Agency-agents in detail: Putting an entire team of AI experts into development tools

Detailed introduction to the positioning, installation method, adaptation tools, and usage process of msitarzewski/agency-agents, and keep a complete introduction table of Agent functions.

msitarzewski/agency-agents is an Agent role library for AI programming tools and multi-agent workflows. It is not a single application, nor a collection of ordinary prompts, but a set of AI expert definition files split by professional teams: engineering, design, marketing, sales, product, project management, testing, security, GIS, game development, finance, academic research and other roles have been made into reusable Agents.

Each Agent document typically contains identity, working methods, deliverables, success criteria and communication style. You can install it into tools such as Claude Code, Cursor, Codex, Gemini CLI, OpenCode, Aider, Windsurf, Kimi Code, Osaurus, Hermes, etc. You can also use these Markdown files as reference templates to transform them into your own team prompt words.

Who is the project suitable for?

This project is suitable for three types of people:

  • I often use Claude Code, Codex, Cursor and other tools for development, and hope to switch professional roles quickly.
  • If you want to build a multi-agent workflow, you need ready-made role divisions, boundaries, and delivery standards.
  • I want to learn how to write high-quality Agent definition documents, including personality, process, constraints and output format.

It’s more like a “library of AI experts” than “magic software that does everything automatically.” The key to really using it well is to choose the right role, give it clear context, and incorporate the Agent’s output into your code review, testing, and release processes.

Installation method

It is recommended to use the desktop application to install the project. The officially provided Agency Agents App supports macOS, Linux and Windows. You can browse the complete Agent list and install it into Claude Code, Cursor, Codex, Gemini, Osaurus and other tools with one click, and is also responsible for updates.

macOS users can use Homebrew to install:

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brew install --cask msitarzewski/agency-agents/agency-agents

If you prefer the command line, you can clone the repository:

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git clone https://github.com/msitarzewski/agency-agents.git
cd agency-agents

Install to Claude Code:

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./scripts/install.sh --tool claude-code

You can also copy only a certain category, for example, just the engineering directory:

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cp engineering/*.md ~/.claude/agents/

Before installing to other tools, first generate the integration files required by each tool:

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./scripts/convert.sh

Then install interactively:

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./scripts/install.sh

You can also specify tools:

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./scripts/install.sh --tool cursor
./scripts/install.sh --tool codex
./scripts/install.sh --tool gemini-cli
./scripts/install.sh --tool opencode
./scripts/install.sh --tool aider
./scripts/install.sh --tool windsurf
./scripts/install.sh --tool kimi
./scripts/install.sh --tool osaurus
./scripts/install.sh --tool hermes

If you don’t want to install all Agents at once, you can select precisely by division or agent:

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./scripts/install.sh --tool claude-code --division engineering,security
./scripts/install.sh --tool cursor --agent frontend-developer,ui-designer
./scripts/install.sh --list teams
./scripts/install.sh --tool opencode --division engineering --dry-run

The README specifically reminds that OpenCode will only register about 119 Agents when it is currently running, and may be silently discarded after exceeding the limit. Therefore it is best to use --division to select a subset when installing OpenCode.

Usage

After installation, you can directly let the model switch roles in the AI ​​programming tool. For example:

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Activate Frontend Developer mode and help me build a React component.

A more practical way to write it is to give the task, context and expected deliverables together:

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Activate Backend Architect.
Review this API design, identify scaling risks, and propose a database schema.
Keep the output as decisions, trade-offs, and next implementation steps.

If you are working on a complex project, you can combine multiple Agents:

  • Product Manager First organize the PRD and acceptance criteria.
  • Software Architect Evaluates system boundaries.
  • Backend Architect Design API and data structures.
  • Frontend Developer implements the interface.
  • API Tester and Reality Checker are used for verification.
  • Technical Writer Supplementary documentation.

This type of combination makes it easier to control quality than “having a general assistant do it from start to finish” because the perspective from which each role is responsible is clearer.

Complete function introduction form

The following is a complete function list organized according to the roster structure of the README. The Agent name remains in English, and the capabilities and applicable scenarios are described in Chinese to facilitate quick screening.

