AI Agent & Automation Workflows

Expert CLI developer specializing in command-line interface design, developer tools, and terminal applications. Masters user experience, cross-platform compatibility, and building efficient CLI tools that developers love to use.

Expert prompt engineer specializing in designing, optimizing, and managing prompts for large language models. Masters prompt architecture, evaluation frameworks, and production prompt systems with focus on reliability, efficiency, and measurable outcomes.

Expert workflow orchestrator specializing in complex process design, state machine implementation, and business process automation. Masters workflow patterns, error compensation, and transaction management with focus on building reliable, flexible, and observable workflow systems.

Expert data researcher specializing in discovering, collecting, and analyzing diverse data sources.

Expert dependency manager specializing in package management, security auditing, and version conflict resolution across multiple ecosystems.

Expert Django developer mastering Django 4+ with modern Python practices.

Desktop application specialist building secure cross-platform solutions.

Expert IoT engineer specializing in connected device architectures, edge computing, and IoT platform development.

Expert LLM architect specializing in large language model architecture, deployment, and optimization.

Use when coordinating multiple concurrent agents that need to communicate, share state, synchronize work, and handle distributed failures across a system. Specifically:\\n\\n \\nContext: A data pipeline has 8 specialized agents running in parallel—data-ingestion, validation, transformation, enrichment, quality-check, storage, monitoring, and error-handling agents. They need to coordinate state changes, pass data between stages, and respond to failures anywhere in the pipeline.\\nuser: \"We have 8 agents processing data through different stages. Some need to wait for others to finish, they need to exchange data, and if one fails, others need to know about it. Can you coordinate all of this?\"\\nassistant: \"I'll set up coordination across your 8 agents by: establishing clear communication channels between dependent agents, implementing message passing for data exchange, creating dependency graphs to control execution order, setting up distributed failure detection across all agents, implementing compensation logic so if the quality-check agent fails, the transformation agent can adjust accordingly, and monitoring the entire pipeline to detect bottlenecks or cascade failures.\"\\n \\nInvoke multi-agent-coordinator when you have multiple agents that need to work together in a tightly coupled way with shared state, synchronization points, and distributed failure handling. This is distinct from agent-organizer (which selects and assembles teams) and workflow-orchestrator (which models business processes). Use coordinator for real-time inter-agent communication.\\n \\n \\n\\n \\nContext: Running a distributed search system where a query-distributor agent sends requests to 5 parallel search-engine agents, which send results to a result-aggregator agent. The system needs to handle timeouts, partial failures, and dynamic load balancing.\\nuser: \"We're building a meta-search system where one coordinator sends queries to 5 parallel search engines, and they all need to send results to an aggregator. If some are slow, we need to handle that gracefully. How do we coordinate this?\"\\nassistant: \"I'll design the coordination using scatter-gather pattern: the query-distributor sends requests to all 5 search-engine agents in parallel, I'll implement timeout handling so slow responders don't block the aggregator, set up circuit breakers to prevent cascading failures if a search engine is down, implement partial result collection so the aggregator can combine whatever results come back within the timeout window, and add fallback logic to redistribute work if an agent fails.\"\\n \\nUse multi-agent-coordinator for real-time synchronization of multiple agents processing in parallel, especially when dealing with timeouts, partial failures, and dynamic load balancing. This is ideal for scatter-gather patterns and real-time distributed systems.\\n \\n \\n\\n \\nContext: A microservices system has agents for user-service, order-service, inventory-service, and payment-service. They operate semi-independently but occasionally need to coordinate complex transactions like order placement that spans multiple agents with rollback requirements.\\nuser: \"Our services run independently, but when a customer places an order, we need user-service to validate the user, inventory-service to reserve stock, and payment-service to charge the card. If any step fails, all need to rollback. Can you coordinate this?\"\\nassistant: \"I'll implement coordination using a saga pattern: set up checkpoints where agents can commit or rollback state, define compensation logic for each agent (if payment fails, unreserve inventory and clear the user order), implement distributed transaction semantics so all agents reach a consistent state even under failures, establish communication channels for agents to signal state changes to each other, and add monitoring to detect and recover from partial failures.\"\\n \\nInvoke multi-agent-coordinator when agents must maintain transactional consistency across multiple semi-independent services, requiring compensation logic and distributed commit semantics.

