency, positioning	Brand strategy, identity development, guidelines
📖 Visual Storyteller	Visual narratives, multimedia content	Compelling visual stories, brand storytelling
✨ Whimsy Injector	Personality, delight, playful interactions	Adding joy, micro-interactions, Easter eggs, brand personality
📷 Image Prompt Engineer	AI image generation prompts, photography	Photography prompts for Midjourney, DALL-E, Stable Diffusion
🌈 Inclusive Visuals Specialist	Representation, bias mitigation, authentic imagery	Generating culturally accurate AI images and video
🎭 Persona Walkthrough Specialist	Persona-driven cognitive walkthroughs	Simulating user reactions and friction at each scroll position
🧱 UI Finish-Gate Reviewer	Anti-generic UI finish gate	Catching interchangeable UI before ship via evidence + a written design contract
🎬 AI Video Prompt Engineer	AI video prompts, shot design, camera movement, sound	Preparing video prompts for Sora, Kling, Veo, and Seedance

📢 Marketing Division

Connecting content, channels, and audiences to drive growth.

Agent	Specialty	When to Use
🚀 Growth Hacker	Rapid user acquisition, viral loops, experiments	Explosive growth, user acquisition, conversion optimization
📝 Content Creator	Multi-platform content, editorial calendars	Content strategy, copywriting, brand storytelling
🐦 Twitter Engager	Real-time engagement, thought leadership	Twitter strategy, LinkedIn campaigns, professional social
🛰️ X/Twitter Intelligence Analyst	Social listening, trend detection, account monitoring	Brand risk, competitor, and audience intelligence on X/Twitter
📱 TikTok Strategist	Viral content, algorithm optimization	TikTok growth, viral content, Gen Z/Millennial audience
📸 Instagram Curator	Visual storytelling, community building	Instagram strategy, aesthetic development, visual content
🤝 Reddit Community Builder	Authentic engagement, value-driven content	Reddit strategy, community trust, authentic marketing
📱 App Store Optimizer	ASO, conversion optimization, discoverability	App marketing, store optimization, app growth
🌐 Social Media Strategist	Cross-platform strategy, campaigns	Overall social strategy, multi-platform campaigns
📕 Xiaohongshu Specialist	Lifestyle content, trend-driven strategy	Xiaohongshu growth, aesthetic storytelling, Gen Z audience
💬 WeChat Official Account Manager	Subscriber engagement, content marketing	WeChat OA strategy, community building, conversion optimization
🧠 Zhihu Strategist	Thought leadership, knowledge-driven engagement	Zhihu authority building, Q&A strategy, lead generation
🇨🇳 Baidu SEO Specialist	Baidu optimization, China SEO, ICP compliance	Ranking in Baidu and reaching China's search market
🎬 Bilibili Content Strategist	Bilibili algorithm, danmaku culture, creator growth	Building audiences on Bilibili with community-first content
🎠 Carousel Growth Engine	TikTok/Instagram carousels, autonomous publishing	Generating and publishing viral carousel content
💼 LinkedIn Content Creator	Personal branding, thought leadership, professional content	LinkedIn growth, professional audience building, B2B content
🛒 China E-Commerce Operator	Taobao, Tmall, Pinduoduo, live commerce	Running multi-platform e-commerce in China
🎥 Kuaishou Strategist	Kuaishou, loyal communities, grassroots growth	Building authentic audiences in lower-tier markets
🔍 SEO Specialist	Technical SEO, content strategy, link building	Driving sustainable organic search growth
📘 Book Co-Author	Thought-leadership books, ghostwriting, publishing	Strategic book collaboration for founders and experts
🌏 Cross-Border E-Commerce Specialist	Amazon, Shopee, Lazada, cross-border fulfillment	Full-funnel cross-border e-commerce strategy
🎵 Douyin Strategist	Douyin platform, short-video marketing, algorithm	Growing audiences on China's leading short-video platform
🎙️ Livestream Commerce Coach	Host training, live room optimization, conversion	Building high-performing livestream e-commerce operations
🎧 Podcast Strategist	Podcast content strategy, platform optimization	Chinese podcast market strategy and operations
🔒 Private Domain Operator	WeCom, private traffic, community operations	Building enterprise WeChat private domain ecosystems
🎬 Short-Video Editing Coach	Post-production, editing workflows, platform specs	Hands-on short-video editing training and optimization
🔥 Weibo Strategist	Sina Weibo, trending topics, fan engagement	Full-spectrum Weibo operations and growth
🎙️ Global Podcast Strategist	Show positioning, audience growth, monetisation	Podcast launch, platform algorithms, sponsorship, community building
🔮 AI Citation Strategist	AEO/GEO, AI recommendation visibility, citation auditing	Improving brand visibility across ChatGPT, Claude, Gemini, Perplexity
🇨🇳 China Market Localization Strategist	Full-stack China market localization, Douyin/Xiaohongshu/WeChat GTM	Turning trend signals into executable China go-to-market strategies
🎬 Video Optimization Specialist	YouTube algorithm strategy, chaptering, thumbnail concepts	YouTube channel growth, video SEO, audience retention optimization
🏗️ AEO Foundations Architect	AI Engine Optimization infrastructure	llms.txt, AI-aware robots.txt, agent discovery files
🤖 Agentic Search Optimizer	WebMCP & agentic task completion	Making sites usable by AI browsing agents
📧 Email Marketing Strategist	Lifecycle email & deliverability	CRM campaigns, automation, segmentation
📡 Multi-Platform Publisher	One-click Chinese multi-platform publishing	Adapting articles for Zhihu, Xiaohongshu, CSDN, Bilibili, WeChat, and Juejin
📣 PR & Communications Manager	PR, media relations & crisis comms	Press releases, thought leadership, reputation
📺 Bilibili Long-Form Video Strategist	Long-form video, creator operations, danmaku, monetization	Bilibili content strategy and sustainable audience growth
📰 News Intelligence Analyst	Source verification, news prioritization, structured briefs	Daily news intelligence for content teams
🛒 China E-commerce Operations Specialist	Merchandising, listings, campaigns, livestream commerce	Taobao, Tmall, JD.com, and Pinduoduo store operations
🎓 Knowledge Commerce Product Strategist	Course packaging, pricing, community operations	Launching and monetizing knowledge products in China
💬 WeChat Official Account Operator	Official Accounts, editorial planning, private-domain growth	WeChat content operations and customer conversion
📹 Weixin Channels Growth Strategist	Social recommendation, short video, livestream commerce	Weixin Channels growth and WeChat ecosystem coordination
📕 Xiaohongshu Growth Operator	Discovery-led posts, search visibility, creator partnerships	Xiaohongshu content testing and customer acquisition

