Agency Orchestrator

repository·main·Indexed 23 days ago

https://github.com/jnmetacode/agency-orchestrator

A multi-agent YAML workflow engine (v0.12.1) that automates complex tasks using specialized AI roles and auto DAG parallelism. It features a CLI, a graphical Web Studio, and supports 11 LLM providers. The framework includes extensive integrations for Aider, Antigravity, Claude Code, Cursor, Gemini CLI, GitHub Copilot, and Kimi Code CLI, allowing users to deploy a vast library of AI roles across various development environments.

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What's inside agency-orchestrator

  1. Overview of Agency Agent Divisions

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    The Agency consists of specialized AI agents organized into several functional divisions. Each agent is designed for specific workflows and expertise.

    Divisions and Specialties

    🎭 Marketing Division

    Focuses on user acquisition, content strategy, and platform-specific growth (e.g., TikTok, Xiaohongshu, SEO, E-commerce, and Social Media).

    📊 Product Division

    Focuses on the product lifecycle, including sprint prioritization, trend research, user feedback synthesis, and product management.

    🎬 Project Management Division

    Focuses on orchestration, timeline management, operational efficiency, and task conversion (e.g., Studio Producer, Project Shepherd, Jira Workflow Steward).

    🧪 Testing Division

    Focuses on quality assurance, including visual evidence collection, performance benchmarking, API testing, and accessibility auditing.

    🛟 Support Division

    Focuses on the operational backbone, including customer support, analytics, finance tracking, infrastructure maintenance, and legal compliance.

    🥽 Spatial Computing Division

    Focuses on immersive technology, including XR interface design, visionOS/macOS spatial engineering, and WebXR development.

  2. Overview of available AI Agent specialties

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    The Agency provides a wide range of specialized agents organized into divisions. Key specialties include:

    • Orchestration & Engineering: Agents Orchestrator (multi-agent coordination), LSP/Index Engineer (code intelligence), and MCP Builder (Model Context Protocol servers).
    • Finance Division: Includes Bookkeeper & Controller, Financial Analyst, FP&A Analyst, Investment Researcher, and Tax Strategist.
    • Game Development Division:
      • Cross-Engine: Game Designer, Level Designer, Technical Artist, Game Audio Engineer, and Narrative Designer.
      • Unity Specialists: Unity Architect, Unity Shader Graph Artist, Unity Multiplayer Engineer, and Unity Editor Tool Developer.
      • Unreal Engine Specialists: Unreal Systems Engineer, Unreal Technical Artist, Unreal Multiplayer Architect, and Unreal World Builder.
    • Business & Compliance: Compliance Auditor (SOC 2, ISO 27001), Automation Governance Architect, and Salesforce Architect.
    • Specialized Professional Services: Legal Document Review, Healthcare Marketing Compliance, Real Estate Buyer & Seller, and Supply Chain Strategist.
  3. Use the Short-Video Editing Coach agent

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    The Short-Video Editing Coach is a specialized agent designed to act as a technical coach and post-production workflow specialist. It provides expertise across the full short-video editing pipeline, including software mastery (CapCut Pro, Premiere Pro, DaVinci Resolve, Final Cut Pro), composition, color grading, audio engineering, motion graphics, VFX, and subtitle design. It is optimized for turning raw footage into professional, high-engagement short videos.

    name: Short-Video Editing Coach
    description: Hands-on short-video editing coach covering the full post-production pipeline...
    color: "#7B2D8E"
    emoji: 🎬
    vibe: Turns raw footage into scroll-stopping short videos with professional polish.
  4. Understand the CMS Developer agent role

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    The CMS Developer is a specialized agent designed for Drupal and WordPress development. It focuses on treating a CMS as a first-class engineering environment rather than a drag-and-drop tool.

    Core Capabilities:

    • Architecture: Content modeling, site structure, and field API design.
    • Theme Development: Creating accessible, performant, and pixel-perfect front-ends.
    • Plugin/Module Development: Building custom functionality using the native plugin/module systems.
    • Content Systems: Working with Gutenberg and Layout Builder to create flexible editorial workflows.
    • Audits: Performing performance, security, accessibility, and code quality reviews.
  5. Advanced Capabilities of Jira Workflow Steward

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    The Jira Workflow Steward provides advanced capabilities for managing large-scale development processes:

    Workflow Governance at Scale

    • Roll out consistent branch and commit policies across monorepos, service fleets, and platform repositories.
    • Design server-side enforcement using hooks, CI checks, and protected branch rules.
    • Standardize PR templates for security review, rollback readiness, and release documentation.

    Release and Incident Traceability

    • Build hotfix workflows that preserve urgency without sacrificing auditability.
    • Connect release branches, change-control tickets, and deployment notes into a single delivery chain.
    • Improve post-incident analysis by clearly identifying which ticket and commit introduced or fixed a behavior.

    Process Modernization

    • Retrofit Jira-linked Git discipline into teams with inconsistent legacy history.
    • Balance strict policy with developer ergonomics to ensure compliance rules remain usable under pressure.
    • Tune commit granularity, PR structure, and naming policies based on measured review friction.
  6. Use the Podcast Strategist agent for Chinese market content strategy

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    The Podcast Strategist is a specialized agent designed for content strategy and operations within the Chinese podcast market. It provides expertise in platforms like Xiaoyuzhou and Ximalaya, covering show positioning, audio production, audience growth, multi-platform distribution, and monetization.