Group Agent Ability direction Applicable scenarios
Engineering Frontend Developer React, Vue, Angular, UI implementation, front-end performance Modern web applications, pixel-level UI, Core Web Vitals optimization
Engineering Backend Architect API design, database architecture, scalability Server-side systems, microservices, cloud infrastructure
Engineering Mobile App Builder iOS, Android, React Native, Flutter Native and cross-platform mobile apps
Engineering AI Engineer Machine learning models, deployment, AI integration ML capabilities, data pipelines, AI applications
Engineering DevOps Automator CI/CD, infrastructure automation, cloud operation and maintenance Pipeline, deployment automation, monitoring
Engineering Network Engineer Cisco, Juniper, Palo Alto network configuration Routing, switching, firewall, BGP/OSPF, ACL troubleshooting
Engineering Rapid Prototyper Rapid POC, MVP development Hackathon, test ideas, rapid iteration
Engineering Senior Developer Laravel, Livewire, advanced engineering mode Complex implementation, architectural decisions
Engineering Filament Optimization Specialist Filament PHP backend UX, form and resource optimization Refactor Filament forms, resources, and tables
Engineering Autonomous Optimization Architect LLM routing, cost optimization, shadow testing Autonomous systems requiring intelligent API selection and cost guardrails
Engineering Embedded Firmware Engineer Bare metal, RTOS, ESP32, STM32, Nordic Embedded systems and IoT firmware
Engineering Incident Response Commander Incident management, review, duty process Production accident handling and emergency response system construction
Engineering Solidity Smart Contract Engineer EVM contract, Gas optimization, DeFi Secure and Gas-Efficient Smart Contracts and DeFi Protocols
Engineering Codebase Onboarding Engineer Read-only code base exploration, factual explanation Help newcomers quickly understand unfamiliar warehouses
Engineering Technical Writer Developer documentation, API reference, tutorials Clear and accurate technical documentation
Engineering WeChat Mini Program Developer WeChat ecosystem, mini programs, payment integration WeChat mini programs and WeChat ecological applications
Engineering Code Reviewer Code review, security, maintainability PR review, quality access control, review coaching
Engineering Database Optimizer Schema, query optimization, index strategy PostgreSQL/MySQL tuning, slow query, migration planning
Engineering Git Workflow Master Branch strategy, committed commit, advanced Git Git process design, history cleaning, CI-friendly branches
Engineering Software Architect System design, DDD, architectural patterns, trade-off analysis Architecture decisions, domain modeling, system evolution
Engineering SRE SLO, error budget, observability, chaos engineering Production reliability, reduction of operation and maintenance burden, capacity planning
Engineering AI Data Remediation Engineer Self-healing data pipeline, semantic clustering, offline small model Repair bad data at scale and avoid data loss
Engineering Data Engineer Data pipeline, Lakehouse, ETL/ELT Data infrastructure and data warehouse construction
Engineering Feishu Integration Developer Feishu/Lark open platform, robot, workflow Feishu Ecological Integration
Engineering CMS Developer WordPress, Drupal, plugins, content architecture Code-first CMS customization and implementation
Engineering Email Intelligence Engineer Email parsing, MIME extraction, structured context Turn email threads into AI inferable context
Engineering Voice AI Integration Engineer STT, Whisper, ASR, speaker separation End-to-end transcription, audio preprocessing, structured transcription
Engineering IT Service Manager ITIL 4. Service Management Incidents, Issues, Changes, SLA, CMDB
Engineering Minimal Change Engineer minimum viable change Only fix specified issues and control the scope
Engineering OrgScript Engineer OrgScript syntax and AST validation Design and parse business logic definitions
Engineering Prompt Engineer LLM prompt word design and optimization Turn fuzzy instructions into stable AI behavior
Engineering Multi-Agent Systems Architect Multi-Agent topology, context, trust, failure recovery Multi-agent system design and governance
Engineering Drupal Shopping Cart Engineer Drupal Commerce store Drupal 10/11 Products, Payments, Checkout, Orders
Engineering WordPress Shopping Cart Engineer WooCommerce store WordPress products, payments, checkout, conversions
Design UI Designer Visual design, component library, design system Interface design, brand consistency, component design
Design UX Researcher User testing, behavioral analysis, research User understanding, usability testing, design insights
Design UX Architect Technical architecture, CSS system, implementation guidance UX basics and implementation suggestions for developers
Design Brand Guardian Brand identity, consistency, positioning Brand strategy, identity system, norms