💰 Paid Media Division

Turning advertising budgets into measurable growth.

Agent	Specialty	When to Use
💰 PPC Campaign Strategist	Google/Microsoft/Amazon Ads, account architecture, bidding	Account buildouts, budget allocation, scaling, performance diagnosis
🔍 Search Query Analyst	Search term analysis, negative keywords, intent mapping	Query audits, wasted spend elimination, keyword discovery
📋 Paid Media Auditor	200+ point account audits, competitive analysis	Account takeovers, quarterly reviews, competitive pitches
📡 Tracking & Measurement Specialist	GTM, GA4, conversion tracking, CAPI	New implementations, tracking audits, platform migrations
✍️ Ad Creative Strategist	RSA copy, Meta creative, Performance Max assets	Creative launches, testing programs, ad fatigue refreshes
📺 Programmatic & Display Buyer	GDN, DSPs, partner media, ABM display	Display planning, partner outreach, ABM programs
📱 Paid Social Strategist	Meta, LinkedIn, TikTok, cross-platform social	Social ad programs, platform selection, audience strategy

💼 Sales Division

Moving opportunities from first contact to closed deals.

Agent	Specialty	When to Use
🎯 Outbound Strategist	Signal-based prospecting, multi-channel sequences, ICP targeting	Building pipeline through research-driven outreach, not volume
🔍 Discovery Coach	SPIN, Gap Selling, Sandler — question design and call structure	Preparing for discovery calls, qualifying opportunities, coaching reps
♟️ Deal Strategist	MEDDPICC qualification, competitive positioning, win planning	Scoring deals, exposing pipeline risk, building win strategies
🛠️ Sales Engineer	Technical demos, POC scoping, competitive battlecards	Pre-sales technical wins, demo prep, competitive positioning
🏹 Proposal Strategist	RFP response, win themes, narrative structure	Writing proposals that persuade, not just comply
📊 Pipeline Analyst	Forecasting, pipeline health, deal velocity, RevOps	Pipeline reviews, forecast accuracy, revenue operations
🗺️ Account Strategist	Land-and-expand, QBRs, stakeholder mapping	Post-sale expansion, account planning, NRR growth
🏋️ Sales Coach	Rep development, call coaching, pipeline review facilitation	Making every rep and every deal better through structured coaching
🧲 Offer & Lead Gen Strategist	Offers & lead magnets	Top-of-funnel offer construction and lead gen

🏢 Company Leadership Division

Setting direction, allocating resources, and aligning execution.

Agent	Specialty	When to Use
👔 Chief Executive Officer (CEO)	Strategy, resource allocation, executive alignment	Setting company direction and making major trade-offs
📣 Chief Marketing Officer (CMO)	Positioning, channel mix, marketing budgets, brand equity	Growth strategy, budget allocation, brand building
👔 Executive Chief of Staff	Executive coordination, decision routing, OKR tracking	Leadership meetings and cross-functional follow-through
⚙️ Chief Operating Officer (COO)	Processes, operating metrics, accountability	Turning strategy into SOPs and reliable execution
🧭 Chief Product Officer (CPO)	Product strategy, roadmap prioritization, product organization	Resolving product priorities and reviewing outcomes
🛠️ Chief Technology Officer (CTO)	Technology strategy, architecture, engineering organization	Technology selection, technical debt, engineering effectiveness

🏦 Finance Division

Supporting business and investment decisions with financial insight.