    Use this agent to:

    • Define show formats (vertical knowledge, interview, narrative, or casual chat).
    • Develop target listener personas and differentiation strategies.
    • Plan content using a framework of evergreen, trending, series, and experimental topics.
    • Optimize production workflows from pre-production to mastering.
    • Manage distribution via RSS and platform-specific operations.
    • Design monetization models including brand sponsorships, paid subscriptions, and e-commerce.
    name: Podcast Strategist
    description: Content strategy and operations expert for the Chinese podcast market...
    color: purple
    emoji: 🎧
  7. Use the Supply Chain Strategist Agent

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    The SupplyChainStrategist is a specialized agent designed for experts in China's manufacturing supply chain. It is optimized to help companies reduce costs, increase efficiency, and build resilience through supplier management, strategic sourcing, quality control, and supply chain digitalization.

    Core Capabilities:

    • Supplier Management: Establishing qualification processes, implementing ABC classification, and building QCD (Quality, Cost, Delivery) assessment systems.
    • Procurement Strategy: Developing category-level strategies using the Kraljic Matrix and managing procurement channels (e.g., 1688/Alibaba, Made-in-China.com, Global Sources).
    • Quality Control: Implementing IQC, IPQC, and OQC/FQC systems, defining AQL sampling standards, and managing 8D/CAPA resolution mechanisms.
    • Inventory & Logistics: Selecting inventory models (JIT, VMI, Consignment), calculating EOQ/Safety Stock, and managing domestic logistics (Express, LTL, FTL, Cold Chain).
  8. Capabilities of the UX Researcher Agent

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    The UX Researcher Agent is designed with advanced capabilities across three primary domains to support product development teams:

    1. Research Methodology Excellence

    • Mixed-methods design: Combines qualitative and quantitative approaches.
    • Statistical analysis: Applies rigorous methodology to ensure valid and reliable insights.
    • Global research: Conducts international and cross-cultural research for global products.
    • Longitudinal research: Tracks user behavior and satisfaction over extended periods.

    2. Behavioral Analysis Mastery

    • User journey mapping: Creates advanced maps including emotional and behavioral layers.
    • Analytics interpretation: Identifies patterns through behavioral analytics.
    • Accessibility research: Ensures inclusive design for users with disabilities.
    • Market analysis: Performs competitive research and strategic positioning analysis.

    3. Insight Communication

    • Actionable presentations: Delivers compelling research findings to drive decision-making.
    • Knowledge management: Develops research repositories for institutional knowledge.
    • Stakeholder education: Educates stakeholders on research value and methodology.
    • Cross-functional collaboration: Bridges the gap between research, design, and business requirements.
  9. Technical Deliverables for Threat Detection Engineers

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    A Threat Detection Engineer is expected to produce several types of technical artifacts to maintain security posture:

    1. Sigma Detection Rules: Vendor-agnostic YAML files defining detection logic.
    2. Compiled SIEM Queries: Specific implementations of Sigma rules for platforms like Splunk (SPL) or Microsoft Sentinel (KQL).
    3. MITRE ATT&CK Coverage Reports: Assessments mapping current detection capabilities against known adversary techniques.
    4. Threat Hunt Playbooks: Hypotheses and queries used to proactively search for threats that bypass existing detections.
    5. Detection Metadata Catalogs: Lifecycle and effectiveness tracking for each rule.
    6. CI/CD Pipelines: Automated workflows for validating, compiling, and deploying detection-as-code.
  10. Embedded Firmware Engineer Agent Profile

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    The Embedded Firmware Engineer is a specialized agent designed for developing production-grade firmware for resource-constrained embedded systems. It specializes in bare-metal and RTOS environments including ESP32 (ESP-IDF), PlatformIO, Arduino, ARM Cortex-M (STM32 HAL/LL), and Nordic nRF (nRF Connect SDK / Zephyr).

    name: Embedded Firmware Engineer
    description: 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
    color: orange
    emoji: 🔩
    vibe: Writes production-grade firmware for hardware that can't afford to crash.
  11. Capabilities of the DevOps Automator Agent

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    The DevOps Automator agent is designed for advanced infrastructure and deployment management. Its core capabilities include:

    Infrastructure Automation

    • Multi-cloud management and disaster recovery.
    • Kubernetes patterns with service mesh integration.
    • Cost optimization via intelligent resource scaling.
    • Security automation using policy-as-code.

    CI/CD Excellence

    • Complex deployment strategies (e.g., canary analysis).
    • Advanced testing automation, including chaos engineering.
    • Performance testing integrated with automated scaling.
    • Security scanning with automated vulnerability remediation.

    Observability Expertise

    • Distributed tracing for microservices.
    • Custom metrics and business intelligence integration.
    • Predictive alerting using machine learning.
    • Compliance and audit automation.
  12. Advanced Capabilities of the Jira Workflow Steward Agent

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    The Jira Workflow Steward Agent is designed for high-level workflow governance and traceability. Its advanced capabilities include:

    Workflow Governance at Scale

    • Implementing consistent branch and commit policies across monorepos, service fleets, and platform repositories.
    • Designing server-side enforcement using hooks, CI checks, and protected branch rules.
    • Standardizing PR templates for security reviews, rollback readiness, and release documentation.

    Release and Incident Traceability

    • Building hotfix workflows that maintain urgency while preserving auditability.
    • Connecting release branches, change-control tickets, and deployment notes into a single delivery chain.
    • Enhancing post-incident analysis by clearly linking tickets and commits to specific behaviors.

    Process Modernization

    • Retrofitting Jira-linked Git discipline into teams with inconsistent legacy history.
    • Balancing strict policy enforcement with developer ergonomics.
    • Tuning commit granularity, PR structure, and naming policies based on measured review friction.