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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If you prefer the command line, you can clone the repository:
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Install to Claude Code:
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You can also copy only a certain category, for example, just the engineering directory:
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Before installing to other tools, first generate the integration files required by each tool:
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Then install interactively:
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You can also specify tools:
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If you don’t want to install all Agents at once, you can select precisely by division or agent:
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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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A more practical way to write it is to give the task, context and expected deliverables together:
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If you are working on a complex project, you can combine multiple Agents:
Product ManagerFirst organize the PRD and acceptance criteria.Software ArchitectEvaluates system boundaries.Backend ArchitectDesign API and data structures.Frontend Developerimplements the interface.API TesterandReality Checkerare used for verification.Technical WriterSupplementary 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.