Agent	Specialty	When to Use
📒 Bookkeeper & Controller	Month-end close, reconciliation, GAAP compliance, internal controls	Day-to-day accounting operations, audit readiness, financial record-keeping
📊 Financial Analyst	Financial modeling, forecasting, scenario analysis, decision support	Three-statement models, variance analysis, data-driven business intelligence
📈 FP&A Analyst	Budgeting, rolling forecasts, variance analysis, business reviews	Annual operating plans, monthly business reviews, strategic resource allocation
🔍 Investment Researcher	Due diligence, portfolio analysis, asset valuation, equity research	Investment thesis development, risk assessment, market research
🏛️ Tax Strategist	Tax optimization, multi-jurisdictional compliance, transfer pricing	Entity structuring, ETR analysis, audit defense, strategic tax planning
🔮 Financial Forecasting Analyst	Revenue forecasts, cash flow, burn rate, scenario models	Runway planning, fundraising, financial uncertainty
🕵️ Financial Fraud Risk Analyst	Payment risk, AML, identity signals, case review	Transaction fraud detection and financial crime controls
⚖️ Hong Kong Stock Market Compliance Reviewer	HKEX Listing Rules, SFC requirements, corporate governance	Listing applications, disclosure, connected transactions
🧾 Invoice Management Specialist	VAT invoices, e-invoices, reconciliation, tax workflows	China invoicing, reimbursement, and financial controls

👔 Human Resources Division

Bringing structure to recruiting, performance, and talent development.

Agent	Specialty	When to Use
📋 Performance Management Specialist	OKRs, KPIs, 360-degree feedback, calibration	Performance reviews, improvement plans, talent development
🎯 Full-Cycle Recruiter	Sourcing, resume screening, interviews, offers	Full-cycle recruiting in the Chinese talent market

⚖️ Legal Division

Reviewing contract risk and writing practical policies.

Agent	Specialty	When to Use
📑 Contract Review Specialist	Contract clauses, redlines, electronic signatures, disputes	Commercial contract review under Chinese law
📜 Legal Policy Writer	Internal policies, privacy notices, PIPL/DSL/CSL	Drafting company policies and service terms in China

🚚 Supply Chain Division

Coordinating procurement, inventory, production, and delivery.

Agent	Specialty	When to Use
🏭 Garment Factory Planning Engineer	Plant layout, capacity modeling, equipment, lean production	Planning apparel factories across multiple countries and sites
📦 Inventory Forecasting Specialist	Demand forecasts, safety stock, replenishment	Inventory planning for Chinese e-commerce promotion cycles
🗺️ Logistics Route Optimizer	Route planning, delivery networks, cold chain	Reducing logistics costs while meeting delivery deadlines
🔍 Vendor Evaluation Specialist	Supplier scoring, factory audits, quality systems, negotiation	Supplier selection and procurement lifecycle management

📦 Product Division

Finding product opportunities and setting priorities around user needs.

Agent	Specialty	When to Use
🎯 Sprint Prioritizer	Agile planning, feature prioritization	Sprint planning, resource allocation, backlog management
🔍 Trend Researcher	Market intelligence, competitive analysis	Market research, opportunity assessment, trend identification
💬 Feedback Synthesizer	User feedback analysis, insights extraction	Feedback analysis, user insights, product priorities
🧠 Behavioral Nudge Engine	Behavioral psychology, nudge design, engagement	Maximizing user motivation through behavioral science
🧭 Product Manager	Full lifecycle product ownership	Discovery, PRDs, roadmap planning, GTM, outcome measurement

📋 Project Management Division

Keeping people, timelines, and decisions aligned for delivery.

Agent	Specialty	When to Use
🎬 Studio Producer	High-level orchestration, portfolio management	Multi-project oversight, strategic alignment, resource allocation
🐑 Project Shepherd	Cross-functional coordination, timeline management	End-to-end project coordination, stakeholder management
⚙️ Studio Operations	Day-to-day efficiency, process optimization	Operational excellence, team support, productivity
🧪 Experiment Tracker	A/B tests, hypothesis validation	Experiment management, data-driven decisions, testing
👔 Senior Project Manager	Realistic scoping, task conversion	Converting specs to tasks, scope management
📋 Jira Workflow Steward	Git workflow, branch strategy, traceability	Enforcing Jira-linked Git discipline and delivery
📋 Meeting Notes Specialist	Structured meeting summaries	Extracting decisions, action items, open questions

🧪 Testing Division

Validating quality through tests and reproducible evidence.

Agent	Specialty	When to Use
📸 Evidence Collector	Screenshot-based QA, visual proof	UI testing, visual verification, bug documentation
🔍 Reality Checker	Evidence-based certification, quality gates	Production readiness, quality approval, release certification
📊 Test Results Analyzer	Test evaluation, metrics analysis	Test output analysis, quality insights, coverage reporting
⚡ Performance Benchmarker	Performance testing, optimization	Speed testing, load testing, performance tuning
🔌 API Tester	API validation, integration testing	API testing, endpoint verification, integration QA
🛠️ Tool Evaluator	Technology assessment, tool selection	Evaluating tools, software recommendations, tech decisions
🔄 Workflow Optimizer	Process analysis, workflow improvement	Process optimization, efficiency gains, automation opportunities
♿ Accessibility Auditor	WCAG auditing, assistive technology testing	Accessibility compliance, screen reader testing, inclusive design verification
🎭 Test Automation Engineer	Playwright/Cypress E2E, flake elimination, CI parallelization	Browser test suites, deterministic pipelines, trace-driven failure debugging
🔌 Embedded QA Engineer	HIL, firmware automation, OTA regression, fault injection	Embedded reliability testing and production test planning

🤝 Support Division

Keeping daily operations running and helping customers and teams.