Design Visual Storyteller Visual storytelling, multimedia content Brand story and visual expression
Design Whimsy Injector Fun, pleasure, micro-interactions Add personality, Easter eggs and detailed experience to the product
Design Image Prompt Engineer AI image prompt words, photography prompts Midjourney, DALL-E, Stable Diffusion image generation
Design Inclusive Visuals Specialist Diverse presentation, bias alleviation, real images Generate more culturally accurate AI images and videos
Design Persona Walkthrough Specialist Cognitive walkthrough based on Persona Simulate user reaction and resistance at each scroll position
Paid Media PPC Campaign Strategist Google/Microsoft/Amazon Ads, account structure, bidding Account establishment, budget allocation, expansion, diagnosis
Paid Media Search Query Analyst Search word analysis, negative words, intent mapping Search term audit, reduce waste, discover keywords
Paid Media Paid Media Auditor 200+ point account audit, competitive product analysis Account takeover, quarterly review, bidding plan
Paid Media Tracking & Measurement Specialist GTM, GA4, conversion tracking, CAPI New points, tracking and auditing, platform migration
Paid Media Ad Creative Strategist RSA copywriting, Meta creativity, PMax materials Creative launch, test plan, advertising fatigue refresh
Paid Media Programmatic & Display Buyer GDN, DSP, partner media, ABM display advertising Display placement, partner reach, ABM projects
Paid Media Paid Social Strategist Meta, LinkedIn, TikTok, cross-platform social advertising Social advertising projects, platform selection, audience strategy
Sales Outbound Strategist Signal-driven customer acquisition, multi-channel sequence, ICP Build a pipeline using research-based outbound calls
Sales Discovery Coach SPIN, Gap Selling, Sandler, Problem Design Prepare for discovery calls, qualifications, and sales coaching
Sales Deal Strategist MEDDPICC, competitive positioning, win-win planning Score transactions, expose pipeline risks, and develop winning strategies
Sales Sales Engineer Technology demo, POC scope, competitive battlecard Pre-sales technical orders winning, demonstration preparation, competitive positioning
Sales Proposal Strategist RFP responses, winning themes, narrative structure Write more convincing proposals
Sales Pipeline Analyst Forecasting, pipeline health, transaction velocity, RevOps Pipeline review, forecast accuracy, revenue operation
Sales Account Strategist Land-and-expand, QBR, relationship map After-sales expansion, customer planning, NRR growth
Sales Sales Coach Sales development, call coaching, pipeline review Improve your sales team with structured coaching
Sales Sales Outreach Cold start customer acquisition, multi-touch point rhythm, objection handling B2B top funnel, from cold emails to booking meetings
Sales Offer & Lead Gen Strategist Offer and lead magnet design Top-funnel offers and lead generation
Marketing Growth Hacker User growth, viral loops, experiments Rapid growth, customer acquisition, conversion optimization
Marketing Content Creator Multi-platform content, editorial calendar Content strategy, copywriting, brand storytelling
Marketing Twitter Engager Real-time interaction, thought leadership Twitter/X and LinkedIn professional networking
Marketing X/Twitter Intelligence Analyst Social monitoring, trend discovery, account monitoring Brand risk, competitive products and audience intelligence
Marketing TikTok Strategist Viral content, algorithm optimization TikTok growth and younger audiences
Marketing Instagram Curator Visual storytelling, community building Instagram strategy and visual content
Marketing Reddit Community Builder Real interactive, valuable content Reddit Community Trust and Marketing
Marketing App Store Optimizer ASO, conversion, discoverability App store optimization and growth
Marketing Social Media Strategist Cross-platform social strategies and activities Multi-platform social overall planning
Marketing Xiaohongshu Specialist Lifestyle content, trend strategy Xiaohongshu growth, aesthetic narrative, young users
Marketing WeChat Official Account Manager Public account operation, subscriber interaction WeChat public account content and conversion
Marketing Zhihu Strategist Knowledge-based influence, Q&A strategies Zhihu authority building and clue generation
Marketing Baidu SEO Specialist Baidu optimization, China SEO, ICP filing compliance Baidu rankings and the Chinese search market
Marketing Bilibili Content Strategist Bilibili algorithm, barrage culture, UP main growth Bilibili Community Prioritizes Content Growth
Marketing Carousel Growth Engine TikTok/Instagram carousel, auto-posting Generate and publish easily viral carousel content
Marketing LinkedIn Content Creator Personal brand, professional content LinkedIn Growth, B2B Content
Marketing China E-Commerce Operator Taobao, Tmall, Pinduoduo, live streaming e-commerce Multi-platform e-commerce operations in China
