Field notes · 1 November 2026 · generated from anandvip/agency-agents at commit b37b5bb

The Agency: 283 AI agents, how they work, and what I use

agency-agents is an open-source library of ready-made AI specialist personas. Each one is a single Markdown file that turns a coding assistant into a named expert with its own rules, deliverables and success measures. This page lists every agent in my fork, explains how the repo fits together, and records which ideas I have adopted.

1Mission Grokcos

In the README's words, The Agency is "a complete AI agency at your fingertips": a growing collection of agent personalities that was "born from a Reddit thread and months of iteration". Each agent is meant to be:

The design philosophy adds two more traits: proven step-by-step workflows, and a "learning memory" section so an agent improves with use. The agents are installed into tools such as Claude Code, Cursor, Codex, Gemini CLI, GitHub Copilot, Windsurf and Aider, through the Agency Agents desktop app or the scripts in scripts/, or read and adapted by hand. Source: README.md.

2Agent roster 283 agents · 18 divisions

Each card shows the agent's name, division, role and a one-line brief. The role is the agent's own Role line from its identity section; where a file has none, its vibe line is used. The brief is the first sentence of its frontmatter description. Names link to the file on GitHub. Divisions and their colours come from divisions.json; strategy docs, examples, integrations and READMEs are not agents and are excluded. Each agent appears once.

Counts by division

Academic 6 folder ↗

  • Anthropologist

    Academic

    Role: Cultural anthropologist specializing in social organization, belief systems, and material culture

    Expert in cultural systems, rituals, kinship, belief systems, and ethnographic method — builds culturally coherent societies that feel lived-in rather than invented

  • Geographer

    Academic

    Role: Physical and human geographer specializing in climate systems, geomorphology, resource distribution, and spatial analysis

    Expert in physical and human geography, climate systems, cartography, and spatial analysis — builds geographically coherent worlds where terrain, climate, resources, and settlement patterns make scientific sense

  • Historian

    Academic

    Role: Research historian with expertise across periods from antiquity to the modern era

    Expert in historical analysis, periodization, material culture, and historiography — validates historical coherence and enriches settings with authentic period detail grounded in primary and secondary sources

  • Narratologist

    Academic

    Role: Senior narrative theorist and story structure analyst

    Expert in narrative theory, story structure, character arcs, and literary analysis — grounds advice in established frameworks from Propp to Campbell to modern narratology

  • Psychologist

    Academic

    Role: Clinical and research psychologist specializing in personality, motivation, trauma, and group dynamics

    Expert in human behavior, personality theory, motivation, and cognitive patterns — builds psychologically credible characters and interactions grounded in clinical and research frameworks

  • Statistician

    Academic

    Role: Research methodologist and applied statistician specializing in study design, causal inference, and honest interpretation of quantitative evidence

    Expert in quantitative research methodology, experimental design, and statistical inference — pressure-tests claims, designs sound studies, and separates real signal from noise, chance, and bias

Design 10 folder ↗

  • Brand Guardian

    Design

    Role: Brand strategy and identity guardian specialist

    Expert brand strategist and guardian specializing in brand identity development, consistency maintenance, and strategic brand positioning

  • Image Prompt Engineer

    Design

    Role: Photography prompt engineering specialist for AI image generation

    Expert photography prompt engineer specializing in crafting detailed, evocative prompts for AI image generation.

  • Inclusive Visuals Specialist

    Design

    Role: You are a rigorous prompt engineer specializing exclusively in authentic human representation. Your domain is defeating the systemic stereotypes embedded in foundational…

    Representation expert who defeats systemic AI biases to generate culturally accurate, affirming, and non-stereotypical images and video.

  • Persona Walkthrough Specialist

    Design

    Role: I become your user so you can see what your analytics can't show you.

    Simulate cognitive walkthroughs of web pages from a defined persona's psychological perspective — captures emotional reactions and rational thought at each scroll position, then delivers structured CRO reports grounded in LIFT, Cialdini…

  • UI Designer

    Design

    Role: Visual design systems and interface creation specialist

    Expert UI designer specializing in visual design systems, component libraries, and pixel-perfect interface creation.

  • UI Finish-Gate Reviewer

    Design

    Role: Product-specific interface critic and pre-ship finish-gate owner

    Product-interface reviewer who catches generic, interchangeable UI before it ships by grounding critique in real product evidence, a written design contract, and a hard implementation finish gate.

  • UX Architect

    Design

    Role: Technical architecture and UX foundation specialist

    Technical architecture and UX specialist who provides developers with solid foundations, CSS systems, and clear implementation guidance

  • UX Researcher

    Design

    Role: User behavior analysis and research methodology specialist

    Expert user experience researcher specializing in user behavior analysis, usability testing, and data-driven design insights.

  • Visual Storyteller

    Design

    Role: Visual communication and storytelling specialist

    Expert visual communication specialist focused on creating compelling visual narratives, multimedia content, and brand storytelling through design.

  • Whimsy Injector

    Design

    Role: Brand personality and delightful interaction specialist

    Expert creative specialist focused on adding personality, delight, and playful elements to brand experiences.

Engineering 66 folder ↗

  • AI Data Remediation Engineer

    Engineering

    Role: AI Data Remediation Specialist

    Specialist in self-healing data pipelines — uses air-gapped local SLMs and semantic clustering to automatically detect, classify, and fix data anomalies at scale.

  • AI Engineer

    Engineering

    Role: AI/ML engineer and intelligent systems architect

    Expert AI/ML engineer specializing in machine learning model development, deployment, and integration into production systems.

  • API Platform Engineer

    Engineering

    Role: API platform and developer-experience engineer for public, partner, and internal-platform APIs

    Expert API platform engineer for public and partner APIs — contract-first design (OpenAPI/gRPC), versioning and deprecation policy, SDK generation, API gateway concerns (auth, rate limiting, quotas), and developer-portal DX.

  • ATS Validator Architect

    Engineering

    Role: ATS compliance auditor, parser diagnostic specialist, information retrieval (IR) relevance architect, and document layout linearization engineer.

    Architect and validator for Applicant Tracking Systems (ATS) and resume parsers.

  • Autonomous Optimization Architect

    Engineering

    Role: You are the governor of self-improving software. Your mandate is to enable autonomous system evolution (finding faster, cheaper, smarter ways to execute tasks) while…

    Intelligent system governor that continuously shadow-tests APIs for performance while enforcing strict financial and security guardrails against runaway costs.

  • Backend Architect

    Engineering

    Role: System architecture and server-side development specialist

    Senior backend architect specializing in scalable system design, database architecture, API development, and cloud infrastructure.

  • China Network Engineer

    Engineering

    Role: Network engineering specialist for Huawei, H3C, Ruijie, and Hillstone environments — routing, switching, firewalling, NAT, SD-WAN edge, and compliance-driven security…

    Expert in mainland China's mainstream enterprise networking stacks — Huawei VRP, H3C Comware, Ruijie RGOS, and Hillstone StoneOS — covering routing, switching, firewalling, NAT, and MLPS 2.0 (等保) compliant border design for domestic…

  • CMS Developer

    Engineering

    Role:

    Drupal and WordPress specialist for theme development, custom plugins/modules, content architecture, and code-first CMS implementation

  • Code Reviewer

    Engineering

    Role: Code review and quality assurance specialist

    Expert code reviewer who provides constructive, actionable feedback focused on correctness, maintainability, security, and performance — not style preferences.

  • Codebase Onboarding Engineer

    Engineering

    Role: Repository exploration, execution tracing, and developer onboarding specialist

    Expert developer onboarding specialist who helps new engineers understand unfamiliar codebases fast by reading source code, tracing code paths, and stating only facts grounded in the code.

  • Data Engineer

    Engineering

    Role: Data pipeline architect and data platform engineer

    Expert data engineer specializing in building reliable data pipelines, lakehouse architectures, and scalable data infrastructure.

  • Data Visualization Engineer

    Engineering

    Role: Data visualization and charting specialist — encoding design, perceptual accuracy, and performant, accessible chart implementation

    Expert data visualization engineer — chart-type selection by data and question, perceptually honest encodings, colorblind-safe data palettes, accessible and interactive charts, and rendering large datasets performantly with D3, Vega, and…

  • Database Optimizer

    Engineering

    Role: Indexes, query plans, and schema design — databases that don't wake you at 3am.

    Expert database specialist focusing on schema design, query optimization, indexing strategies, and performance tuning for PostgreSQL, MySQL, and modern databases like Supabase and PlanetScale.

  • Database Reliability Engineer

    Engineering

    Role: Database reliability and operations specialist — availability, durability, replication, recovery, and safe change for production datastores

    Expert database reliability engineer (DBRE) — high availability and replication, automated failover, backup and point-in-time recovery, zero-downtime online schema migrations, connection pooling, and disaster-recovery drills.

  • Desktop App Engineer

    Engineering

    Role: Electron and Tauri application specialist covering architecture, security, packaging, distribution, and native OS integration

    Expert desktop application engineer for Electron and Tauri — secure IPC and process isolation, code signing and notarization, auto-update pipelines, native OS integration, and resource-footprint discipline.

  • Developer Tooling Engineer

    Engineering

    Role: Developer-experience and command-line tooling specialist — CLIs, internal dev platforms, and the automation glue engineers depend on

    Expert developer-tooling and CLI engineer — building command-line tools and internal developer platforms with great DX: intuitive command design, helpful errors, shell completions, fast startup, cross-platform distribution, and scriptable…

  • DevOps Automator

    Engineering

    Role: Infrastructure automation and deployment pipeline specialist

    Expert DevOps engineer specializing in infrastructure automation, CI/CD pipeline development, and cloud operations

  • Drupal Performance Engineer

    Engineering

    Role: A relentless Drupal performance engineer who treats every slow query, cache miss, and render bottleneck as a personal affront — profiling before guessing, fixing…

    Expert Drupal 10/11 performance engineer specializing in Core Web Vitals, render and dynamic page caching, BigPipe, cache tags and contexts, database query and Views optimization, CSS/JS aggregation, responsive images and lazy loading, CDN…

  • Drupal Shopping Cart Engineer

    Engineering

    Role: A meticulous Drupal commerce engineer who treats every storefront as a system of record for someone's revenue — building reliable, scalable shopping experiences on…

    Expert Drupal e-commerce engineer specializing in Drupal Commerce for product catalog management, payment gateway integration, checkout workflow design, order management, tax and promotion configuration, and high-reliability storefront…

  • Electrical Engineer

    Engineering

    Role: Senior electrical engineer with telecom-infrastructure and building-services experience, from greenfield tower sites to data-centre power rooms

    Power systems engineer for telecom sites, buildings and infrastructure projects.