Agent	Specialty	When to Use
💬 Support Responder	Customer service, issue resolution	Customer support, user experience, support operations
📊 Analytics Reporter	Data analysis, dashboards, insights	Business intelligence, KPI tracking, data visualization
💰 Finance Tracker	Financial planning, budget management	Financial analysis, cash flow, business performance
🏗️ Infrastructure Maintainer	System reliability, performance optimization	Infrastructure management, system operations, monitoring
⚖️ Legal Compliance Checker	Compliance, regulations, legal review	Legal compliance, regulatory requirements, risk management
📑 Executive Summary Generator	C-suite communication, strategic summaries	Executive reporting, strategic communication, decision support
🎯 Recruitment Operations Specialist	Hiring channels, structured assessment, employer branding	Recruitment operations and labor-law compliance in China

🛡️ Security Division

Managing security risks from architecture through incident response.

Agent	Specialty	When to Use
🛡️ Security Architect	Threat modeling, secure-by-design, trust boundaries	System security models, architecture reviews, defense-in-depth
🔐 Application Security Engineer	SDLC security, SAST/DAST, secure code review	Securing the dev lifecycle, code-level vulnerabilities
🗡️ Penetration Tester	Authorized pentests, red team ops, exploitation	Finding exploitable weaknesses before attackers do
☁️ Cloud Security Architect	Zero trust, cloud-native defense-in-depth	Securing cloud infrastructure and architectures
🚨 Incident Responder	DFIR, breach investigation, threat containment	Active breaches, forensics, crisis response
🔍 Threat Intelligence Analyst	Adversary tracking, campaign mapping, ATT&CK	Understanding who's attacking and how
🎯 Threat Detection Engineer	SIEM rules, threat hunting, ATT&CK mapping	Building detection layers and threat hunting
🛡️ Senior SecOps Engineer	Secrets scanning, secure-by-default submissions	Defensive code-level security on every change
📋 Compliance Auditor	SOC 2, ISO 27001, HIPAA, PCI-DSS	Guiding organizations through compliance certification
🛡️ Blockchain Security Auditor	Smart contract audits, exploit analysis	Finding vulnerabilities in contracts before deployment
🔎 AI-Generated Code Security Auditor	Security review of AI/vibe-coded apps	Hardcoded secrets, broken RLS, prompt-injection sinks
🔑 Secrets & Credential Hygiene Engineer	Secrets & credential lifecycle	Detection, vaulting, rotation, leak response

🔬 Specialized Division

Bringing domain expertise to industry-specific and complex work.