Marketing Kuaishou Strategist Kuaishou, Laotie Community, sinking market Kuaishou truly grows and sinks its audience
Marketing SEO Specialist Technical SEO, content strategy, external links Sustainable organic search growth
Marketing Book Co-Author Thought leadership books, ghostwriting, publishing Founders and Experts Book Collaboration
Marketing Cross-Border E-Commerce Specialist Amazon, Shopee, Lazada, cross-border fulfillment Full-link cross-border e-commerce strategy
Marketing Douyin Strategist Douyin, short video marketing, algorithm Douyin audience growth
Marketing Livestream Commerce Coach Anchor training, live broadcast room optimization, conversion High conversion live broadcast e-commerce operation
Marketing Podcast Strategist Podcast content, platform optimization Chinese podcast market strategy and operations
Marketing Private Domain Operator Enterprise WeChat, private domain traffic, community Enterprise WeChat private domain ecology
Marketing Short-Video Editing Coach Post-editing, workflow, platform specifications Short video clip training and optimization
Marketing Weibo Strategist Sina Weibo, hot spots, fan interaction Weibo operation and growth
Marketing Global Podcast Strategist Podcast positioning, growth, and commercialization Podcast launch, platform algorithm, sponsorship and community
Marketing AI Citation Strategist AEO/GEO, AI recommendation visibility, citation auditing Improve brand visibility in ChatGPT, Claude, Gemini, Perplexity
Marketing China Market Localization Strategist Chinese market localization, Douyin/Xiaohongshu/WeChat GTM Turn trend signals into China market execution strategies
Marketing Video Optimization Specialist YouTube algorithm, chapters, thumbnails YouTube growth, video SEO, retention optimization
Marketing AEO Foundations Architect AI search infrastructure, llms.txt, AI robots Site foundation for AI search and agent discovery
Marketing Agentic Search Optimizer WebMCP, Agentic task completion Make the website more suitable for AI browsing agents
Marketing Email Marketing Strategist Lifecycle emails, deliverability CRM email, automation, segmentation
Marketing Multi-Platform Publisher Chinese multi-platform one-click publishing Zhihu/Xiaohongshu/CSDN/Bilibili/Official Account/Nuggets Distribution
Marketing PR & Communications Manager PR, media relations, crisis communications Press releases, thought leadership, reputation management
Product Sprint Prioritizer Agile planning, feature prioritization Sprint planning, resource allocation, backlog management
Product Trend Researcher Market intelligence, competitive product analysis Market research, opportunity assessment, trend judgment
Product Feedback Synthesizer User feedback analysis and insight extraction Feedback sorting, user insights, product prioritization
Product Behavioral Nudge Engine Behavioral psychology, nudge design, engagement Using behavioral science to improve user motivation
Product Product Manager Product life cycle Discovery, PRD, roadmap, GTM, outcome measurement
Project Management Studio Producer High-level orchestration and portfolio management Multi-project oversight, strategic alignment, resource allocation
Project Management Project Shepherd Cross-functional coordination, timeline management End-to-end project promotion and stakeholder management
Project Management Studio Operations Daily efficiency and process optimization Team support, productivity, operational excellence
Project Management Experiment Tracker A/B testing, hypothesis validation Experiment management, data-driven decision-making
Project Management Senior Project Manager Realistic scope assessment and task breakdown Convert specifications into tasks and control scope
Project Management Jira Workflow Steward Git process, branching strategy, traceability Strengthen Git delivery discipline associated with Jira
Project Management Meeting Notes Specialist Structured meeting minutes Extract decisions, action items, and open questions
Testing Evidence Collector Screenshot QA, visual evidence UI testing, visual verification, bug logging
Testing Reality Checker Evidence-based quality certification Online preparation, quality access control, release confirmation
Testing Test Results Analyzer Test result evaluation and indicator analysis Test output analysis, quality insights, coverage reports
Testing Performance Benchmarker Performance testing and optimization Speed ​​testing, load testing, performance tuning
Testing API Tester API verification, integration testing Endpoint verification, interface testing, integration QA
Testing Tool Evaluator Technology assessment, tool selection Tool recommendation, software selection, technical decision-making
Testing Workflow Optimizer Process analysis, workflow improvement Efficiency improvements, automation opportunities
Testing Accessibility Auditor WCAG, Assistive Technology Testing Accessibility compliance, screen reading testing, inclusive design verification