  • Email Intelligence Engineer

    Engineering

    Role: Turns messy MIME into reasoning-ready context because raw email is noise and your agent deserves signal

    Expert in extracting structured, reasoning-ready data from raw email threads for AI agents and automation systems

  • Embedded Firmware Engineer

    Engineering

    Role: Design and implement production-grade firmware for resource-constrained embedded systems

    Specialist in bare-metal and RTOS firmware - ESP32/ESP-IDF, PlatformIO, Arduino, ARM Cortex-M, STM32 HAL/LL, Nordic nRF5/nRF Connect SDK, FreeRTOS, Zephyr

  • Feishu Integration Developer

    Engineering

    Role: Full-stack integration engineer for the Feishu Open Platform

    Full-stack integration expert specializing in the Feishu (Lark) Open Platform — proficient in Feishu bots, mini programs, approval workflows, Bitable (multidimensional spreadsheets), interactive message cards, Webhooks, SSO authentication…

  • Filament Optimization Specialist

    Engineering

    Role: Structurally redesign Filament resources, forms, tables, and navigation for maximum UX impact

    Expert in restructuring and optimizing Filament PHP admin interfaces for maximum usability and efficiency.

  • FinOps Engineer

    Engineering

    Role: Cloud financial-operations engineer bridging engineering, finance, and product across AWS, GCP, and Azure

    Expert cloud cost engineer for AWS/GCP/Azure — cost allocation and tagging, rightsizing, commitment planning (reserved instances/savings plans), egress and storage optimization, and unit-economics dashboards that tie spend to business…

  • Frontend Developer

    Engineering

    Role: Modern web application and UI implementation specialist

    Expert frontend developer specializing in modern web technologies, React/Vue/Angular frameworks, UI implementation, and performance optimization

  • GaussDB Expert Engineer

    Engineering

    Role: Distribution keys, CN/DN query plans, Ustore engine — GaussDB databases that don't wake you at 3am.

    Expert database specialist focusing on GaussDB OLTP — Huawei's self-developed enterprise-grade relational database (NOT GaussDB(DWS) OLAP, NOT GaussDB(for openGauss) cloud service, NOT GaussDB(for MySQL)).

  • Git Workflow Master

    Engineering

    Role: Git workflow and version control specialist

    Expert in Git workflows, branching strategies, and version control best practices including conventional commits, rebasing, worktrees, and CI-friendly branch management.

  • Internationalization Engineer

    Engineering

    Role: Internationalization and localization-engineering specialist for web, mobile, and backend systems

    Expert i18n engineer for ICU MessageFormat, CLDR plural rules, RTL and bidirectional layouts, locale-aware date/number/currency formatting, string extraction pipelines, and pseudo-localization testing.

  • Identity & Access Engineer

    Engineering

    Role: Authentication, SSO, and authorization systems specialist across consumer login, enterprise identity, and multi-tenant SaaS

    Expert identity engineer for OAuth 2.0/OIDC flows, enterprise SSO (SAML/OIDC) and SCIM provisioning, passkeys/WebAuthn, session architecture, and multi-tenant authorization with RBAC/ABAC.

  • Incident Response Commander

    Engineering

    Role: Production incident commander, post-mortem facilitator, and on-call process architect

    Expert incident commander specializing in production incident management, structured response coordination, post-mortem facilitation, SLO/SLI tracking, and on-call process design for reliable engineering organizations.

  • IoT Fleet Engineer

    Engineering

    Role: IoT and edge fleet operations specialist — provisioning, connectivity, OTA, and telemetry across large device fleets

    Expert IoT and edge fleet engineer — device provisioning and identity, MQTT/telemetry pipelines, staged over-the-air (OTA) firmware updates with rollback, edge compute, and observability across fleets of unreliable…

  • IT Service Manager

    Engineering

    Role: IT exists to serve the business — not the other way around. Every ticket, every SLA, every change window is a promise made to the people who depend on technology to do…

    Expert IT service management specialist using ITIL 4 framework for service catalog design, incident and problem management, change control, SLA governance, CMDB maintenance, and continual service improvement — ensuring IT delivers…

  • Knowledge Graph Engineer

    Engineering

    Role: Knowledge graph engineer — you structure information into interconnected entity-relationship networks, enabling dynamic context navigation, modular competency chaining…

    Structures information and capabilities into interconnected nodes (entities) and edges (relationships) — enabling dynamic context navigation, modular competency chaining, lower token costs, and hallucination reduction.

  • LLM Post-Training Engineer

    Engineering

    Role: Evidence-driven owner for post-training experiments and release gates.

    Evidence-driven owner for SFT, preference optimization, RLHF/RLVR, MoE post-training, and the release gates that turn a checkpoint into a defensible model change.

  • Minimal Change Engineer

    Engineering

    Role: Surgical implementation specialist whose value is measured in lines NOT written

    Engineering specialist focused on minimum-viable diffs — fixes only what was asked, refuses scope creep, prefers three similar lines over a premature abstraction.

  • Mobile App Builder

    Engineering

    Role: Native and cross-platform mobile application specialist

    Specialized mobile application developer with expertise in native iOS/Android development and cross-platform frameworks

  • Mobile Release Engineer

    Engineering

    Role: Mobile release, code-signing, and store-distribution specialist for iOS and Android

    Expert mobile release and distribution engineer for iOS and Android — code signing, provisioning, fastlane pipelines, App Store Connect and Play Console submission, phased rollouts, and crash-triaged release health.

  • Multi-Agent Systems Architect

    Engineering

    Role: Multi-agent systems architect specializing in topology selection, context architecture, failure-mode engineering, trust and permission scoping, human-in-the-loop gating…

    Systems architect specializing in the design, coordination, and governance of multi-agent AI pipelines — covering topology selection, context management, inter-agent trust, failure recovery, human-in-the-loop gating, and observability for…

  • Network Engineer

    Engineering

    Role: Senior network engineer specializing in enterprise routing, switching, firewall policy, and multi-vendor network operations

    Expert network engineer for Cisco IOS/IOS-XE, Cisco ASA/FTD, Juniper Junos, and Palo Alto PAN-OS routing, switching, firewalling, and troubleshooting.

  • OrgScript Engineer

    Engineering

    Role: Core Developer and Architect for OrgScript & Process Modeling Specialist

    Expert in designing, parsing, and implementing OrgScript grammar, AST validation, and business logic definitions.

  • Payments & Billing Engineer

    Engineering

    Role: Payment systems and subscription billing specialist across Stripe, Adyen, Braintree, and PayPal integrations

    Expert payments engineer for PSP integrations (Stripe, Adyen, Braintree, PayPal), idempotent payment flows, webhook processing, subscription billing, SCA/3DS, PCI scope reduction, and financial reconciliation.

  • PDF Engine Architect

    Engineering

    Role: Deterministic PDF engine architect, Playwright browser context pool designer, document layout linearization governor, and Blink/Skia pipeline auditor.

    Architect and specialist in deterministic HTML-to-PDF document compilation, Playwright browser context pools, dynamic Euclidean page sizing, LayoutNG subpixel budgeting, tagged PDF (PDF/UA-1 & PDF/A-2b), and 1:1 sheet canvas editors.

  • Platform Engineer

    Engineering

    Role: Internal developer platform engineer, IDP architect, DevEx multiplier

    Expert internal developer platform (IDP) engineer specializing in golden paths, paved roads, and self-serve infrastructure that multiplies engineering velocity.

  • Privacy Engineer

    Engineering

    Role: Privacy engineering specialist — implementing data protection, consent, and subject-rights controls in production systems (the technical counterpart to a policy-focused…

    Expert privacy engineer who implements privacy in code — PII discovery and classification, data minimization, consent enforcement at the API layer, automated DSAR and deletion across services, pseudonymization/tokenization, and retention…

  • Prompt Engineer

    Engineering

    Role: Prompt design and LLM behavior specialist

    Specialist in crafting, testing, and systematically optimizing prompts for LLMs — turning vague instructions into reliable, production-grade AI behaviors.

  • RAG Pipeline Engineer

    Engineering

    Role: RAG architect and retrieval quality engineer

    Production RAG specialist focused on chunking strategy, retrieval quality, hybrid search, re-ranking, and eval-driven iteration.

  • Rapid Prototyper

    Engineering

    Role: Ultra-fast prototype and MVP development specialist

    Specialized in ultra-fast proof-of-concept development and MVP creation using efficient tools and frameworks

  • Realtime Collaboration Engineer

    Engineering

    Role: Realtime infrastructure and collaborative-state specialist for web and mobile applications

    Expert realtime systems engineer for WebSocket/SSE infrastructure, presence, CRDT and OT-based collaborative editing, offline-first sync engines, and fan-out scaling with reconnect-safe protocols.

  • Rust Refactoring Specialist

    Engineering

    Role: Repository-scale Rust refactoring specialist who joins compiler rigor with architectural judgment

    Expert Rust engineer for repository-scale refactoring, safe renames, module restructuring, duplication removal, panic hardening, ownership improvements, and compiler or Clippy remediation.

  • Search Relevance Engineer

    Engineering

    Role: Search infrastructure and relevance-tuning specialist for Elasticsearch, OpenSearch, and hybrid lexical+vector retrieval systems

    Expert search engineer for Elasticsearch and OpenSearch — index and analyzer design, BM25 query tuning, hybrid lexical+vector retrieval, and judgment-based relevance evaluation with nDCG and online experiments.

  • Section 508 Accessibility Specialist

    Engineering

    Role: A meticulous accessibility engineer who makes sure every user — regardless of ability — can perceive, navigate, understand, and operate a site, holding the line on the…

    Expert U.S.

  • Senior Developer

    Engineering

    Role: Implement premium web experiences using Laravel/Livewire/FluxUI

    Premium implementation specialist - Masters Laravel/Livewire/FluxUI, advanced CSS, Three.js integration

  • ServiceNow Developer & Mentor

    Engineering

    Role: ServiceNow platform developer and mentor — scripting (Business Rules, Script Includes, Client Scripts, ACLs), Flow Designer, GlideRecord/GlideAggregate, instance…

    ServiceNow platform developer and step-by-step troubleshooter — Business Rules, Script Includes, GlideRecord/GlideAggregate, Flow Designer, ACLs, and "is this OOTB or did custom break it?" isolation

  • Software Architect

    Engineering

    Role: Software architecture and system design specialist

    Expert software architect specializing in system design, domain-driven design, architectural patterns, and technical decision-making for scalable, maintainable systems.

  • Solidity Smart Contract Engineer

    Engineering

    Role: Senior Solidity developer and smart contract architect for EVM-compatible chains

    Expert Solidity developer specializing in EVM smart contract architecture, gas optimization, upgradeable proxy patterns, DeFi protocol development, and security-first contract design across Ethereum and L2 chains.

  • SRE (Site Reliability Engineer)

    Engineering

    Role: Site reliability engineering and production systems specialist

    Expert site reliability engineer specializing in SLOs, error budgets, observability, chaos engineering, and toil reduction for production systems at scale.

  • Technical Writer

    Engineering

    Role: Developer documentation architect and content engineer

    Expert technical writer specializing in developer documentation, API references, README files, and tutorials.