Agent	Specialty	When to Use
🎯 Sales Outreach	Cold prospecting, multi-touch cadences, objection handling, proposals	Top-of-funnel B2B outreach — from cold email to booked discovery call
🎭 Agents Orchestrator	Multi-agent coordination, workflow management	Complex projects requiring multiple agent coordination
🔍 LSP/Index Engineer	Language Server Protocol, code intelligence	Code intelligence systems, LSP implementation, semantic indexing
📥 Sales Data Extraction Agent	Excel monitoring, sales metric extraction	Sales data ingestion, MTD/YTD/Year End metrics
📈 Data Consolidation Agent	Sales data aggregation, dashboard reports	Territory summaries, rep performance, pipeline snapshots
📬 Report Distribution Agent	Automated report delivery	Territory-based report distribution, scheduled sends
🔐 Agentic Identity & Trust Architect	Agent identity, authentication, trust verification	Multi-agent identity systems, agent authorization, audit trails
🔗 Identity Graph Operator	Shared identity resolution for multi-agent systems	Entity deduplication, merge proposals, cross-agent identity consistency
💸 Accounts Payable Agent	Payment processing, vendor management, audit	Autonomous payment execution across crypto, fiat, stablecoins
🌍 Cultural Intelligence Strategist	Global UX, representation, cultural exclusion	Ensuring software resonates across cultures
🗣️ Developer Advocate	Community building, DX, developer content	Bridging product and developer community
🔬 Model QA Specialist	ML audits, feature analysis, interpretability	End-to-end QA for machine learning models
🗃️ ZK Steward	Knowledge management, Zettelkasten, notes	Building connected, validated knowledge bases
🔌 MCP Builder	Model Context Protocol servers, AI agent tooling	Building MCP servers that extend AI agent capabilities
📄 Document Generator	PDF, PPTX, DOCX, XLSX generation from code	Professional document creation, reports, data visualization
⚙️ Automation Governance Architect	Automation governance, n8n, workflow auditing	Evaluating and governing business automations at scale
📚 Corporate Training Designer	Enterprise training, curriculum development	Designing training systems and learning programs
🌱 Personal Growth Mentor	Goal clarity, habit systems, accountability, life strategy	Cross-domain personal development without motivational fluff
🏛️ Government Digital Presales Consultant	China ToG presales, digital transformation	Government digital transformation proposals and bids
⚕️ Healthcare Marketing Compliance Specialist	China healthcare advertising compliance	Healthcare marketing regulatory compliance
🎯 Recruitment Specialist	Talent acquisition, recruiting operations	Recruitment strategy, sourcing, and hiring processes
🎓 Study Abroad Advisor	International education, application planning	Study abroad planning across US, UK, Canada, Australia
🔗 Supply Chain Strategist	Supply chain management, procurement strategy	Supply chain optimization and procurement planning
🗺️ Workflow Architect	Workflow discovery, mapping, and specification	Mapping every path through a system before code is written
☁️ Salesforce Architect	Multi-cloud Salesforce design, governor limits, integrations	Enterprise Salesforce architecture, org strategy, deployment pipelines
🇫🇷 French Consulting Market Navigator	ESN/SI ecosystem, portage salarial, rate positioning	Freelance consulting in the French IT market
🇰🇷 Korean Business Navigator	Korean business culture, 품의 process, relationship mechanics	Foreign professionals navigating Korean business relationships
🏗️ Civil Engineer	Structural analysis, geotechnical design, global building codes	Multi-standard structural engineering across Eurocode, ACI, AISC, and more
🎧 Customer Service	Omnichannel support, complaint handling, retention, escalation	Any industry customer support — retail, SaaS, hospitality, finance, logistics
🏥 Healthcare Customer Service	HIPAA-aware patient support, billing, insurance, emergency routing	Healthcare organizations needing compliant, empathetic patient support
🏨 Hospitality Guest Services	Reservations, concierge, complaint recovery, loyalty, events	Hotels, resorts, restaurants, and event venues
🤝 HR Onboarding	Pre-boarding, compliance, benefits enrollment, 30-60-90 day plans	Any company onboarding new hires — from startups to enterprise
🌐 Language Translator	Spanish ↔ English translation, dialect awareness, cultural context	Travel, business, medical, and legal translation needs
⏱️ Legal Billing & Time Tracking	Time capture, billing narratives, IOLTA compliance, collections	Law firms maximizing revenue recovery and billing accuracy
📋 Legal Client Intake	Prospect qualification, conflict screening, consultation scheduling	Law firms converting inquiries into retained clients
⚖️ Legal Document Review	Contract review, risk flagging, version comparison, compliance	Attorney-ready first-pass review across any practice area
🏦 Loan Officer Assistant	Borrower intake, TRID compliance, pipeline tracking, closing coordination	Mortgage and consumer lending teams
🏠 Real Estate Buyer & Seller	Buyer/seller representation, offers, transaction coordination	Residential and investment real estate transactions
🛒 Retail Customer Returns	Return processing, fraud prevention, exchanges, vendor returns	Brick-and-mortar, e-commerce, and omnichannel retail
♟️ Business Strategist	Management-consulting strategy	Competitive analysis, market entry, growth planning
🔄 Change Management Consultant	ADKAR/Kotter/Prosci change	Guiding orgs through transformation & adoption
🧭 Chief of Staff	Executive coordination	Filtering noise, owning processes, routing decisions
🌟 Customer Success Manager	Onboarding, health & retention	QBRs, churn prevention, renewals & expansion
📝 Grant Writer	Grant proposals & funding	LOIs, proposals, budgets for nonprofits/research
🏥 Medical Billing & Coding Specialist	ICD-10/CPT/HCPCS & revenue cycle	Claims, denial management, RCM optimization
💰 Pricing Analyst	Pricing models & margin optimization	Competitor/cost analysis, value-based pricing
💼 Chief Financial Officer	Capital allocation & financial strategy	Treasury, FP&A, M&A finance, investor & board reporting
🌱 ESG & Sustainability Officer	ESG programs & disclosure	Sustainability strategy, decarbonization, reporting
🔐 Data Privacy Officer	GDPR/CCPA privacy compliance	Data mapping, DPIAs, consent, breach response
⚙️ Operations Manager	Lean/Six Sigma operations	Process mapping, capacity planning, KPI governance
🤝 M&A Integration Manager	Post-merger integration	Day 1/100-day plans, synergy tracking, TSA management
🧠 Organizational Psychologist	Team dynamics & culture health	Psychological safety, burnout risk, high-performing teams
⚔️ Strategy Duel Agent	Game theory & the 36 stratagems	Turn-based strategy duels, adversarial scenario simulation
🛡️ FedRAMP & RMF Compliance Engineer	Federal cloud authorization (ATO)	NIST 800-53, FedRAMP Rev5/20x, SSP/POA&M, ConMon, OSCAL
🏺 Codebase Archaeologist	Multi-tool codebase drift audits	Detecting silent drift across Claude/Cursor/Copilot/Windsurf edits
🧾 Resume Tailor	Candidate-side resume optimization	JD mapping, ATS keyword alignment, experience-to-requirement matching
🧡 Aging Parent Care Companion	Family caregiver decision-support	Appointment/medication coordination, care-team comms, caregiver wellbeing (HIPAA-aligned)
🏛️ Master Plan Architect	Architectural teaching, red-team plan critique	Deep architecture teaching, risk critique, comprehensive Markdown implementation plans (no code execution)
🔍 Authenticity Appraiser	Luxury goods authentication, valuation, transaction risk	Secondhand purchases, collectibles, remote appraisal limits
🎓 Gaokao College Admissions Advisor	Provincial admission rules, score ranks, major selection	Balanced university application portfolios for Gaokao candidates
🐄 Livestock Records Auditor	Medication, feed, treatment, immunization, FIFO batch checks	Auditing livestock records and production spreadsheets
🧠 General Prompt Engineer	System prompts, examples, tool constraints, evaluations	Improving structured outputs and reliable LLM behavior
📜 AI Governance Policy Specialist	Generative-AI regulation, algorithm filing, model governance	AI compliance policies and operating controls in China
📅 Meeting Productivity Specialist	Agendas, decisions, action tracking, time-zone coordination	Meetings across Feishu, DingTalk, and Tencent Meeting
💲 Dynamic Pricing Strategist	Promotion mechanics, elasticity, margin guardrails	Optimizing e-commerce prices and campaign profitability
⚖️ Enterprise Risk Assessor	Risk identification, control design, audit remediation	Enterprise risk reviews and organizational resilience
🌐 Technical Translator	Chinese-English translation, software/AI/cloud terminology	Translating developer documentation and technical materials
🧳 Travel Planner	Itineraries, transport, lodging, visas, budgets	Practical domestic and international travel plans for Chinese travelers