Security Security Architect Threat modeling, security architecture, trust boundaries System security model, architecture review, defense in depth
Security Application Security Engineer SDLC Security, SAST/DAST, Secure Code Review Development lifecycle security and code vulnerabilities
Security Penetration Tester Authorized Penetration, Red Teaming, Exploitation Verification Discover exploitable weaknesses before going online
Security Cloud Security Architect Zero trust, cloud native defense in depth Cloud infrastructure security
Security Incident Responder DFIR, intrusion investigation, threat containment Active intrusion, forensics, crisis response
Security Threat Intelligence Analyst Attacker tracking, activity mapping, ATT&CK Understand who the attacker is and how they operate
Security Threat Detection Engineer SIEM rules, threat hunting, ATT&CK mapping Building detection layers and hunting processes
Security Senior SecOps Engineer Secrets scanning, safe default submission Do defensive code security with every change
Security Compliance Auditor SOC 2, ISO 27001, HIPAA, PCI-DSS Compliance Certification Preparation
Security Blockchain Security Auditor Smart contract audit and vulnerability analysis Discover contract vulnerabilities before deployment
Support Support Responder Customer service, problem solving Customer support, user experience, support operations
Support Analytics Reporter Data analysis, dashboards, insights BI, KPI tracking, data visualization
Support Finance Tracker Financial planning, budget management Financial analysis, cash flow, business performance
Support Infrastructure Maintainer System reliability and performance optimization Infrastructure management, system operations, monitoring
Support Legal Compliance Checker Compliance, regulations, legal review Legal compliance, regulatory requirements, risk management
Support Executive Summary Generator Executive communications, strategy briefs Executive reporting, decision support
Spatial Computing XR Interface Architect Spatial interaction, immersive UX AR/VR/XR interface design
Spatial Computing macOS Spatial/Metal Engineer Swift, Metal, High Performance 3D macOS spatial computing, Vision Pro native application
Spatial Computing XR Immersive Developer WebXR, browser AR/VR Browser immersive experience
Spatial Computing XR Cockpit Interaction Specialist Cockpit control, immersive system Cockpit control system and immersive controls
Spatial Computing visionOS Spatial Engineer Apple Vision Pro Development Vision Pro Apps and Spatial Computing Experience
Spatial Computing Terminal Integration Specialist Terminal integration, command line tools CLI tools, terminal workflows, developer tools
Specialized Agents Orchestrator Multi-Agent coordination and workflow management Multi-Agent orchestration of complex projects
Specialized LSP/Index Engineer LSP, code intelligence, semantic indexing Code Intelligence System and Language Server
Specialized Sales Data Extraction Agent Excel monitoring, sales indicator extraction Sales data intake, MTD/YTD/year-end indicators
Specialized Data Consolidation Agent Sales data aggregation, dashboard reporting Regional summary, representative performance, pipeline snapshot
Specialized Report Distribution Agent Automatic report distribution Distribute reports by region and send them regularly
Specialized Agentic Identity & Trust Architect Agent identity, authentication, trust verification Multi-Agent Identity, Authorization and Auditing
Specialized Identity Graph Operator Share identity resolution across agents Entity deduplication, merge suggestions, identity consistency
Specialized Accounts Payable Agent Payment processing, supplier management, auditing Cryptocurrency, fiat currency, stablecoin payment execution
Specialized Cultural Intelligence Strategist Global UX, cultural presentation, cultural de-risking Adapt software to different cultures
Specialized Developer Advocate Community building, developer experience, developer content Connect products and developer communities
Specialized Model QA Specialist ML auditing, feature analysis, interpretability End-to-end QA of machine learning models
Specialized ZK Steward Knowledge Management, Zettelkasten, Notes Build a connected and validated knowledge base
Specialized MCP Builder MCP Server, AI Agent tools Build MCP services that extend Agent capabilities
Specialized Document Generator PDF, PPTX, DOCX, XLSX generation Professional documentation, reports, data visualization
Specialized Automation Governance Architect Automated governance, n8n, workflow auditing Assess and govern business automation at scale
Specialized Corporate Training Designer Corporate training, course design Training system and learning projects
Specialized Personal Growth Mentor Goal clarification, habit system, responsibility mechanism Cross-disciplinary personal development planning
Specialized Government Digital Presales Consultant China ToG pre-sales and digital transformation Government digitalization initiatives and tenders
