Real-time data synchronization patterns for ChainGraph frontend. Use when working on WebSocket subscriptions, event buffers, tRPC subscriptions, flow synchronization, or execution event streaming. Covers subscription lifecycle, event buffering, race condition solutions. Triggers: subscription, sync, real-time, websocket, event buffer, tRPC subscription, flow events, onData, patronum interval.
Deep dive into ChainGraph port system - 9 port types, plugins, factory, transfer rules, and frontend rendering. Use when creating custom ports, working on port validation, implementing port UI components, or debugging port compatibility. Triggers: port, PortString, PortNumber, PortArray, PortObject, PortStream, port type, port plugin, port factory, transfer rules, port validation, port compatibility.
ChainGraph flow editing tRPC layer for visual flow editor operations. Use when working on apps/chaingraph-backend or packages/chaingraph-trpc/server. Covers flow CRUD, node/edge operations, port updates, real-time subscriptions, locking, version control. Triggers: flow procedure, addNode, removeNode, connectPorts, updatePortValue, subscribeToEvents, flowContextProcedure, chaingraph-backend, chaingraph-trpc, flowStore.
ChainGraph execution tRPC layer for flow execution management. Use when working on packages/chaingraph-executor or apps/chaingraph-execution-api. Covers execution lifecycle (create/start/pause/resume/stop), event streaming, DBOS workflow integration, signal pattern, API vs Worker modes. Triggers: execution procedure, subscribeToExecutionEvents, ExecutionService, chaingraph-executor, execution-api, execution workflow, DBOS signal, taskQueue, eventBus.
Integrated project management system with documentation, language initialization, and template optimization modules. Use when setting up projects, generating documentation, configuring multilingual support, or optimizing templates.
Orchestrates comprehensive cognitive thinking patterns for complex problem-solving. Analyzes tasks to select optimal pattern(s) from foundational, reasoning, creative, metacognitive, specialized, and neurodivergent categories. Chains multiple patterns when needed and validates outputs before responding.
Master TAM/SAM/SOM calculations, market sizing methodologies, and validation frameworks. Use when assessing market opportunity, validating business viability, planning market entry, estimating revenue potential, or determining if a market is worth pursuing. Covers bottom-up, top-down, and value theory sizing methods, competitive analysis, and systematic validation approaches.
Break down technical implementation tasks into actionable steps with codebase analysis. Use when the user says "breakdown the task", "plan the implementation" or when you need to decompose complex features, refactorings, or bug fixes into a structured implementation plan.
Master research synthesis including qualitative analysis, affinity diagramming, theme identification, pattern recognition, and insight extraction. Use when synthesizing research, analyzing interviews, identifying patterns, extracting insights, organizing findings, or translating research into action. Covers synthesis methods, affinity mapping, thematic analysis, and insight generation techniques.
Perform gene set enrichment analysis using AI research providers. Analyzes lists of genes to identify biological themes, pathways, and functional associations.
This skill should be used when the user asks to "start working on issue", "what should I work on", "pick up task", "continue work", "find next task", "hand off", or "end session". Provides agent work session patterns for the FP CLI including claiming work, logging progress, and VCS-based change tracking.
Achieve comprehensive baseline (V_meta ≥0.40) in iteration 0 to enable rapid convergence. Use when planning iteration 0 time allocation, domain has established practices to reference, rich historical data exists for immediate quantification, or targeting 3-4 iteration convergence. Provides 4 quality levels (minimal/basic/comprehensive/exceptional), component-by-component V_meta calculation guide, and 3 strategies for comprehensive baseline (leverage prior art, quantify baseline, domain universality analysis). 40-50% iteration reduction when V_meta(s₀) ≥0.40 vs <0.20. Spend 3-4 extra hours in iteration 0, save 3-6 hours overall.
Master PRD templates including problem statements, success metrics, requirements, user stories, and technical considerations. Use when writing PRDs, documenting features, defining requirements, communicating product decisions, or creating feature specifications. Covers PRD structure, writing best practices, and templates from Amazon, Google, and high-performing PM teams.
Apply RICE, ICE, MoSCoW, Kano, and Value vs Effort frameworks. Use when prioritizing features, roadmap planning, or making trade-off decisions.
Enterprise Mermaid diagramming skill for Claude Code using MCP Playwright. Use when creating architecture diagrams, flowcharts, sequence diagrams, or visual documentation.
SPEC workflow orchestration with EARS format, requirement clarification, and Plan-Run-Sync integration for MoAI-ADK development methodology
Use proactively when you need to implement features or fix bugs using strict Test-Driven Development (TDD) methodology. This agent should be activated for any coding task that requires writing new functionality, refactoring existing code, or ensuring comprehensive test coverage, but should not be used for any design-related tasks. The agent excels at breaking down complex requirements into testable increments and maintaining high code quality through disciplined TDD cycles. Use this agent proactively or if the user mentions 'TDD', 'tdd' or 'Test Driven Development'.
Comprehensive development workflow specialist combining TDD, debugging, performance optimization, code review, PR review, and quality assurance into unified development workflows