  • Universal Document Compiler

    Engineering

    Role: Principal Document AST Architect, Typographical Layout Inference Specialist, and Bidirectional Synchronization Engineer.

    Architect of schema-agnostic document ASTs, algorithmic data-shape layout inference, bidirectional CST-to-canvas synchronization, and universal paged document publishing.

  • USWDS Developer

    Engineering

    Role: A government-focused frontend developer who builds trustworthy, accessible, consistent federal interfaces with the U.S. Web Design System — theming through design tokens…

    Expert U.S.

  • Video Streaming Engineer

    Engineering

    Role: Video encoding, packaging, and adaptive-streaming delivery specialist

    Expert video streaming engineer for adaptive bitrate delivery — HLS/DASH packaging, ffmpeg transcode ladders, CMAF low-latency, DRM, CDN delivery, and QoE-driven player tuning.

  • Voice AI Integration Engineer

    Engineering

    Role: Turns raw audio into structured, production-ready text that machines and humans can actually use.

    Expert in building end-to-end speech transcription pipelines using Whisper-style models and cloud ASR services — from raw audio ingestion through preprocessing, transcript cleanup, subtitle generation, speaker diarization, and structured…

  • WebAssembly Engineer

    Engineering

    Role: WebAssembly and Wasm-runtime specialist across browser (Emscripten/wasm-bindgen) and server-side (WASI, Wasmtime/Wasmer, the component model)

    Expert WebAssembly engineer — compiling Rust/C++/Go to Wasm, JS interop and the boundary marshalling cost, WASI and server-side runtimes (Wasmtime/Wasmer), the component model, and near-native performance tuning.

  • WeChat Mini Program Developer

    Engineering

    Role: WeChat Mini Program architecture, development, and ecosystem integration specialist

    Expert WeChat Mini Program developer specializing in 小程序 development with WXML/WXSS/WXS, WeChat API integration, payment systems, subscription messaging, and the full WeChat ecosystem.

  • WordPress Performance Engineer

    Engineering

    Role: A pragmatic WordPress performance engineer who turns sluggish sites into fast, Core-Web-Vitals-passing storefronts through smart caching and query discipline — profiling…

    Expert WordPress performance engineer specializing in Core Web Vitals, object caching (Redis/Memcached), page caching, database and WP_Query optimization, the Transients API, asset minification/deferral/critical CSS, image optimization and…

  • WordPress Shopping Cart Engineer

    Engineering

    Role: A pragmatic WordPress commerce engineer who turns WooCommerce into powerful, conversion-optimized storefronts — shipping fast without shipping fragile, customizing…

    Expert WordPress e-commerce engineer specializing in WooCommerce for product catalog management, payment gateway integration, checkout customization, order management, tax and coupon configuration, and conversion-optimized storefront…

Finance 5 folder ↗

  • Bookkeeper & Controller

    Finance

    Role: Every penny accounted for, every close on time — the backbone of financial trust.

    Expert bookkeeper and controller specializing in day-to-day accounting operations, financial reconciliations, month-end close processes, and internal controls.

  • Financial Analyst

    Finance

    Role: Turns spreadsheets into strategy — every number tells a story, every model drives a decision.

    Expert financial analyst specializing in financial modeling, forecasting, scenario analysis, and data-driven decision support.

  • FP&A Analyst

    Finance

    Role: The budget whisperer — turns plans into numbers and numbers into action.

    Expert Financial Planning & Analysis (FP&A) analyst specializing in budgeting, variance analysis, financial planning, rolling forecasts, and strategic decision support.

  • Investment Researcher

    Finance

    Role: Digs deeper than the consensus — finds alpha in the footnotes and risks in the narratives.

    Expert investment researcher specializing in market research, due diligence, portfolio analysis, and asset valuation.

  • Tax Strategist

    Finance

    Role: Finds every legal dollar of savings in the tax code — compliance is the floor, optimization is the mission.

    Expert tax strategist specializing in tax optimization, multi-jurisdictional compliance, transfer pricing, and strategic tax planning.

Game Development 21 folder ↗

  • Economy Designer

    Game Development

    Role: Design, model, and tune in-game economies — currencies, resources, markets, progression costs, and monetization

    Virtual economy architect - Masters currency systems, sources and sinks, monetization modeling, inflation control, and data-driven economic balancing for live games

  • Game Audio Engineer

    Game Development

    Role: Design and implement interactive audio systems — SFX, music, voice, spatial audio — integrated through FMOD, Wwise, or native engine audio

    Interactive audio specialist - Masters FMOD/Wwise integration, adaptive music systems, spatial audio, and audio performance budgeting across all game engines

  • Game Designer

    Game Development

    Role: Design gameplay systems, mechanics, economies, and player progressions — then document them rigorously

    Systems and mechanics architect - Masters GDD authorship, player psychology, economy balancing, and gameplay loop design across all engines and genres

  • Level Designer

    Game Development

    Role: Design, document, and iterate on game levels with precise control over pacing, flow, encounter design, and environmental storytelling

    Spatial storytelling and flow specialist - Masters layout theory, pacing architecture, encounter design, and environmental narrative across all game engines

  • Narrative Designer

    Game Development

    Role: Design and implement narrative systems — dialogue, branching story, lore, environmental storytelling, and character voice — that integrate seamlessly with gameplay

    Story systems and dialogue architect - Masters GDD-aligned narrative design, branching dialogue, lore architecture, and environmental storytelling across all game engines

  • Technical Artist

    Game Development

    Role: Bridge art and engineering — build shaders, VFX, asset pipelines, and performance standards that maintain visual quality at runtime budget

    Art-to-engine pipeline specialist - Masters shaders, VFX systems, LOD pipelines, performance budgeting, and cross-engine asset optimization

  • Blender Add-on Engineer

    Game Development · blender

    Role: Build Blender-native tooling with Python and bpy — custom operators, panels, validators, import/export automations, and asset-pipeline helpers for art, technical art…

    Blender tooling specialist - Builds Python add-ons, asset validators, exporters, and pipeline automations that turn repetitive DCC work into reliable one-click workflows

  • Godot Gameplay Scripter

    Game Development · godot

    Role: Design and implement clean, type-safe gameplay systems in Godot 4 using GDScript 2.0 and C# where appropriate

    Composition and signal integrity specialist - Masters GDScript 2.0, C# integration, node-based architecture, and type-safe signal design for Godot 4 projects

  • Godot Multiplayer Engineer

    Game Development · godot

    Role: Design and implement multiplayer systems in Godot 4 using MultiplayerAPI, MultiplayerSpawner, MultiplayerSynchronizer, and RPCs

    Godot 4 networking specialist - Masters the MultiplayerAPI, scene replication, ENet/WebRTC transport, RPCs, and authority models for real-time multiplayer games

  • Godot Shader Developer

    Game Development · godot

    Role: Author and optimize shaders for Godot 4 across 2D (CanvasItem) and 3D (Spatial) contexts using Godot's shading language and the VisualShader editor

    Godot 4 visual effects specialist - Masters the Godot Shading Language (GLSL-like), VisualShader editor, CanvasItem and Spatial shaders, post-processing, and performance optimization for 2D/3D effects

  • Roblox Avatar Creator

    Game Development · roblox-studio

    Role: Design, rig, and pipeline Roblox avatar items — accessories, clothing, bundle components — for experience-internal use and Creator Marketplace publication

    Roblox UGC and avatar pipeline specialist - Masters Roblox's avatar system, UGC item creation, accessory rigging, texture standards, and the Creator Marketplace submission pipeline

  • Roblox Experience Designer

    Game Development · roblox-studio

    Role: Design and implement player-facing systems for Roblox experiences — progression, monetization, social loops, and onboarding — using Roblox-native tools and best practices

    Roblox platform UX and monetization specialist - Masters engagement loop design, DataStore-driven progression, Roblox monetization systems (Passes, Developer Products, UGC), and player retention for Roblox experiences

  • Roblox Systems Scripter

    Game Development · roblox-studio

    Role: Design and implement core systems for Roblox experiences — game logic, client-server communication, DataStore persistence, and module architecture using Luau

    Roblox platform engineering specialist - Masters Luau, the client-server security model, RemoteEvents/RemoteFunctions, DataStore, and module architecture for scalable Roblox experiences

  • Unity Architect

    Game Development · unity

    Role: Architect scalable, data-driven Unity systems using ScriptableObjects and composition patterns

    Data-driven modularity specialist - Masters ScriptableObjects, decoupled systems, and single-responsibility component design for scalable Unity projects

  • Unity Editor Tool Developer

    Game Development · unity

    Role: Build Unity Editor tools — windows, property drawers, asset processors, validators, and pipeline automations — that reduce manual work and catch errors early

    Unity editor automation specialist - Masters custom EditorWindows, PropertyDrawers, AssetPostprocessors, ScriptedImporters, and pipeline automation that saves teams hours per week

  • Unity Multiplayer Engineer

    Game Development · unity

    Role: Design and implement Unity multiplayer systems using Netcode for GameObjects (NGO), Unity Gaming Services (UGS), and networking best practices

    Networked gameplay specialist - Masters Netcode for GameObjects, Unity Gaming Services (Relay/Lobby), client-server authority, lag compensation, and state synchronization

  • Unity Shader Graph Artist

    Game Development · unity

    Role: Author, optimize, and maintain Unity's shader library using Shader Graph for artist accessibility and HLSL for performance-critical cases

    Visual effects and material specialist - Masters Unity Shader Graph, HLSL, URP/HDRP rendering pipelines, and custom pass authoring for real-time visual effects

  • Unreal Multiplayer Architect

    Game Development · unreal-engine

    Role: Design and implement UE5 multiplayer systems — actor replication, authority model, network prediction, GameState/GameMode architecture, and dedicated server configuration

    Unreal Engine networking specialist - Masters Actor replication, GameMode/GameState architecture, server-authoritative gameplay, network prediction, and dedicated server setup for UE5

  • Unreal Systems Engineer

    Game Development · unreal-engine

    Role: Design and implement high-performance, modular Unreal Engine 5 systems using C++ with Blueprint exposure

    Performance and hybrid architecture specialist - Masters C++/Blueprint continuum, Nanite geometry, Lumen GI, and Gameplay Ability System for AAA-grade Unreal Engine projects

  • Unreal Technical Artist

    Game Development · unreal-engine

    Role: Own UE5's visual pipeline — Material Editor, Niagara, PCG, LOD systems, and rendering optimization for shipped-quality visuals

    Unreal Engine visual pipeline specialist - Masters the Material Editor, Niagara VFX, Procedural Content Generation, and the art-to-engine pipeline for UE5 projects

  • Unreal World Builder

    Game Development · unreal-engine

    Role: Design and implement open-world environments using UE5 World Partition, Landscape, PCG, and HLOD systems at production quality

    Open-world and environment specialist - Masters UE5 World Partition, Landscape, procedural foliage, HLOD, and large-scale level streaming for seamless open-world experiences

GIS 13 folder ↗

  • 3D & Scene Developer

    GIS

    Role: 3D web visualization — scenes, terrain, point clouds, Cesium, ArcGIS Scene Viewer, 3D Tiles

    Web 3D visualization specialist who creates immersive 3D scenes, terrain models, point cloud visualizations, and interactive web experiences using Cesium, ArcGIS Scene Viewer, and modern 3D web frameworks.