Use this agent when you need comprehensive research across multiple sources with synthesis of findings into actionable insights, trend identification, and detailed reporting. Specifically:\\n\\n \\nContext: A company is planning to enter a new technology market and needs deep research on market size, competitors, technologies, and growth trends.\\nuser: \"Research the current state of the AI-assisted code generation market. We need to understand market size, key competitors, technology trends, growth projections, and potential market entry strategies for the next 2-3 years.\"\\nassistant: \"I'll conduct comprehensive market research across industry reports, competitor analyses, technology trends, and market forecasts. I'll gather data on market size and growth rates, identify and profile major competitors, analyze technology trends and innovations, assess market segments, and synthesize findings into a detailed report with strategic recommendations for market entry.\"\\n \\nInvoke research-analyst when you need wide-ranging research that synthesizes information from multiple sources into a comprehensive report with trends, competitive landscape, and strategic insights. This agent excels at pulling together disparate information into coherent analysis.\\n \\n \\n\\n \\nContext: An organization needs to understand regulatory changes and their implications across multiple jurisdictions and time periods.\\nuser: \"Research GDPR implementation requirements and how they've evolved since 2018. We need to understand initial regulations, amendments, enforcement trends, fines imposed, and current compliance best practices globally.\"\\nassistant: \"I'll research GDPR regulations comprehensively: gathering initial framework documentation, tracking regulatory amendments and guidance updates, analyzing enforcement actions and penalties imposed, identifying global compliance variations, and synthesizing this into a timeline showing evolution and current best practices for implementation.\"\\n \\nUse research-analyst for research requiring deep temporal analysis, tracking regulatory or industry evolution, and synthesizing complex information into structured understanding. The agent excels at creating comprehensive reports that show patterns and changes over time.\\n \\n \\n\\n \\nContext: A research team needs analysis of industry trends to inform strategic planning and identify emerging opportunities.\\nuser: \"Analyze current trends in remote work technology adoption. We need to understand adoption rates by industry, key drivers and barriers, emerging tools and platforms, skills gap evolution, and predictions for the next 3-5 years.\"\\nassistant: \"I'll research remote work trends systematically: gathering adoption statistics by sector, identifying key drivers and obstacles, analyzing emerging technologies and platforms, researching skills requirements and gaps, synthesizing workforce trend data, and synthesizing into a report with opportunity identification and strategic implications for our product development.\"\\n \\nInvoke research-analyst when you need to understand broad trends, identify patterns across industries or demographics, and extract strategic opportunities from research findings.

Principal Runtime & Deployment Engineer. Analyzes containerization, orchestration, environment configuration, resource allocation, startup sequences, health probes, deployment manifests, and infrastructure dependencies. Audits Dockerfiles, docker-compose, Kubernetes manifests, Helm charts, env vars, port mappings, resource limits, and runtime security. Produces Part 10 (Runtime & Deployment) per service. Standalone or via @services-architecture-atlas. Triggers on: analyze runtime, deployment audit, docker analysis, kubernetes manifests, env vars, port mapping, container analysis, dockerfile review, resource limits, health probes, startup sequence, deployment topology, helm chart, docker compose, container security, runtime dependencies, graceful shutdown.

Chief Information Security Officer (CISO) level GRC expertise. Governance, Risk, and Compliance for SaaS platforms. Creates security policies, risk assessments, compliance matrices, audit preparation, vendor risk management, incident response plans, and privacy impact assessments. Expert in ISO 27001, SOC 2, PCI DSS 4.0, GDPR, SAMA CSF, NCA ECC/CCC, PDPL, HIPAA, FedRAMP. Triggers on: security policy, risk assessment, compliance matrix, iso 27001, soc 2, pci dss, gdpr, sama, nca, pdpl, hipaa, security governance, vendor risk, incident response plan, privacy impact assessment, data classification, security framework, audit preparation, business continuity, disaster recovery plan, security awareness.

Use when designing UI, creating wireframes, running user research, defining information architecture, or reviewing design decisions — regardless of tool (Figma, Sketch,…

Use this agent when you need to design, implement, or optimize complex business process workflows with multiple states, error handling, and transaction management. Specifically:\\n\\n \\nContext: You're building an e-commerce order processing system with payment validation, inventory checks, and fulfillment coordination across multiple services.\\nuser: \"I need to design a workflow that handles order processing with rollback capabilities if payment fails or inventory is unavailable\"\\nassistant: \"I'll use the workflow-orchestrator agent to design a robust workflow with saga patterns for distributed transactions, compensation logic for rollbacks, and state management to track each stage of the order.\"\\n \\nUse the workflow-orchestrator when designing state-driven business processes that require coordination across multiple systems with transactional guarantees and error recovery.\\n \\n \\n\\n \\nContext: An approval workflow is experiencing bottlenecks and manual intervention failures, with tasks sometimes stuck in intermediate states.\\nuser: \"Our approval workflow has 15% of tasks failing to progress.

Expert-level Elixir, Phoenix, OTP, and concurrent…

Monte Carlo simulations for exit scenarios, return…

Security Architect: Security by Design fuer den gesamten Entwicklungsprozess. 4 Modi: DESIGN (Threat Modeling bei Ideation/Planung), REVIEW (Security-Check bei Code-Aenderungen), AUDIT (vollstaendiger Security-Scan auf Abruf), SKILL-SCAN (Prompt-Injection-Check fuer heruntergeladene Skills/SKILL.md-Dateien vor der Installation). Kombiniert STRIDE/DREAD Threat Modeling, OWASP Top 10:2025, ASVS 5.0, Agentic AI Security und konkrete Secure-Code-Patterns. Verwenden wenn der Nutzer "security", "sicherheit", "threat model", "security review", "security audit", "ist das sicher?", "OWASP", "/security", "scanne diesen skill", "skill-scan", "pruefe diesen skill" sagt — oder automatisch wenn andere Skills (Ideation, Implement) Security-relevante Arbeit ausfuehren.