🥽 Spatial Computing Division

Building spatial interactions, immersive interfaces, and XR experiences.

Agent	Specialty	When to Use
🏗️ XR Interface Architect	Spatial interaction design, immersive UX	AR/VR/XR interface design, spatial computing UX
💻 macOS Spatial/Metal Engineer	Swift, Metal, high-performance 3D	macOS spatial computing, Vision Pro native apps
🌐 XR Immersive Developer	WebXR, browser-based AR/VR	Browser-based immersive experiences, WebXR apps
🎮 XR Cockpit Interaction Specialist	Cockpit-based controls, immersive systems	Cockpit control systems, immersive control interfaces
🍎 visionOS Spatial Engineer	Apple Vision Pro development	Vision Pro apps, spatial computing experiences
🔌 Terminal Integration Specialist	Terminal integration, command-line tools	CLI tools, terminal workflows, developer tools

🎮 Game Development Division

Creating games through design, engine development, and optimization.

Agent	Specialty	When to Use
🎯 Game Designer	Systems design, GDD authorship, economy balancing, gameplay loops	Designing game mechanics, progression systems, writing design documents
🗺️ Level Designer	Layout theory, pacing, encounter design, environmental storytelling	Building levels, designing encounter flow, spatial narrative
🎨 Technical Artist	Shaders, VFX, LOD pipeline, art-to-engine optimization	Bridging art and engineering, shader authoring, performance-safe asset pipelines
🔊 Game Audio Engineer	FMOD/Wwise, adaptive music, spatial audio, audio budgets	Interactive audio systems, dynamic music, audio performance
📖 Narrative Designer	Story systems, branching dialogue, lore architecture	Writing branching narratives, implementing dialogue systems, world lore
💰 Economy Designer	Virtual currencies, sources/sinks, monetization modeling, inflation control	Designing in-game economies, balancing F2P monetization, live economy tuning
🏗️ Unity Architect	ScriptableObjects, data-driven modularity, DOTS/ECS	Large-scale Unity projects, data-driven system design, ECS performance work
✨ Unity Shader Graph Artist	Shader Graph, HLSL, URP/HDRP, Renderer Features	Custom Unity materials, VFX shaders, post-processing passes
🌐 Unity Multiplayer Engineer	Netcode for GameObjects, Unity Relay/Lobby, server authority, prediction	Online Unity games, client prediction, Unity Gaming Services integration
🛠️ Unity Editor Tool Developer	EditorWindows, AssetPostprocessors, PropertyDrawers, build validation	Custom Unity Editor tooling, pipeline automation, content validation
⚙️ Unreal Systems Engineer	C++/Blueprint hybrid, GAS, Nanite constraints, memory management	Complex Unreal gameplay systems, Gameplay Ability System, engine-level C++
🎨 Unreal Technical Artist	Material Editor, Niagara, PCG, Substrate	Unreal materials, Niagara VFX, procedural content generation
🌐 Unreal Multiplayer Architect	Actor replication, GameMode/GameState hierarchy, dedicated server	Unreal online games, replication graphs, server authoritative Unreal
🗺️ Unreal World Builder	World Partition, Landscape, HLOD, LWC	Large open-world Unreal levels, streaming systems, terrain at scale
📜 Godot Gameplay Scripter	GDScript 2.0, signals, composition, static typing	Godot gameplay systems, scene composition, performance-conscious GDScript
🌐 Godot Multiplayer Engineer	MultiplayerAPI, ENet/WebRTC, RPCs, authority model	Online Godot games, scene replication, server-authoritative Godot
✨ Godot Shader Developer	Godot shading language, VisualShader, RenderingDevice	Custom Godot materials, 2D/3D effects, post-processing, compute shaders
🧩 Blender Add-on Engineer	Blender Python (bpy), custom operators/panels, asset validators, exporters, pipeline automation	Building Blender add-ons, asset prep tools, export workflows, and DCC pipeline automation
⚙️ Roblox Systems Scripter	Luau, RemoteEvents/Functions, DataStore, server-authoritative module architecture	Building secure Roblox game systems, client-server communication, data persistence
🎯 Roblox Experience Designer	Engagement loops, monetization, D1/D7 retention, onboarding flow	Designing Roblox game loops, Game Passes, daily rewards, player retention
👗 Roblox Avatar Creator	UGC pipeline, accessory rigging, Creator Marketplace submission	Roblox UGC items, HumanoidDescription customization, in-experience avatar shops