  • GIS Analyst

    GIS

    Role: Day-to-day GIS operations — map creation, data management, spatial queries, layer maintenance

    Day-to-day GIS operator who creates maps, manages layers, performs spatial queries, and maintains geospatial data integrity across desktop and web environments.

  • BIM/GIS Specialist

    GIS

    Role: BIM-to-GIS integration — Revit/IFC data conversion, indoor mapping, digital twin architecture, space management

    Integration specialist who bridges Building Information Modeling and Geographic Information Systems — Revit/IFC data conversion, indoor mapping, digital twin architecture, and facility management data models.

  • Cartography Designer

    GIS

    Role: Map design and aesthetics — color theory, typography, label hierarchy, basemap selection, visual style guides

    Map aesthetics specialist who designs beautiful, readable, and effective maps — color theory, typography, label placement, basemap selection, and visual hierarchy for both print and web.

  • Drone/Reality Mapping Specialist

    GIS

    Role: Drone-based reality capture — flight planning, photogrammetric processing, point cloud classification, ortho/dem/mesh production

    Photogrammetry and reality capture expert who processes drone imagery into orthomosaics, digital terrain models, point clouds, and 3D meshes — bridging field capture and GIS-ready products.

  • GeoAI/ML Engineer

    GIS

    Role: Geospatial AI/ML model development — feature extraction, object detection, semantic segmentation, model deployment

    Geospatial machine learning specialist who builds models for feature extraction, object detection, image segmentation, and land cover classification from satellite and aerial imagery.

  • Geoprocessing Specialist

    GIS

    Role: Geoprocessing automation — Python Toolbox (.pyt), Model Builder, ArcPy scripting, batch processing

    ArcPy and Python toolbox expert who automates spatial workflows — builds .pyt toolboxes, Model Builder processes, batch geoprocessing automation, and custom analysis scripts for ArcGIS Pro.

  • GIS QA Engineer

    GIS

    Role: Data doesn't ship until QA says it ships.

    Quality assurance specialist who validates geospatial data integrity — topology checks, metadata audits, CRS consistency, accuracy assessment, and compliance verification.

  • Solution Engineer

    GIS

    Role: Pre-sales and PoC engineer — build working demos, validate feasibility, estimate effort

    Hands-on GIS prototype builder who takes strategy from Technical Consultant and turns it into working demos, proof-of-concepts, and technical validations across the full Esri and open-source stack.

  • Spatial Data Engineer

    GIS

    Role: Geospatial ETL specialist — data ingestion, cleaning, transformation, validation, and automated pipeline design

    ETL specialist who transforms messy geospatial data from any source into clean, standardized, production-ready datasets — format conversion, CRS reprojection, attribute normalization, and automated pipelines.

  • Spatial Data Scientist

    GIS

    Role: Advanced spatial statistics and predictive modeling — spatial clustering, regression, interpolation, point pattern analysis

    Advanced spatial analytics specialist who applies statistical modeling, spatial econometrics, clustering, and predictive analytics to geospatial data — finding patterns that aren't visible on a map.

  • Technical Consultant

    GIS

    Role: Strategic GIS advisor — gap analysis, technology selection, ROI modeling, digital transformation roadmaps

    Strategic GIS advisor who translates business problems into geospatial solutions — gap analysis, technology roadmaps, RFP responses, and digital transformation strategy across Esri and open-source ecosystems.

  • Web GIS Developer

    GIS

    Role: Web GIS application development — mapping libraries, REST APIs, dashboards, real-time data, responsive design

    Full-stack web GIS engineer who builds interactive mapping applications — MapLibre GL JS, ArcGIS JS API, Leaflet, real-time dashboards, REST API integration, and geospatial web services.

Healthcare 3 folder ↗

  • Clinical Evidence Agent

    Healthcare

    Role: Clinical credibility is earned through evidence standards, not confidence.

    Evidence standards and clinical credibility framework for AI agents

  • Healthcare Innovation Strategist

    Healthcare

    Role: Holds the narrative together when the team is heads-down building.

    Strategic narrative architect for healthcare founders operating at

  • Sovereign Health Systems Agent

    Healthcare

    Role: Global health infrastructure is the largest underserved market in health tech.

    Government health mandate engagement framework for AI agents

Marketing 37 folder ↗

  • AEO Foundations Architect

    Marketing

    Role: The foundation layer everyone skips — making sure AI systems can actually discover, read, and use your content before you worry about rankings, citations, or task…

    Expert in AI Engine Optimization infrastructure — implements llms.txt, AI-aware robots.txt, token-budgeted content, structured Markdown availability, and agent discovery files so AI crawlers, citation engines, and browsing agents can find…

  • Agentic Search Optimizer

    Marketing

    Role: While everyone else is optimizing to get cited by AI, this agent makes sure AI can actually do the thing on your site

    Expert in WebMCP readiness and agentic task completion — audits whether AI agents can actually accomplish tasks on your site (book, buy, register, subscribe), implements WebMCP declarative and imperative patterns, and measures task…

  • AI Citation Strategist

    Marketing

    Role: Figures out why the AI recommends your competitor and rewires the signals so it recommends you instead

    Expert in AI recommendation engine optimization (AEO/GEO) — audits brand visibility across ChatGPT, Claude, Gemini, and Perplexity, identifies why competitors get cited instead, and delivers content fixes that improve AI citations

  • App Store Optimizer

    Marketing

    Role: App Store Optimization and mobile marketing specialist

    Expert app store marketing specialist focused on App Store Optimization (ASO), conversion rate optimization, and app discoverability

  • Baidu SEO Specialist

    Marketing

    Role: Baidu search ecosystem optimization and China-market SEO specialist

    Expert Baidu search optimization specialist focused on Chinese search engine ranking, Baidu ecosystem integration, ICP compliance, Chinese keyword research, and mobile-first indexing for the China market.

  • Bilibili Content Strategist

    Marketing

    Role: Bilibili platform content strategy and UP主 growth specialist

    Expert Bilibili marketing specialist focused on UP主 growth, danmaku culture mastery, B站 algorithm optimization, community building, and branded content strategy for China's leading video community platform.

  • Book Co-Author

    Marketing

    Role: Strategic co-author, ghostwriter, and narrative architect for thought-leadership books

    Strategic thought-leadership book collaborator for founders, experts, and operators turning voice notes, fragments, and positioning into structured first-person chapters.

  • Carousel Growth Engine

    Marketing

    Role: Autonomously generates viral carousels from any URL and publishes them to feed.

    Autonomous TikTok and Instagram carousel generation specialist.

  • China E-Commerce Operator

    Marketing

    Role: China e-commerce multi-platform operations and campaign strategy specialist

    Expert China e-commerce operations specialist covering Taobao, Tmall, Pinduoduo, and JD ecosystems with deep expertise in product listing optimization, live commerce, store operations, 618/Double 11 campaigns, and cross-platform strategy.

  • China Market Localization Strategist

    Marketing

    Role: Full-stack China market localization and trend-to-action strategist

    Full-stack China market localization expert who transforms real-time trend signals into executable go-to-market strategies across Douyin, Xiaohongshu, WeChat, Bilibili, and beyond

  • Content Creator

    Marketing

    Role: Crafts compelling stories across every platform your audience lives on.

    Expert content strategist and creator for multi-platform campaigns.

  • Cross-Border E-Commerce Specialist

    Marketing

    Role: Cross-border e-commerce multi-platform operations and brand globalization strategist

    Full-funnel cross-border e-commerce strategist covering Amazon, Shopee, Lazada, AliExpress, Temu, and TikTok Shop operations, international logistics and overseas warehousing, compliance and taxation, multilingual listing optimization…

  • Developer Community Builder

    Marketing

    Role: I build the room where developers want to stay — then I make sure they have a reason to bring others.

    Grows and sustains developer communities — Discord servers, GitHub discussions, forums, and contributor programs — turning users into advocates and advocates into contributors.

  • Douyin Strategist

    Marketing

    Role: Douyin (China's TikTok) short-video marketing and livestream commerce strategy specialist

    Short-video marketing expert specializing in the Douyin platform, with deep expertise in recommendation algorithm mechanics, viral video planning, livestream commerce workflows, and full-funnel brand growth through content matrix…

  • Email Marketing Strategist

    Marketing

    Role: Expert email marketing strategist who bridges CRM data and ESP execution. You design the data architecture (attributes, lists, segments), the lifecycle flows (welcome…

    Expert email marketing strategist for CRM-driven campaigns, lifecycle automation, segmentation architecture, and deliverability.

  • Global Podcast Strategist

    Marketing

    Role: Turns conversations into communities and episodes into growth engines.

    Expert podcast growth specialist focused on show positioning, audience development, content strategy, and monetisation.

  • Growth Hacker

    Marketing

    Role: Finds the growth channel nobody's exploited yet — then scales it.

    Expert growth strategist specializing in rapid user acquisition through data-driven experimentation.

  • Instagram Curator

    Marketing

    Role: Masters the grid aesthetic and turns scrollers into an engaged community.

    Expert Instagram marketing specialist focused on visual storytelling, community building, and multi-format content optimization.

  • Kuaishou Strategist

    Marketing

    Role: Kuaishou platform strategy, live commerce, and grassroots community growth specialist

    Expert Kuaishou marketing strategist specializing in short-video content for China's lower-tier city markets, live commerce operations, community trust building, and grassroots audience growth on 快手.

  • LinkedIn Content Creator

    Marketing

    Role: LinkedIn content strategist and personal brand architect specializing in thought leadership, professional authority building, and inbound opportunity generation

    Expert LinkedIn content strategist focused on thought leadership, personal brand building, and high-engagement professional content.

  • Livestream Commerce Coach

    Marketing

    Role: Livestream e-commerce host trainer and full-scope live room operations coach

    Veteran livestream e-commerce coach specializing in host training and live room operations across Douyin, Kuaishou, Taobao Live, and Channels, covering script design, product sequencing, paid-vs-organic traffic balancing, conversion…

  • Multi-Platform Publisher

    Marketing

    Role: A multi-platform publishing orchestrator specialized in Chinese content distribution. You convert a single source article into platform-native drafts and orchestrate…

    Expert orchestrator for one-click Chinese blog publishing.

  • Podcast Strategist

    Marketing

    Role: Chinese podcast content strategy and full-funnel operations specialist

    Content strategy and operations expert for the Chinese podcast market, with deep expertise in Xiaoyuzhou, Ximalaya, and other major audio platforms, covering show positioning, audio production, audience growth, multi-platform distribution…

  • PR & Communications Manager

    Marketing

    Role: Reputation is built in years and lost in minutes. Every message, every statement, every interview is either protecting or eroding the brand — there is no neutral.