Specialized Healthcare Marketing Compliance China Medical Advertising Compliance Medical Marketing Regulatory Compliance
Specialized Recruitment Specialist Talent acquisition, recruitment operations Recruitment strategy, sourcing, recruitment process
Specialized Study Abroad Advisor Study abroad, application planning Study abroad plans in the United States, Britain, Canada, and Australia
Specialized Supply Chain Strategist Supply chain management, procurement strategy Supply chain optimization and procurement planning
Specialized Workflow Architect Workflow discovery, mapping, normalization Sort out all paths in the system before writing code
Specialized Salesforce Architect Salesforce multi-cloud, Governor limits, integrations Enterprise Salesforce Architecture and Deployment
Specialized French Consulting Market Navigator France ESN/SI, portage salarial, rate positioning French IT freelance consulting market
Specialized Korean Business Navigator Korean business culture, 품의 process, relationship mechanism Foreign professionals handling Korean business relations
Specialized Civil Engineer Structural, geotechnical, global building codes Multi-standard structural engineering
Specialized Customer Service Omni-channel support, complaint handling, retention, and upgrades Customer service for retail, SaaS, hotel, finance, logistics, etc.
Specialized Healthcare Customer Service HIPAA patient support, billing, insurance, emergency routing Healthcare facility compliance patient support
Specialized Hospitality Guest Services Reservations, Concierge, Complaint Recovery, Membership, Events Hotels, Resorts, Restaurants and Event Venues
Specialized HR Onboarding Pre-employment, compliance, benefits, 30-60-90 day planning Onboarding of new employees in the company
Specialized Language Translator Spanish-English translation, dialect, cultural context Travel, business, medical, legal translation
Specialized Legal Billing & Time Tracking Time recording, bill narrative, IOLTA, collections Law Firm Revenue Recovery and Billing Accuracy
Specialized Legal Client Intake Initial customer screening, conflict of interest check, consultation appointment Law firms turn consultation into entrustment
Specialized Legal Document Review Contract review, risk flagging, version comparison, compliance One round of document review available to attorneys
Specialized Loan Officer Assistant Borrower intake, TRID, pipeline, closing Mortgage and Consumer Lending Team
Specialized Real Estate Buyer & Seller Buyer and seller agency, quotation, transaction coordination Residential and investment property transactions
Specialized Retail Customer Returns Returns, anti-fraud, exchanges, supplier returns Offline, online and omni-channel retail
Specialized Business Strategist management consulting strategy Competitive product analysis, market entry, growth planning
Specialized Change Management Consultant ADKAR, Kotter, Prosci changes Organizational Transformation and Adoption Advancement
Specialized Chief of Staff Senior management coordination, process undertaking, decision routing Filter out noise and drive management rhythm
Specialized Customer Success Manager Onboarding, health, retention QBR, churn prevention, renewal expansion
Specialized Grant Writer Funding applications and grant materials Nonprofit/Research Organization LOI, proposal, budget
Specialized Medical Billing & Coding Specialist ICD-10, CPT, HCPCS, revenue cycle Claim, chargeback management, RCM optimization
Specialized Pricing Analyst Pricing models, profit optimization Competitive product/cost analysis, value pricing
Specialized Chief Financial Officer Capital allocation, financial strategy Capital, FP&A, M&A Finance, Investor and Board Reporting
Specialized ESG & Sustainability Officer ESG projects and disclosures Sustainability strategy, carbon reduction, reporting
Specialized Data Privacy Officer GDPR/CCPA Privacy Compliance Data mapping, DPIA, consent, breach response
Specialized Operations Manager Lean/Six Sigma Operations Process mapping, capacity planning, KPI governance
Specialized M&A Integration Manager post-merger integration Day 1/100 day planning, collaborative tracking, TSA management
Specialized Organizational Psychologist Team Dynamics and Cultural Health Psychological safety, burnout risk, and high-performance teams
Specialized Strategy Duel Agent Game theory and thirty-six strategies Turn-based strategy deduction and confrontation scene simulation
Finance Bookkeeper & Controller Monthly settlement, reconciliation, GAAP, internal control Daily accounting, audit preparation, financial records
Finance Financial Analyst Financial modeling, forecasting, scenario analysis Three-table model, difference analysis, business insights
Finance FP&A Analyst Budget, rolling forecast, variance analysis Annual plan, monthly business review, resource allocation
Finance Investment Researcher Due diligence, portfolio analysis, asset valuation, stock research Investment thesis, risk assessment, market research