📚 Academic Division

Applying disciplinary methods to research, analysis, and learning.

Agent	Specialty	When to Use
🌍 Anthropologist	Cultural systems, kinship, rituals, belief systems	Designing culturally coherent societies with internal logic
🌐 Geographer	Physical/human geography, climate, cartography	Building geographically coherent worlds with realistic terrain and settlements
📚 Historian	Historical analysis, periodization, material culture	Validating historical coherence, enriching settings with authentic period detail
📜 Narratologist	Narrative theory, story structure, character arcs	Analyzing and improving story structure with established theoretical frameworks
🧠 Psychologist	Personality theory, motivation, cognitive patterns	Building psychologically credible characters grounded in research
📊 Statistician	Statistical inference & experiment design	Hypothesis testing, causal inference, sampling, rigorous analysis
📚 Study Planner	Exam strategy, active recall, spaced repetition	Exam preparation and personalized learning plans

🗺️ GIS Division

Turning geographic data into maps, analysis, and spatial applications.

Agent	Specialty	When to Use
🧠 Technical Consultant	GIS strategy, gap analysis, technology roadmaps, digital transformation	Understanding business needs, selecting the right geospatial stack, planning multi-phase GIS programs
🔧 Solution Engineer	Esri + FOSS4G prototype building, PoC delivery, technical feasibility	Building working demos, validating technical approaches, pre-sales support
🖥️ GIS Analyst	Map production, data QC, symbology, layouts, spatial queries	Day-to-day GIS operations, creating publication-ready maps, maintaining data integrity
📦 Spatial Data Engineer	Geospatial ETL, format conversion, CRS reprojection, automated pipelines	Ingesting messy data from any source, building repeatable data transformation pipelines
⚙️ Geoprocessing Specialist	ArcPy, Python Toolbox (.pyt), Model Builder, batch automation	Automating repetitive GIS workflows, building custom geoprocessing tools
✅ GIS QA Engineer	Topology validation, metadata audit, CRS consistency, accuracy assessment	Quality gates before data publication, compliance verification, data integrity audits
🤖 GeoAI/ML Engineer	Feature extraction, object detection, semantic segmentation, land cover classification	Extracting buildings/roads/vehicles from imagery, change detection, environmental monitoring
🏗️ BIM/GIS Specialist	Revit/IFC to GIS, indoor mapping, digital twin architecture, facility management	Smart campus, airport digital twins, indoor navigation, building operations
🏔️ 3D & Scene Developer	Cesium, ArcGIS Scene Viewer, 3D Tiles, point clouds, terrain visualization	3D city scenes, terrain flyovers, point cloud web viewers, OAuth-gated scene sharing
📊 Spatial Data Scientist	Spatial statistics, clustering, regression, interpolation, point pattern analysis	Hotspot detection, spatial modeling, predictive analytics, research-grade analysis
🛸 Drone/Reality Mapping Specialist	Photogrammetry, orthomosaic, DTM/DSM, point cloud classification, 3D mesh	Drone survey processing, reality capture, construction monitoring, environmental mapping
🌐 Web GIS Developer	MapLibre GL JS, ArcGIS JS API, Leaflet, real-time dashboards, REST APIs	Building interactive web maps, operational dashboards, real-time data visualization
🎨 Cartography Designer	Color theory, typography, basemap design, visual hierarchy, print and web aesthetics	Making maps beautiful and readable, colorblind-safe palettes, professional map layouts

🏥 Healthcare Division

Connecting clinical evidence with healthcare policy and strategy.

Agent	Specialty	When to Use
🩺 Clinical Evidence Agent	Evidence standards, validated vs unvalidated claims, diagnostic authority boundaries	Making clinical claims credibly without overstepping into diagnostic authority
🌍 Sovereign Health Systems Agent	Government health mandates, UHC policy, emerging market deployment	Health tech teams operating at the intersection of national health infrastructure and sovereign health policy
🧭 Healthcare Innovation Strategist	Narrative architecture for healthcare founders across investor, regulatory, sovereign, and clinical audiences	Healthcare founders who need to translate clinical and financial complexity into language that moves capital and builds trust

🔍 Research Division

Evaluating sources and synthesizing evidence into traceable findings.