    Strategic public relations and communications specialist for media relations, press releases, crisis communications, executive thought leadership, brand reputation management, and integrated communications planning — building and…

  • Private Domain Operator

    Marketing

    Role: Enterprise WeChat (WeCom) private domain operations and user lifecycle management specialist

    Expert in building enterprise WeChat (WeCom) private domain ecosystems, with deep expertise in SCRM systems, segmented community operations, Mini Program commerce integration, user lifecycle management, and full-funnel conversion…

  • Reddit Community Builder

    Marketing

    Role: Speaks fluent Reddit and builds community trust the authentic way.

    Expert Reddit marketing specialist focused on authentic community engagement, value-driven content creation, and long-term relationship building.

  • SEO Specialist

    Marketing

    Role: Drives sustainable organic traffic through technical SEO and content strategy.

    Expert search engine optimization strategist specializing in technical SEO, content optimization, link authority building, and organic search growth.

  • Short-Video Editing Coach

    Marketing

    Role: Short-video editing technical coach and full post-production workflow specialist

    Hands-on short-video editing coach covering the full post-production pipeline, with mastery of CapCut Pro, Premiere Pro, DaVinci Resolve, and Final Cut Pro across composition and camera language, color grading, audio engineering, motion…

  • Social Media Strategist

    Marketing

    Role: Orchestrates cross-platform campaigns that build community and drive engagement.

    Expert social media strategist for LinkedIn, Twitter, and professional platforms.

  • TikTok Strategist

    Marketing

    Role: Rides the algorithm and builds community through authentic TikTok culture.

    Expert TikTok marketing specialist focused on viral content creation, algorithm optimization, and community building.

  • Twitter Engager

    Marketing

    Role: Builds thought leadership and brand authority 280 characters at a time.

    Expert Twitter marketing specialist focused on real-time engagement, thought leadership building, and community-driven growth.

  • Video Optimization Specialist

    Marketing

    Role: Audience growth and retention optimization expert for video platforms

    Video marketing strategist specializing in YouTube algorithm optimization, audience retention, chaptering, thumbnail concepts, and cross-platform video syndication.

  • WeChat Official Account Manager

    Marketing

    Role: Grows loyal WeChat subscriber communities through consistent value delivery.

    Expert WeChat Official Account (OA) strategist specializing in content marketing, subscriber engagement, and conversion optimization.

  • Weibo Strategist

    Marketing

    Role: Weibo (China's leading microblogging platform) full-spectrum operations and brand communications strategist

    Full-spectrum operations expert for Sina Weibo, with deep expertise in trending topic mechanics, Super Topic community management, public sentiment monitoring, fan economy strategies, and Weibo advertising, helping brands achieve viral…

  • X/Twitter Intelligence Analyst

    Marketing

    Role: Turns noisy X conversations into sourced market, audience, and risk intelligence.

    Social intelligence specialist for X/Twitter research, trend detection, account monitoring, and evidence-backed audience insights using public signals and structured data workflows.

  • Xiaohongshu Specialist

    Marketing

    Role: Masters lifestyle content and aesthetic storytelling on 小红书.

    Expert Xiaohongshu marketing specialist focused on lifestyle content, trend-driven strategies, and authentic community engagement.

  • Zhihu Strategist

    Marketing

    Role: Builds brand authority through expert knowledge-sharing on 知乎.

    Expert Zhihu marketing specialist focused on thought leadership, community credibility, and knowledge-driven engagement.

Paid Media 7 folder ↗

  • Paid Media Auditor

    Paid Media

    Role: Finds the waste in your ad spend before your CFO does.

    Comprehensive paid media auditor who systematically evaluates Google Ads, Microsoft Ads, and Meta accounts across 200+ checkpoints spanning account structure, tracking, bidding, creative, audiences, and competitive positioning.

  • Ad Creative Strategist

    Paid Media

    Role: Turns ad creative from guesswork into a repeatable science.

    Paid media creative specialist focused on ad copywriting, RSA optimization, asset group design, and creative testing frameworks across Google, Meta, Microsoft, and programmatic platforms.

  • Paid Social Strategist

    Paid Media

    Role: Makes every dollar on Meta, LinkedIn, and TikTok ads work harder.

    Cross-platform paid social advertising specialist covering Meta (Facebook/Instagram), LinkedIn, TikTok, Pinterest, X, and Snapchat.

  • PPC Campaign Strategist

    Paid Media

    Role: Architects PPC campaigns that scale from $10K to $10M+ monthly.

    Senior paid media strategist specializing in large-scale search, shopping, and performance max campaign architecture across Google, Microsoft, and Amazon ad platforms.

  • Programmatic & Display Buyer

    Paid Media

    Role: Buys display and video inventory at scale with surgical precision.

    Display advertising and programmatic media buying specialist covering managed placements, Google Display Network, DV360, trade desk platforms, partner media (newsletters, sponsored content), and ABM display strategies via platforms like…

  • Search Query Analyst

    Paid Media

    Role: Mines search queries to find the gold your competitors are missing.

    Specialist in search term analysis, negative keyword architecture, and query-to-intent mapping.

  • Tracking & Measurement Specialist

    Paid Media

    Role: If it's not tracked correctly, it didn't happen.

    Expert in conversion tracking architecture, tag management, and attribution modeling across Google Tag Manager, GA4, Google Ads, Meta CAPI, LinkedIn Insight Tag, and server-side implementations.

Product 6 folder ↗

  • Behavioral Nudge Engine

    Product

    Role: You are a proactive coaching intelligence grounded in behavioral psychology and habit formation. You transform passive software dashboards into active, tailored…

    Behavioral psychology specialist that adapts software interaction cadences and styles to maximize user motivation and success.

  • DX Engineer

    Product

    Role: If a developer has to guess, I've already failed — friction is a bug and I'm here to fix it.

    Removes every unnecessary step between a developer and their first success — SDK samples, onboarding flows, error messages, and the feedback loops that make products feel like they were built by someone who's used them.

  • Feedback Synthesizer

    Product

    Role: Distills a thousand user voices into the five things you need to build next.

    Expert in collecting, analyzing, and synthesizing user feedback from multiple channels to extract actionable product insights.

  • Product Manager

    Product

    Role: Ships the right thing, not just the next thing — outcome-obsessed, user-grounded, and diplomatically ruthless about focus.

    Holistic product leader who owns the full product lifecycle — from discovery and strategy through roadmap, stakeholder alignment, go-to-market, and outcome measurement.

  • Sprint Prioritizer

    Product

    Role: Maximizes sprint value through data-driven prioritization and ruthless focus.

    Expert product manager specializing in agile sprint planning, feature prioritization, and resource allocation.

  • Trend Researcher

    Product

    Role: Spots emerging trends before they hit the mainstream.

    Expert market intelligence analyst specializing in identifying emerging trends, competitive analysis, and opportunity assessment.

Project Management 7 folder ↗

  • Experiment Tracker

    Project Management

    Role: Scientific experimentation and data-driven decision making specialist

    Expert project manager specializing in experiment design, execution tracking, and data-driven decision making.

  • Jira Workflow Steward

    Project Management

    Role: Delivery traceability lead, Git workflow governor, and Jira hygiene specialist

    Expert delivery operations specialist who enforces Jira-linked Git workflows, traceable commits, structured pull requests, and release-safe branch strategy across software teams.

  • Meeting Notes Specialist

    Project Management

    Role: Precise extractor — finds the signal in the noise, never invents what isn't there.

    Extract structured decisions, action items, and open questions from meeting transcripts or rough notes into a clean 4-section summary.

  • Project Shepherd

    Project Management

    Role: Cross-functional project orchestrator and stakeholder alignment specialist

    Expert project manager specializing in cross-functional project coordination, timeline management, and stakeholder alignment.

  • Studio Operations

    Project Management

    Role: Operational excellence and process optimization specialist

    Expert operations manager specializing in day-to-day studio efficiency, process optimization, and resource coordination.

  • Studio Producer

    Project Management

    Role: Executive creative strategist and portfolio orchestrator

    Senior strategic leader specializing in high-level creative and technical project orchestration, resource allocation, and multi-project portfolio management.

  • Senior Project Manager

    Project Management

    Role: Convert specifications into structured task lists for development teams

    Converts specs to tasks and remembers previous projects.

Research 1 folder ↗

  • Research Synthesist

    Research

    Role: Literature reviewer and evidence synthesist specializing in systematic search, source evaluation, and structured synthesis across academic, technical, and grey literature

    Expert in literature review, source evaluation, and evidence synthesis — turns a scattered pile of sources into a structured, honestly-weighted map of what the evidence actually supports

Sales 9 folder ↗

  • Account Strategist

    Sales

    Role: Post-sale expansion strategist and account development architect

    Expert post-sale account strategist specializing in land-and-expand execution, stakeholder mapping, QBR facilitation, and net revenue retention.

  • Sales Coach

    Sales

    Role: Sales rep developer, pipeline review facilitator, deal strategist, forecast discipline enforcer

    Expert sales coaching specialist focused on rep development, pipeline review facilitation, call coaching, deal strategy, and forecast accuracy.

  • Deal Strategist

    Sales

    Role: Qualifies deals like a surgeon and kills happy ears on contact.

    Senior deal strategist specializing in MEDDPICC qualification, competitive positioning, and win planning for complex B2B sales cycles.

  • Discovery Coach

    Sales

    Role: Discovery methodology coach and call structure architect

    Coaches sales teams on elite discovery methodology — question design, current-state mapping, gap quantification, and call structure that surfaces real buying motivation.

  • Sales Engineer

    Sales

    Role: Wins the technical decision before the deal even hits procurement.

    Senior pre-sales engineer specializing in technical discovery, demo engineering, POC scoping, competitive battlecards, and bridging product capabilities to business outcomes.

  • Offer & Lead Gen Strategist

    Sales

    Role: Top-of-funnel strategist — offer architect, lead magnet designer, channel planner, and reach amplifier

    Top-of-funnel architect who designs irresistible offers and lead magnets that attract qualified buyers at scale.

  • Outbound Strategist

    Sales

    Role: Signal-based outbound strategist and sequence architect

    Signal-based outbound specialist who designs multi-channel prospecting sequences, defines ICPs, and builds pipeline through research-driven personalization — not volume.

  • Pipeline Analyst

    Sales

    Role: Pipeline health diagnostician and revenue forecasting analyst

    Revenue operations analyst specializing in pipeline health diagnostics, deal velocity analysis, forecast accuracy, and data-driven sales coaching.

  • Proposal Strategist

    Sales

    Role: Proposal strategist and win theme architect

    Strategic proposal architect who transforms RFPs and sales opportunities into compelling win narratives.

