.Agent

Standardized template creation and validation with mandatory schema validation

Vitest setup and configuration, React Testing Library patterns, component testing (render, fireEvent, waitFor), mock patterns (MSW for API mocking), Playwright E2E testing, snapshot testing strategy, and coverage configuration.

Standardized workflow creation and evaluation with mandatory schema validation

Standardized workshop creation and validation

Build raw Cursor artifact bundles as verbatim zip copies filtered by domain profile

JSON knowledge file generation with mandatory schema validation against schemas/knowledge-file.schema.json

Code and document template generation skill with mandatory schema validation against schemas/template.schema.json

Workflow pattern generation and customization skill with mandatory schema validation against schemas/workflow.schema.json

Answer process and configuration questions for FI (incl. FI-CAX, VIM), SD, MM, EWM, LE, CO, WM, AIF, and logistics chain. Supports ABAP development patterns. Output EN or DE.

File reading/writing tools, directory traversal, file type detection, and security sandboxing

Validate trading strategies with walk-forward analysis, Monte Carlo simulation, and robustness checks

Standardized blueprint creation and validation with mandatory schema validation

tRPC router setup with Next.js App Router, procedures (query, mutation, subscription), input validation with Zod, middleware and context, React Query integration, error handling, and type inference.

Comprehensive Next.js 16 App Router patterns, Server vs Client Components decision tree, route handlers, Server Actions, middleware, streaming with Suspense, parallel routes, intercepting routes, and advanced routing patterns.

Standardized knowledge file creation and validation with mandatory schema validation

Conducts a structured Socratic elicitation session to surface all non-functional requirements, with deep focus on AI-specific NFRs that standard templates miss. Use when the user wants to define performance requirements, talk through constraints, discuss what the system must not do, or says "what are the NFRs", "let's think about performance", "how fast does it need to be", or "what are the constraints". Reads knowledge/prototype-brief.md. Writes to knowledge/nfr.md.

JPA entity design (relationships, inheritance, embedded), Spring Data JPA repositories (derived queries, @Query, Specifications), Transaction management, N+1 query prevention (EntityGraph, JOIN FETCH), Auditing, Flyway/Liquibase migrations

Tactical Blueprint for Production-Grade Docker. Focuses on security hardening, image optimization, and multi-stage builds.

Fiori Elements app creation (List Report, Object Page, Worklist), CDS annotations for UI, value helps, draft-enabled UIs, SAP Fiori Tools usage

Tactical Blueprint for SAP Fiori Elements development. Focuses on metadata-driven UI development via CDS annotations and SAP Fiori Tools.

FastAPI project structure, Router organization, Dependency injection, Pydantic v2 models, Background tasks, WebSocket endpoints, Middleware, CORS, OpenAPI customization

Tactical Blueprint for RESTful ABAP Programming (RAP) and CDS Modeling. Focuses on 'Clean Core' compliant on-stack extensibility in S/4HANA Cloud.

DSPy integration for declarative prompt optimization, prompt versioning, A/B testing, few-shot optimization, chain-of-thought patterns, prompt caching

Actively retrieve context from the Dual-Storage Cognitive Memory system (Qdrant & SQLite) for seamless IDE integration.

AI model configuration, LLM memoization, agentic RAG search, and vector library maintenance.

Blazor Server, WebAssembly, and Auto render modes, component lifecycle, state management, JavaScript interop, authentication

RAP business object creation (managed, unmanaged, abstract), behavior definitions, determinations, validations, actions, draft handling, authorization control

Systematic error detection and fixing strategy for CI/CD pipeline failures with intelligent test packaging

5-layer requirements elicitation for Cursor agent system generation with axioms, purpose, and methodology

Comprehensive skill for link verification, file organization, artifact syncing, and README automation.

Approval workflows, interrupts, and feedback patterns for agents

Structured logging with structlog, metrics collection, alerting patterns, and distributed tracing

ReAct pattern implementation, reflection and self-correction, planning and task decomposition, iterative refinement patterns

Image analysis with multi-modal LLMs (GPT-4V, Gemini Vision), object detection integration, image generation pipelines, and visual question answering

Config-driven operating environment skill for shell commands, tool path resolution, and platform-specific syntax across all platforms

Excel file processing and manipulation using the Excel MCP Server

Guide users through selecting enforcement patterns that ensure agent system lives its values

Debugging and tracing LangChain/LangGraph with LangSmith MCP

Converts the top-ranked opportunity cluster into a concrete, buildable prototype brief ready to hand off to the architecture phase. Defines the smallest testable slice, the riskiest assumption to validate, the AI components involved, and the success signal. Use this skill when the user is ready to move from ideas to building, asks "what should we prototype", "what do we build first", or "let's make this concrete". Requires knowledge/opportunities.md. Writes to knowledge/prototype-brief.md and requires human approval before the phase gate.

Quantitative and Industrial risk assessment with VaR, drawdown analysis, SLA breach forecasting, and process reliability metrics.

Master skill for orchestrating and utilizing the full MCP ecosystem (Tavily, RAG, Memory, Sequential Thinking)

Deploy ML models to production with Docker, Kubernetes, cloud platforms, and edge devices

Optimize AI/LLM costs through intelligent routing, caching, batching, and usage analytics

Prompt injection defense, API security, and content filtering for AI systems

Integration of agent systems with blockchain protocols, contracts, event stores, reputation networks, and collective verification engines.

JUnit 5 patterns, Spring Boot Test slices (@WebMvcTest, @DataJpaTest), MockMvc for API testing, Testcontainers for integration tests (PostgreSQL, Redis, Kafka), Mockito patterns, Test fixtures with @TestConfiguration

Decomposes epics from knowledge/prd.md into vertically sliced, independently shippable user stories with BDD acceptance criteria. Detects horizontal slices and technical tasks masquerading as stories, and proposes corrected splits. Use when the user wants to break down epics, create sprint-ready stories, check if stories are independently shippable, or says "let's slice the stories", "break this down", or "is this story too big". Reads knowledge/prd.md. Updates story sections in-place.

High-performance management of Plane PMS using specialized scripts, persistent context, Jinja2 templates, and memory MCP integration.

Skills for validating data integrity, schema compliance, and lineage in data pipelines.

Deployment/Service/ConfigMap/Secret patterns, Horizontal Pod Autoscaler, Ingress configuration, Health probes (liveness/readiness/startup), Resource requests and limits, Helm chart basics, Kustomize overlays, Rolling updates

Create and export PABP agent bundles for cross-platform portable behavior transfer

Azure App Service deployment, Azure Functions, Service Bus messaging, Key Vault integration, Container Apps, Application Insights

Condensed 1-2 hour collaborative onboarding for small teams (2-5 people) with mini-games and shared decision-making

Guide users through selecting and configuring development methodology for agent system

Interactive guidance for selecting appropriate trust verification tier

Token streaming from LLMs, event streaming with astream_events, WebSocket agent patterns, and real-time UI updates

Build algorithmic trading strategies with backtesting, technical indicators, and fundamental data

Researches the competitive landscape for the problem space defined in knowledge/problem-frame.md. Maps existing solutions, extracts differentiators, and surfaces market gaps. Use this skill when the user asks about competitors, existing tools, market landscape, or says "what's already out there" or "how is this solved today". Requires web-search MCP tool. Writes output to knowledge/competitive.md.

Architecture patterns, technology selection, scalability planning, and vector DB selection for AI applications

AI Agent Development with LangChain and LangGraph