Finance Tax Strategist Tax optimization, multi-jurisdictional compliance, transfer pricing Entity structure, ETR, audit defense, tax planning
Game Development Game Designer System design, GDD, economic balance, gameplay loop Game mechanics, growth system, design documents
Game Development Level Designer Level theory, pacing, encounter design, environmental storytelling Level construction, space narrative
Game Development Technical Artist Shader, VFX, LOD, art to engine pipeline Performance-safe asset pipeline between art and engineering
Game Development Game Audio Engineer FMOD/Wwise, adaptive music, spatial audio Interactive audio, dynamic music, audio performance
Game Development Narrative Designer Narrative system, branched dialogue, world view Branch plot, dialogue system, background setting
Game Development Unity Architect ScriptableObjects, Modularity, DOTS/ECS Large-scale Unity, data-driven systems, ECS performance
Game Development Unity Shader Graph Artist Shader Graph, HLSL, URP/HDRP Unity materials, VFX, post-processing
Game Development Unity Multiplayer Engineer Netcode, Relay/Lobby, Server Authority, Prediction Unity online play and client predictions
Game Development Unity Editor Tool Developer EditorWindow, AssetPostprocessor, PropertyDrawer Unity Editor Tools and Content Validation
Game Development Unreal Systems Engineer C++/Blueprint, GAS, Nanite, Memory Complex Unreal gameplay and engine-level C++
Game Development Unreal Technical Artist Material Editor, Niagara, PCG, Substrate Unreal materials, VFX, procedural generation
Game Development Unreal Multiplayer Architect Actor replication, GameMode/GameState, dedicated server Unreal online gaming and replication architecture
Game Development Unreal World Builder World Partition, Landscape, HLOD, LWC Large open world, streaming loading, terrain
Game Development Godot Gameplay Scripter GDScript 2.0, signals, composition, static typing Godot gameplay system and scene combination
Game Development Godot Multiplayer Engineer MultiplayerAPI, ENet/WebRTC, RPC, authority Godot Online Games and Server Authority
Game Development Godot Shader Developer Godot Shader, Visual Shader, RenderingDevice Godot 2D/3D effects, materials, compute shader
Game Development Blender Addon Engineer Blender Python, Operators, Panels, Exporters Blender plugins, asset preparation, DCC pipeline
Game Development Roblox Systems Scripter Luau, RemoteEvents, DataStore, server authority Safe Roblox Game System
Game Development Roblox Experience Designer Retention, monetization, D1/D7, guidance Roblox game loop and monetization
Game Development Roblox Avatar Creator UGC pipeline, accessories binding, market submission Roblox UGC and Avatar Store
Academic Anthropologist Cultural systems, kinship relationships, rituals, beliefs Construct a cultural setting with internal logic
Academic Geographer Physical/human geography, climate, cartography Geographically consistent worlds, terrains, and settlements
Academic Historian Historical analysis, periodization, material culture Historical consistency checksum epoch details
Academic Narratologist Narrative theory, story structure, character arc Analyze and improve story structure
Academic Psychologist Personality theory, motivation, cognitive models Build psychologically believable characters
GIS Technical Consultant GIS strategy, gap analysis, technology roadmap Selecting a geospatial technology stack and planning projects
GIS Solution Engineer Esri + FOSS4G prototype, PoC Technical feasibility verification and pre-sales demonstration
GIS GIS Analyst Cartography, data quality inspection, symbolization, spatial query Everyday GIS, publication-grade maps, data integrity
GIS Spatial Data Engineer Geographic ETL, format conversion, coordinate reprojection Automated geographic data transformation pipeline
GIS Geoprocessing Specialist ArcPy, Python Toolbox, Model Builder Automate repetitive GIS work
GIS GIS QA Engineer Topology verification, metadata auditing, CRS consistency Pre-release data quality gatekeeping
GIS GeoAI/ML Engineer Feature extraction, target detection, semantic segmentation Remote sensing image building/road/vehicle extraction
GIS BIM/GIS Specialist Revit/IFC to GIS, indoor maps, digital twins Smart campus, airport digital twin, facility management
GIS 3D & Scene Developer Cesium, ArcGIS Scene Viewer, 3D Tiles 3D city scenes, terrain flights, point cloud web browsing
GIS Spatial Data Scientist Spatial statistics, clustering, regression, interpolation Hot spot detection, spatial modeling, predictive analysis
GIS Drone/Reality Mapping Photogrammetry, orthophoto, DSM/DTM, point cloud UAV surveying and mapping, real-life modeling, construction monitoring
GIS Web GIS Developer MapLibre, ArcGIS JS, Leaflet, real-time dashboard Interactive maps, business dashboards, real-time data visualization
GIS Cartography Designer Color, font, basemap, visual hierarchy Professional, beautiful, and readable map design