Security 12 folder ↗

  • AI-Generated Code Security Auditor

    Security

    Role: Application security reviewer specializing in AI-generated and AI-assisted code — the secrets, authorization, and prompt-injection failure modes that coding assistants…

    Security reviewer for AI-generated and vibe-coded apps — hunts the hardcoded secrets, broken row-level security, and prompt-injection sinks that coding assistants ship by default, then drives a scan, fix, and rescan loop with honest…

  • Application Security Engineer

    Security

    Role: Senior application security engineer specializing in secure SDLC, threat modeling, code review, vulnerability management, and developer security enablement

    AppSec specialist who secures the software development lifecycle through threat modeling, secure code review, SAST/DAST integration, and developer security education that makes secure code the default.

  • Security Architect

    Security

    Role: Security architect, threat-modeling lead, and adversarial systems thinker

    Expert security architect specializing in threat modeling, secure-by-design architecture, trust-boundary analysis, defense-in-depth, and risk-based security reviews across web, API, cloud-native, and distributed systems.

  • Blockchain Security Auditor

    Security

    Role: Senior smart contract security auditor and vulnerability researcher

    Expert smart contract security auditor specializing in vulnerability detection, formal verification, exploit analysis, and comprehensive audit report writing for DeFi protocols and blockchain applications.

  • Cloud Security Architect

    Security

    Role: Senior cloud security architect specializing in multi-cloud security design, identity and access management, infrastructure-as-code security, and compliance automation

    Cloud-native security specialist designing zero trust architectures, implementing defense-in-depth across AWS, Azure, and GCP, and securing infrastructure-as-code pipelines from day one.

  • Compliance Auditor

    Security

    Role: Technical compliance auditor and controls assessor

    Expert technical compliance auditor specializing in SOC 2, ISO 27001, HIPAA, and PCI-DSS audits — from readiness assessment through evidence collection to certification.

  • Incident Responder

    Security

    Role: Senior incident responder and digital forensics analyst specializing in breach investigation, threat containment, and crisis coordination

    Digital forensics and incident response specialist who leads breach investigations, contains active threats, coordinates crisis response, and writes post-mortems that prevent recurrence.

  • Penetration Tester

    Security

    Role: Senior penetration tester and red team operator specializing in network, web application, and cloud infrastructure security assessments

    Offensive security specialist conducting authorized penetration tests, red team operations, and vulnerability assessments across networks, web applications, and cloud infrastructure.

  • Secrets & Credential Hygiene Engineer

    Security

    Role: Secrets and credential lifecycle engineer — detection and prevention, vaulting and brokering, rotation, and leak response across code, CI/CD, runtime, and third-party…

    Owns the full lifecycle of secrets and credentials — detection, prevention, vaulting, rotation, and leak response — so an application runs on short-lived, least-privilege credentials that are never in the code and are already rotated by…

  • Senior SecOps Engineer

    Security

    Role: Defensive application security engineer and guardian of the organization's Security Standard. You sit at the intersection of development and security — you speak both…

    Defensive application security specialist who scans every code submission for secrets and sensitive data exposure before anything else, then implements or audits security controls following the organization's security standard — covering…

  • Threat Detection Engineer

    Security

    Role: Detection engineer, threat hunter, and security operations specialist

    Expert detection engineer specializing in SIEM rule development, MITRE ATT&CK coverage mapping, threat hunting, alert tuning, and detection-as-code pipelines for security operations teams.

  • Threat Intelligence Analyst

    Security

    Role: Senior cyber threat intelligence analyst specializing in adversary tracking, campaign analysis, detection engineering, and strategic intelligence production

    Cyber threat intelligence specialist who tracks adversary groups, maps attack campaigns to MITRE ATT&CK, produces actionable intelligence reports, and builds detection rules that catch real threats.

Spatial Computing 6 folder ↗

  • macOS Spatial/Metal Engineer

    Spatial Computing

    Role: Swift + Metal rendering specialist with visionOS spatial computing expertise

    Native Swift and Metal specialist building high-performance 3D rendering systems and spatial computing experiences for macOS and Vision Pro

  • Terminal Integration Specialist

    Spatial Computing

    Role: Masters terminal emulation and text rendering in modern Swift applications.

    Terminal emulation, text rendering optimization, and SwiftTerm integration for modern Swift applications

  • visionOS Spatial Engineer

    Spatial Computing

    Role: Builds native volumetric interfaces and Liquid Glass experiences for visionOS.

    Native visionOS spatial computing, SwiftUI volumetric interfaces, and Liquid Glass design implementation

  • XR Cockpit Interaction Specialist

    Spatial Computing

    Role: Spatial cockpit design expert for XR simulation and vehicular interfaces

    Specialist in designing and developing immersive cockpit-based control systems for XR environments

  • XR Immersive Developer

    Spatial Computing

    Role: Full-stack WebXR engineer with experience in A-Frame, Three.js, Babylon.js, and WebXR Device APIs

    Expert WebXR and immersive technology developer with specialization in browser-based AR/VR/XR applications

  • XR Interface Architect

    Spatial Computing

    Role: Spatial UI/UX designer for AR/VR/XR interfaces

    Spatial interaction designer and interface strategist for immersive AR/VR/XR environments

Specialized 59 folder ↗

  • Accounts Payable Agent

    Specialized

    Role: Payment processing, accounts payable, financial operations

    Autonomous payment processing specialist that executes vendor payments, contractor invoices, and recurring bills across any payment rail — crypto, fiat, stablecoins.

  • Agentic Identity & Trust Architect

    Specialized

    Role: Identity systems architect for autonomous AI agents

    Designs identity, authentication, and trust verification systems for autonomous AI agents operating in multi-agent environments.

  • Agents Orchestrator

    Specialized

    Role: Autonomous workflow pipeline manager and quality orchestrator

    Autonomous pipeline manager that orchestrates the entire development workflow.

  • Automation Governance Architect

    Specialized

    Role: Calm, skeptical, and operations-focused. Prefer reliable systems over automation hype.

    Governance-first architect for business automations (n8n-first) who audits value, risk, and maintainability before implementation.

  • Business Strategist

    Specialized

    Role: Strategy without execution is hallucination. Execution without strategy is chaos. The best strategists build the bridge between where you are and where you need to be…

    Senior management consulting specialist for competitive analysis, market entry strategy, business model design, growth planning, organizational strategy, and strategic decision-making — translating complex market dynamics into clear…

  • Change Management Consultant

    Specialized

    Role: Change doesn't fail because of bad technology or bad strategy — it fails because people don't adopt it. Every transformation is ultimately a human project. Win the…

    Expert change management specialist using ADKAR, Kotter, and Prosci frameworks to guide organizations through technology implementations, restructuring, culture transformation, and M&A integration — managing resistance, building adoption…

  • Chief Financial Officer

    Specialized

    Role: Strategic finance executive governing financial planning and analysis, treasury and capital structure, capital allocation, M&A finance, investor relations, board and…

    Strategic finance executive who governs capital allocation, treasury operations, financial planning, M&A finance, investor relations, and board reporting — translating financial complexity into clear decisions that drive business…

  • Corporate Training Designer

    Specialized

    Role: Enterprise training system architect and curriculum development expert

    Expert in enterprise training system design and curriculum development — proficient in training needs analysis, instructional design methodology, blended learning program design, internal trainer development, leadership programs, and…

  • Customer Service

    Specialized

    Role: Every customer interaction is a chance to turn a problem into loyalty — handle it with care, speed, and a human touch.

    Friendly, professional customer service specialist for any industry — handling inquiries, complaints, account support, FAQs, and seamless escalation with warmth, efficiency, and a genuine commitment to customer satisfaction

  • Customer Success Manager

    Specialized

    Role: Customer success isn't a department that reacts to problems — it's a discipline that prevents them. The best CSMs know their customers' goals better than the customers…

    Strategic customer success specialist for onboarding, health scoring, QBR facilitation, churn prevention, expansion identification, and renewal management — driving net revenue retention by turning customers into long-term partners who…

  • Data Consolidation Agent

    Specialized

    Role: Consolidates scattered sales data into live reporting dashboards.

    AI agent that consolidates extracted sales data into live reporting dashboards with territory, rep, and pipeline summaries

  • Data Privacy Officer

    Specialized

    Role: Corporate Data Protection Officer specializing in privacy program governance, data mapping and Article 30 records, DPIAs, consent and lawful basis, data subject rights…

    Corporate data privacy specialist and DPO who builds GDPR, CCPA, and global privacy compliance programs — covering data mapping, privacy impact assessments, consent management, breach response, vendor due diligence, and regulatory…

  • ESG & Sustainability Officer

    Specialized

    Role: Corporate sustainability strategist and ESG disclosure specialist focused on materiality assessment, multi-framework reporting, decarbonization and climate strategy…

    Corporate sustainability strategist and ESG reporting specialist who builds environmental, social, and governance programs, manages disclosures, drives decarbonization initiatives, and aligns business strategy with stakeholder and…

  • Government Digital Presales Consultant

    Specialized

    Role: Full-lifecycle presales expert for ToG (government) projects, combining technical depth with business acumen

    Presales expert for China's government digital transformation market (ToG), proficient in policy interpretation, solution design, bid document preparation, POC validation, compliance requirements (classified protection/cryptographic…

  • Grant Writer

    Specialized

    Role: Every grant is a conversation between your mission and a funder's priorities. The best grant writers don't beg — they build a compelling case that a funder's investment…

    Expert grant writing specialist for nonprofits, research institutions, and social enterprises — covering prospect research, letter of inquiry writing, full proposal development, budget narratives, federal and foundation grants, and…

  • Aging Parent Care Companion

    Specialized

    Role: Behind every medication list and appointment reminder is a parent who raised you, and a caregiver doing one of the hardest jobs there is. You deserve a steady partner…

    Compassionate, HIPAA-aligned care coordination and decision-support agent for family caregivers managing an aging parent's appointments, medications, care team communication, and their own caregiver wellbeing

  • Healthcare Customer Service

    Specialized

    Role: Every patient deserves to feel heard, respected, and supported — especially when they're scared, confused, or frustrated.

    Empathetic healthcare customer service specialist for patient support, billing inquiries, appointment management, insurance questions, complaint resolution, and seamless escalation to clinical or administrative staff

  • Healthcare Marketing Compliance Specialist

    Specialized

    Role: Full-lifecycle healthcare marketing compliance expert, combining regulatory depth with practical marketing experience

    Expert in healthcare marketing compliance in China, proficient in the Advertising Law, Medical Advertisement Management Measures, Drug Administration Law, and related regulations — covering pharmaceuticals, medical devices, medical…

  • Hospitality Guest Services

    Specialized

    Role: Hospitality is not a transaction — it's a feeling. Every guest interaction is an opportunity to create a memory, earn a return visit, and generate a five-star review.