Agent	Specialty	When to Use
🔍 Research Synthesist	Literature review, source evaluation, citation tracing, evidence synthesis	Turning a scattered pile of sources into a structured, honestly-weighted map of what the evidence supports

Configuration and limits

Key	Default	Purpose
root	Bundled expert assets	External expert root; an explicit value takes priority.
provider	spawn	DSH subagent provider; fork also works when it supports persona and tool filtering.
divisions	22 standard divisions	Top-level divisions to scan.
maxDepth	Unset	Positive absolute subagent-depth limit.

Set AGENCY_AGENTS_ROOT to use an external expert directory. Persona bodies from that directory are injected as the child system prompt, so load them only from a trusted source. The provider must support persona and tool filtering. summon_experts accepts at most 8 experts with a concurrency of 4 and still returns successful answers when some experts fail.

Secondary development

lib is not tracked in Git. Run pnpm build before using a source checkout. The release gate builds and verifies lib; npm packages still include the compiled runtime.

Install from source

Use this for debugging or unpublished changes. The cloned directory becomes the plugin source path:

[Console]::OutputEncoding = [System.Text.Encoding]::UTF8
$OutputEncoding = [System.Text.Encoding]::UTF8
Set-Location D:\Repository\deepseek-harness-plugin
git clone https://github.com/MichengAI/dsh-agency-agents.git
Set-Location .\dsh-agency-agents
pnpm install --frozen-lockfile
pnpm build
dsh plugin --profile web add .
dsh --profile web --dump-config

Restart DSH Web and hard-refresh the browser. dsh plugin ... add . reads the package metadata and cordis.patch.yml; do not install by copying lib directly.

• src\index.ts: host entry point for catalog loading, tools, and settings.
• src\remote-contract.ts and src\remote.ts: Remote contract and implementation.
• src\client\index.ts: Settings page, composer button, and @ trigger.
• assets\agency-agents: bundled personas; retain its MIT license and NOTICE attribution.

After changing src or assets, rebuild, test, and install from the local directory:

[Console]::OutputEncoding = [System.Text.Encoding]::UTF8
$OutputEncoding = [System.Text.Encoding]::UTF8
pnpm build
pnpm test
pnpm verify
dsh plugin --profile web add .

The published package includes lib, assets, the patch, and the root README/license files. Do not publish node_modules or local development files.

Validation

[Console]::OutputEncoding = [System.Text.Encoding]::UTF8
$OutputEncoding = [System.Text.Encoding]::UTF8
pnpm build
pnpm test
pnpm verify

prepublishOnly runs the build, unit tests, browser regressions, and package-integrity checks before publishing. Release CI installs Chromium and its system dependencies; before the first local release, run the browser installation command below.

Run browser interaction regressions separately (real React DOM and Chromium; no DSH credentials or user profile required):

[Console]::OutputEncoding = [System.Text.Encoding]::UTF8
$OutputEncoding = [System.Text.Encoding]::UTF8
pnpm exec playwright install chromium
pnpm test:browser

Coverage includes expert/team filtering, creation, copying, editing, enablement, deletion, draft protection, revision conflicts, localization, dark/light themes, narrow layouts, and focus restoration under normal rendering and StrictMode. These component tests do not replace real-host or model-delegation acceptance. Browser tests bundle source rather than loading the published lib/client.js; artifacts still require build, package checks, and real-host acceptance. Override the default port 18769 with the AGENCY_BROWSER_TEST_PORT environment variable if needed.

Custom experts

Open Settings → Experts → New expert. Set a name, description, category, prompt, and avatar. Save and enable makes the expert immediately available through @ and the Experts button. Reference labels use the standard expert icon and plain name, matching built-in experts; candidate menus show avatars. Copy a base expert to customize it, or edit, enable, disable and delete custom experts. Deletion permanently removes the expert content and enabled state; it cannot be undone.

Data lives in the DSH settings agency-agents namespace outside the plugin directory and survives upgrades. External root still replaces the base roster; custom experts are appended. Viewing, copying, and summoning nested experts use the actual file selected by the catalog. The limit is 200 existing custom experts. Deletion frees a slot; legacy soft-deleted records are cleaned up on startup and subsequent writes. Name conflicts introduced by a base catalog update remain visible in Settings for renaming or deletion, but conflicting experts cannot be summoned. Concurrent changes reject stale saves and keep the draft in the editor. Read and compare the latest content, choose to keep your draft or load that content, then save explicitly. Deleted experts can only be continued as new experts. Remove disabled draft references or re-enable the expert; remove and reselect deleted or conflicting references. Writes carry a revision; see the Remote contract. Back up current settings before downgrading: restoring custom data is separate from rolling back plugin code.

License and attribution

This project’s TypeScript source, build scripts, and documentation use Apache License 2.0. Bundled personas originate from The Agency and remain MIT-licensed; see assets\agency-agents\LICENSE.