real usage combination

The README gives several typical scenarios, and the idea is very straightforward: don’t assign all tasks to one role, but form teams according to project stages.

When making a Startup MVP, you can combine Frontend Developer, Backend Architect, Growth Hacker, Rapid Prototyper, and Reality Checker. The first two are responsible for implementation and architecture, the growth role is responsible for the customer acquisition path, and the testing role is responsible for pre-release quality.

When doing marketing activities, you can combine Content Creator, Twitter Engager, Instagram Curator, Reddit Community Builder, Analytics Reporter. This way each platform has a corresponding tone and execution focus.

When delivering enterprise functions, you can combine Senior Project Manager, Senior Developer, UI Designer, Experiment Tracker, Evidence Collector, and Reality Checker. This set is suitable for teams that need a closed loop of scope management, implementation, design, experimentation and acceptance.

When doing security or infrastructure work, it is not recommended to have non-security roles “drop in”. A better approach is to let Security Architect do the threat model first, then let Application Security Engineer or Penetration Tester do the code and attack surface inspection, and finally use Incident Responder to supplement the emergency process.

Usage suggestions

First, install a small amount first. There are many characters in this warehouse, and it is easy to find them difficult to find among the tools when they are full at once. For daily development, you can install Engineering, Testing, and Security first; for content and growth, you can install Marketing, Paid Media, and Sales.

Second, give the Agent clear boundaries. For example, if you ask Minimal Change Engineer to fix bugs, tell it not to refactor; if you ask Software Architect to evaluate the architecture, don’t ask it to directly change the code at the same time.

Third, treat Agent output as professional advice and don’t skip verification. Code needs to be tested, security conclusions need to be reviewed, and marketing and compliance recommendations need to be combined with actual business and local regulations.

Fourth, these Agents can be learned as writing templates. A good Agent is not just “you are an expert in such and such”, but should also include task boundaries, processes, delivery formats, quality standards and how to handle failures. A large part of the value of agency-agents lies in these structural settings.

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