    Comprehensive hospitality guest services specialist for hotels, resorts, restaurants, and event venues — covering reservations, check-in/check-out, concierge services, guest complaint resolution, loyalty program management, and post-stay…

  • HR Onboarding

    Specialized

    Role: The first 90 days determine whether a new hire becomes a long-term contributor or a regrettable turnover. Get it right from day one.

    Comprehensive HR onboarding specialist for employee orientation, documentation management, compliance tracking, benefits enrollment, culture integration, and new hire support — delivering a seamless first-day-to-first-year experience that…

  • Identity Graph Operator

    Specialized

    Role: Identity resolution specialist for multi-agent systems

    Operates a shared identity graph that multiple AI agents resolve against.

  • Language Translator

    Specialized

    Role: Bridges languages with precision, cultural respect, and the fluency of a native speaker who's lived in both worlds.

    Real-time Spanish ↔ English translation specialist with cultural context, regional dialect awareness, travel phrase guidance, and tone-appropriate communication for everyday, business, and emergency situations

  • Legal Billing & Time Tracking

    Specialized

    Role: Every six minutes of unbilled time is money left on the table. Every unclear billing narrative is a client dispute waiting to happen. Capture it all. Describe it…

    Comprehensive legal billing and time tracking specialist for accurate time capture, invoice generation, billing narrative writing, collections management, trust account compliance, and billing analysis — maximizing revenue recovery while…

  • Legal Client Intake

    Specialized

    Role: The first conversation with a potential client sets the tone for the entire attorney-client relationship. Get it right — warm, professional, and thorough — from the very…

    Comprehensive legal client intake specialist for qualifying prospects, collecting case information, scheduling consultations, managing conflict checks, and delivering attorney-ready intake summaries across any practice area and firm size

  • Legal Document Review

    Specialized

    Role: Every word in a legal document matters. Every missed clause is a liability. Every risk caught early is a client protected.

    Comprehensive legal document review specialist for contracts, litigation documents, and real estate agreements — summarizing documents, flagging risk clauses, comparing contract versions, and checking compliance across any law firm size or…

  • Loan Officer Assistant

    Specialized

    Role: Every loan is someone's dream — a home, a business, a fresh start. Move it through the pipeline with precision, compliance, and genuine care for the person behind the…

    Comprehensive loan officer assistant for mortgage and lending professionals — covering borrower intake, pre-qualification, document collection, pipeline management, compliance tracking, rate quoting, and closing coordination across…

  • LSP/Index Engineer

    Specialized

    Role: LSP client orchestration and semantic index engineering specialist

    Language Server Protocol specialist building unified code intelligence systems through LSP client orchestration and semantic indexing

  • M&A Integration Manager

    Specialized

    Role: Post-merger integration manager specializing in integration strategy, Day 1 readiness, 100-day planning, synergy tracking, functional workstream coordination, cultural…

    Mergers and acquisitions integration specialist who designs and executes post-merger integration programs — covering Day 1 readiness, 100-day planning, synergy tracking, cultural integration, functional workstream coordination, and…

  • Medical Billing & Coding Specialist

    Specialized

    Role: Every unsubmitted claim is lost revenue. Every unchallenged denial is money left on the table. Every compliance gap is a liability waiting to surface. The revenue cycle…

    Expert medical billing and coding specialist for ICD-10-CM/PCS, CPT, and HCPCS coding, claim submission, denial management, revenue cycle optimization, compliance auditing, and payer contract analysis — maximizing clean claim rates and…

  • Operations Manager

    Specialized

    Role: Business operations specialist focused on process mapping and improvement, Lean and Six Sigma execution, capacity planning, KPI governance, vendor management, SOP…

    Business operations specialist who applies Lean, Six Sigma, and systems thinking to process mapping, capacity planning, KPI governance, vendor management, and organizational efficiency — turning operational complexity into repeatable…

  • Organizational Psychologist

    Specialized

    Role: Applied organizational psychologist specializing in psychological safety, team effectiveness, burnout diagnosis and prevention, culture assessment, motivation and…

    Applied organizational psychologist who diagnoses team dynamics, psychological safety, burnout risk, and culture health — using evidence-based frameworks to help leaders build high-performing, resilient, and psychologically safe…

  • Personal Growth Mentor

    Specialized

    Role: You are a cross-domain personal development mentor, strategic coach, and accountability partner. You help users improve life systems across career, education, health…

    Cross-domain personal development mentor for goal clarity, habit design, strategic decisions, and accountability without motivational fluff.

  • Real Estate Buyer & Seller

    Specialized

    Role: Every transaction is someone's biggest financial decision. Every client deserves an agent who is organized, responsive, and genuinely invested in their outcome — not…

    Comprehensive real estate agent assistant for buyer representation, seller representation, listing management, offer negotiation, transaction coordination, and closing support — delivering a world-class client experience from first showing…

  • Recruitment Specialist

    Specialized

    Role: Recruitment operations, talent acquisition, and HR compliance expert

    Expert recruitment operations and talent acquisition specialist — skilled in China's major hiring platforms, talent assessment frameworks, and labor law compliance.

  • Report Distribution Agent

    Specialized

    Role: Automates delivery of consolidated sales reports to the right reps.

    AI agent that automates distribution of consolidated sales reports to representatives based on territorial parameters

  • Resume Tailor

    Specialized

    Role: Resume optimization, job description analysis, ATS keyword alignment, and career narrative refinement specialist.

    Candidate-side resume optimization specialist who analyzes job descriptions, maps real experience to role requirements, improves ATS keyword alignment, and rewrites bullets without fabricating qualifications.

  • Retail Customer Returns

    Specialized

    Role: A return is not a failure — it's an opportunity. Handle it with speed, fairness, and genuine care, and you'll turn a disappointed customer into a loyal one.

    Comprehensive retail customer returns specialist for processing returns, exchanges, and refunds across in-store, online, and omnichannel retail — handling policy enforcement, fraud prevention, customer retention, vendor returns, and…

  • Sales Data Extraction Agent

    Specialized

    Role: Watches your Excel files and extracts the metrics that matter.

    AI agent specialized in monitoring Excel files and extracting key sales metrics (MTD, YTD, Year End) for internal live reporting

  • Sales Outreach

    Specialized

    Role: The best salespeople don't sell — they help people buy. Every outreach is a conversation starter, not a pitch.

    Consultative B2B sales outreach specialist for cold prospecting, lead follow-up, objection handling, proposal writing, and pipeline management — combining data-driven targeting with genuine relationship-building to open doors and close…

  • Chief of Staff

    Specialized

    Role: I don't own any function. I own the space between all of them.

    Master coordinator for founders and executives — filters noise, owns processes, enforces consistency, routes decisions, and positions outputs for impact so the boss can think clearly.

  • Civil Engineer

    Specialized

    Role: Senior structural and civil engineer with international project experience

    Expert civil and structural engineer with global standards coverage — Eurocode, DIN, ACI, AISC, ASCE, AS/NZS, CSA, GB, IS, AIJ, and more.

  • Codebase Archaeologist

    Specialized

    Role: Multi-session/multi-tool codebase drift auditor

    Multi-session, multi-tool drift detection specialist who audits codebases touched by several AI coding tools (Claude, Cursor, Copilot, Windsurf, etc.) over time, finding silent logic mismatches, dead code, and doc-vs-code divergence that…

  • Cultural Intelligence Strategist

    Specialized

    Role: You are an Architectural Empathy Engine. Your job is to detect "invisible exclusion" in UI workflows, copy, and image engineering before software ships.

    CQ specialist that detects invisible exclusion, researches global context, and ensures software resonates authentically across intersectional identities.

  • Developer Advocate

    Specialized

    Role: Developer relations engineer, community champion, and DX architect

    Expert developer advocate specializing in building developer communities, creating compelling technical content, optimizing developer experience (DX), and driving platform adoption through authentic engineering engagement.

  • Document Generator

    Specialized

    Role: Programmatic document creation specialist

    Expert document creation specialist who generates professional PDF, PPTX, DOCX, and XLSX files using code-based approaches with proper formatting, charts, and data visualization.

  • FedRAMP & RMF Compliance Engineer

    Specialized

    Role: A disciplined compliance engineer who guides systems through both FedRAMP authorization pathways — traditional Rev5 and the modernized, KSI-driven 20x — and the full…

    Expert FedRAMP and NIST Risk Management Framework compliance engineer specializing in both FedRAMP authorization pathways — the traditional Rev5 path (NIST 800-53 Rev 5 control implementation, System Security Plans, 3PAO assessment, agency…

  • Focus Music Architect

    Specialized

    Role: Architect of instrumental focus music, neuroacoustic soundscapes, and production-grade generative audio prompts (Suno v3.5/v4, Udio, Stable Audio, MusicLM, native Web…

    Instrumental focus music specialist and neuroacoustic prompt engineer — crafts high-yield prompts, soundscape architectures, BPM curves, and binaural layers for deep cognitive flow and generative audio models.

  • French Consulting Market Navigator

    Specialized

    Role: The insider who decodes the opaque French consulting food chain so freelancers stop leaving money on the table

    Navigate the French ESN/SI freelance ecosystem — margin models, platform mechanics (Malt, collective.work), portage salarial, rate positioning, and payment cycle realities

  • Korean Business Navigator

    Specialized

    Role: The bridge between Western directness and Korean relationship dynamics — reads the room so you don't torch the deal

    Korean business culture for foreign professionals — 품의 decision process, nunchi reading, KakaoTalk business etiquette, hierarchy navigation, and relationship-first deal mechanics

  • Master Plan Architect

    Specialized

    Role: Master Planning Architect, Technical Educator, and Red Teaming Implementation Critic.

    Master planning architect, technical educator, and ruthless plan critic who specializes in deep architectural teaching, Red Teaming / risk critique, and crafting comprehensive Implementation Plans in Markdown with ZERO code execution.

  • MCP Builder

    Specialized

    Role: MCP server development specialist — you design, build, test, and deploy MCP servers that give AI agents real-world capabilities

    Expert Model Context Protocol developer who designs, builds, and tests MCP servers that extend AI agent capabilities with custom tools, resources, and prompts.

  • Model QA Specialist

    Specialized

    Role: Independent model auditor - you review models built by others, never your own

    Independent model QA expert who audits ML and statistical models end-to-end - from documentation review and data reconstruction to replication, calibration testing, interpretability analysis, performance monitoring, and audit-grade…

  • Pricing Analyst

    Specialized

    Role: Specialized pricing analyst and margin optimization specialist

    Specialized pricing analyst who develops optimal pricing models through market research, competitor analysis, cost structure evaluation, and margin optimization — turning pricing from guesswork into a data-driven competitive advantage.

  • Salesforce Architect

    Specialized

    Role: The calm hand that turns a tangled Salesforce org into an architecture that scales — one governor limit at a time

    Solution architecture for Salesforce platform — multi-cloud design, integration patterns, governor limits, deployment strategy, and data model governance for enterprise-scale orgs

  • Strategy Duel Agent

    Specialized

    Role: Strategic orchestrator and duel master

    Conducts live strategy duels using game theory and the 36 Chinese stratagems

  • Workflow Architect

    Specialized

    Role: Workflow design, discovery, and system flow specification specialist

    Workflow design specialist who maps complete workflow trees for every system, user journey, and agent interaction — covering happy paths, all branch conditions, failure modes, recovery paths, handoff contracts, and observable states to…

  • Study Abroad Advisor

    Specialized

    Role: Multi-country, multi-degree-level study abroad application planning expert

    Full-spectrum study abroad planning expert covering the US, UK, Canada, Australia, Europe, Hong Kong, and Singapore — proficient in undergraduate, master's, and PhD application strategy, school selection, essay coaching, profile…

  • Supply Chain Strategist

    Specialized

    Role: Supply chain management, strategic sourcing, and supplier relationship expert

    Expert supply chain management and procurement strategy specialist — skilled in supplier development, strategic sourcing, quality control, and supply chain digitalization.

  • ZK Steward

    Specialized

    Role: Niklas Luhmann for the AI age—turning complex tasks into organic parts of a knowledge network, not one-off answers.

    Knowledge-base steward in the spirit of Niklas Luhmann's Zettelkasten.

Support 6 folder ↗

  • Analytics Reporter

    Support

    Role: Data analysis, visualization, and business intelligence specialist

    Expert data analyst transforming raw data into actionable business insights.

  • Executive Summary Generator

    Support

    Role: Senior strategy consultant and executive communication specialist

    Consultant-grade AI specialist trained to think and communicate like a senior strategy consultant.

  • Finance Tracker

    Support

    Role: Financial planning, analysis, and business performance specialist

    Expert financial analyst and controller specializing in financial planning, budget management, and business performance analysis.

  • Infrastructure Maintainer

    Support

    Role: System reliability, infrastructure optimization, and operations specialist

    Expert infrastructure specialist focused on system reliability, performance optimization, and technical operations management.

  • Legal Compliance Checker

    Support

    Role: Legal compliance, risk assessment, and regulatory adherence specialist

    Expert legal and compliance specialist ensuring business operations, data handling, and content creation comply with relevant laws, regulations, and industry standards across multiple jurisdictions.

  • Support Responder

    Support

    Role: Customer service excellence, issue resolution, and user experience specialist

    Expert customer support specialist delivering exceptional customer service, issue resolution, and user experience optimization.

Testing 9 folder ↗

  • Accessibility Auditor

    Testing

    Role: Accessibility auditing, assistive technology testing, and inclusive design verification specialist

    Expert accessibility specialist who audits interfaces against WCAG standards, tests with assistive technologies, and ensures inclusive design.

  • API Tester

    Testing

    Role: API testing and validation specialist with security focus

    Expert API testing specialist focused on comprehensive API validation, performance testing, and quality assurance across all systems and third-party integrations

  • Evidence Collector

    Testing

    Role: Quality assurance specialist focused on visual evidence and reality checking

    Screenshot-obsessed, fantasy-allergic QA specialist - Reports reproducible issues with evidence and marks untested scope honestly

  • Performance Benchmarker

    Testing

    Role: Performance engineering and optimization specialist with data-driven approach

    Expert performance testing and optimization specialist focused on measuring, analyzing, and improving system performance across all applications and infrastructure

  • Reality Checker

    Testing

    Role: Final integration testing and realistic deployment readiness assessment

    Stops fantasy approvals, evidence-based certification - Default to "NEEDS WORK", requires overwhelming proof for production readiness

  • Test Automation Engineer

    Testing

    Role: End-to-end test automation specialist for Playwright and Cypress suites and the CI pipelines that run them

    Expert end-to-end test automation engineer for Playwright and Cypress — resilient selectors, flake elimination, isolated test data, CI parallelization, and trace-driven failure debugging.

  • Test Results Analyzer

    Testing

    Role: Test data analysis and quality intelligence specialist with statistical expertise

    Expert test analysis specialist focused on comprehensive test result evaluation, quality metrics analysis, and actionable insight generation from testing activities

  • Tool Evaluator

    Testing

    Role: Technology assessment and strategic tool adoption specialist with ROI focus

    Expert technology assessment specialist focused on evaluating, testing, and recommending tools, software, and platforms for business use and productivity optimization

  • Workflow Optimizer

    Testing

    Role: Process improvement and automation specialist with systems thinking approach

    Expert process improvement specialist focused on analyzing, optimizing, and automating workflows across all business functions for maximum productivity and efficiency

3How it works Grokcos

The agent file layout

CONTRIBUTING.md sets one structure for every agent. On top is a YAML frontmatter block; below it come fixed Markdown sections.

---
name: Agent Name
description: One-line description of the specialty and focus
color: colorname or "#hexcode"
emoji: 🎯
vibe: One-line personality hook
services:            # optional, only if external services are needed
---
# Agent Name
## 🧠 Your Identity & Memory      role, personality, memory, experience
## 🎯 Your Core Mission            primary responsibilities and deliverables
## 🚨 Critical Rules You Must Follow
## 📋 Your Technical Deliverables  code samples, templates, frameworks
## 🔄 Your Workflow Process        discovery → planning → execution → review
## 💭 Your Communication Style
## 🔄 Learning & Memory
## 🎯 Your Success Metrics          quantitative and qualitative
## 🚀 Advanced Capabilities

The contributing guide groups these into a persona (who the agent is: identity, communication style, critical rules) and operations (what it does: mission, deliverables, workflow, metrics). divisions.json is the source of truth for the division list, and a lint script checks frontmatter and colours.

Handoffs and approvals

Coordination lives in strategy/, under the name NEXUS. It turns separate agents into a pipeline with defined handoffs and sign-offs:

Strategy, playbooks and runbooks

DocumentWhat it is for
NEXUS Quick-StartPick a mode: NEXUS-Full (whole product), NEXUS-Sprint (feature or MVP) or NEXUS-Micro (a single task).
Executive BriefThe short case for coordination: without it, agents produce conflicting decisions and gaps at handoffs.
NEXUS strategyThe full doctrine: phases, roles, quality gates, escalation and risk owners.
Phase playbooksSeven playbooks: 0 Discovery, 1 Strategy, 2 Foundation, 3 Build, 4 Hardening, 5 Launch, 6 Operate.
Scenario runbooksStartup MVP, Enterprise feature, Marketing campaign and Incident response. strategy/runbooks.json is the machine-readable team roster for each.
ExamplesWorked multi-agent workflows: landing page, startup MVP, book chapter, a full-agency discovery exercise, and a workflow with persistent memory where each deliverable is stored tagged by project.

Install and convert scripts (described, not run)

4What I use from it Grokcos

IdeaStatusHow I use it
Git Workflow MasterTrial to 14 Nov 2026Working rules only, no persona: clear branch names, small commits that can each be undone, conventional commit messages, and no force-push on shared branches. My existing approval rules win where they conflict. Default branch is checked per repo, and a PR is opened only when I ask for one.
Minimal Change EngineerTrial to 14 Nov 2026Do exactly what was asked. A nearby problem that blocks the task (broken link, build error, wrong path) is fixed in the same change and reported. Everything else goes into one short follow-up list at the end.
Sunday wrap-up (from Chief of Staff)AdoptedBased on the agent's Weekly Closeout: what shipped, what changed, open decisions with a decide-by date, next week's number one, and a document-sync check.
Handoff templatesConsideringUse the standard handoff and escalation formats from strategy/coordination/handoff-templates.md when one agent passes work to another.
Approval checkpointsConsideringNamed sign-off points, modelled on the NEXUS quality gates in strategy/nexus-strategy.md, before anything is sent, published or merged.
Research SynthesistConsideringTurns a pile of sources into a weighted map of what the evidence actually supports. Useful for policy and research pages.
Reality CheckerConsideringA skeptical final check that defaults to "needs work" until there is evidence.
Automation gate (see Automation Governance Architect)ConsideringAudit the value, risk and maintainability of a routine or automation before building it.
Agent file layoutConsideringWrite my own agents' instructions in the same structure (CONTRIBUTING.md): identity, mission, critical rules, deliverables, workflow, metrics.
Project-tagged memoryConsideringStore each deliverable tagged with its project and the agent that made it, so the next agent can recall it, as shown in examples/workflow-with-memory.md and the MCP memory integration.

Not adopted for now: Code Reviewer, because most of my pages are single files with no second author. It is worth revisiting for a repo with real code and tests.

5Credit and licence

All agents, strategy docs and scripts are the work of the msitarzewski/agency-agents project and its contributors, released under the MIT License (© 2025 AgentLand Contributors). This page only indexes and summarises them. Briefs are quoted or shortened from each file's own description, and the files themselves are the authority.

6Glossary

Every abbreviation on this page is underlined with dots. Hover over it, tap it or tab to it to see the full form, then use Copy to take it into your own search or notes.

Abbreviations

AbbreviationFull form
AIArtificial Intelligence
APIApplication Programming Interface
CDNContent Delivery Network
CI/CDContinuous Integration / Continuous Delivery
CLICommand-Line Interface
CoSChief of Staff (the lead agent that routes work and brings decisions to you)
CSSCascading Style Sheets
GISGeographic Information System
HTMLHyperText Markup Language
ISTIndian Standard Time (UTC+5:30)
JSJavaScript
JSONJavaScript Object Notation
MCPModel Context Protocol (an open standard for connecting AI apps to tools and data)
MITMassachusetts Institute of Technology (the MIT License is a short, permissive open-source licence)
MVPMinimum Viable Product
NEXUSNetwork of EXperts, Unified in Strategy (the repo’s multi-agent orchestration doctrine)
PRPull Request
QAQuality Assurance
SEOSearch Engine Optimisation
URLUniform Resource Locator
YAMLYAML Ain’t Markup Language (a plain-text data format)

Terms

TermMeaning
AgentOne Markdown file that turns an AI coding tool into a named specialist: YAML frontmatter on top, then identity, mission, rules, deliverables, workflow and metrics.
DivisionA top-level folder of agents (for example engineering/ or testing/). The canonical list lives in divisions.json.
FrontmatterThe block between two --- lines at the top of an agent file holding name, description, color, emoji and vibe.
HandoffA structured note one agent passes to the next: context, deliverable request, acceptance criteria, quality expectations.
Quality gateA checkpoint between NEXUS phases. A named gate keeper must sign off before the work moves on.
PlaybookA phase-by-phase NEXUS guide (Phase 0 Discovery to Phase 6 Operate) naming which agents act and what they hand over.
RunbookA ready-made scenario plan (startup MVP, enterprise feature, marketing campaign, incident response) with a team roster.
ForkVipul’s own copy of the upstream repository on GitHub (anandvip/agency-agents), kept as reference.
UpstreamThe original repository the fork was copied from: msitarzewski/agency-agents.
Branch vipulThe working branch for this page. main mirrors upstream and is not pushed to.
TrialA time-boxed adoption of rules, reviewed at the end and rolled back if it causes friction.