Primitives

ai-evaluation-suite

AI Evaluation Suite — groundedness, coherence, relevance, fluency, and safety scoring. Build evaluation pipelines with Azure AI Evaluation SDK.

architecture-patterns

Architecture Patterns — cloud design patterns, domain-driven design, microservices, event sourcing, CQRS.

azure-ai-services

Azure AI Services — OpenAI, AI Search, Document Intelligence, Language, Speech, Vision.

azure-containers

Azure Containers — AKS, Container Apps, Container Registry, and Dockerized deployment patterns. GPU workloads, KEDA autoscaling.

azure-data-services

Azure Data Services — Cosmos DB, SQL Database, Blob Storage, Data Explorer, and Redis Cache patterns. Schema design, partition strategies.

azure-identity-security

Azure Identity & Security — Managed Identity, Key Vault, RBAC, Conditional Access.

azure-infrastructure

Azure Infrastructure — landing zones, hub-spoke networking, private endpoints, Azure Policy, RBAC.

azure-messaging

Azure Messaging — Service Bus, Event Hubs, and Event Grid patterns for async communication, event sourcing.

azure-monitoring

Azure Monitoring — Application Insights, Log Analytics, KQL queries, alert rules, workbooks.

azure-serverless

Azure Serverless — Functions, Logic Apps, Event Grid, and Durable Functions patterns. Event-driven architectures with consumption-based scaling.

cicd-automation

CI/CD Automation — GitHub Actions, Azure DevOps pipelines, build matrices, deployment gates.

code-quality

Code Quality — automated code review, refactoring suggestions, dead code removal, complexity analysis.

content-safety-toolkit

Content Safety Toolkit — Azure AI Content Safety integration, custom blocklists, severity thresholds, image moderation, prompt injection detection.

context-engineering

Context Engineering — maximize AI effectiveness with structured context, memory banks, knowledge wiring.

csharp-dotnet-development

C# .NET Development — ASP.NET Core, Minimal API, Blazor, MAUI, EF Core, xUnit/NUnit testing.

csharp-mcp-development

C# MCP Development — build Model Context Protocol servers in C# with .NET SDK, ASP.NET Core hosting, dependency injection, and Azure deployment patterns.

database-management

Database administration and optimization — PostgreSQL, SQL Server, Cosmos DB modeling, query optimization, migration planning, and data pipeline patterns.

design-system

Design System — UI components, design tokens, theming, responsive layouts, accessibility, animations, and form patterns. Build consistent.

docker-containerization

Docker Containerization — multi-stage builds, distroless images, BuildKit caching, health checks.

fai-discovery

FAI Discovery — meta-plugin for exploring and recommending agents, instructions, skills, hooks.

fai-essentials

The essential FAI toolkit — WAF-aligned agents (security reviewer, cost optimizer, architect), cross-cutting instructions (OWASP, agent-safety.

fai-protocol-starter

FAI Protocol Starter — quickstart for the FAI Protocol ecosystem. Scaffold fai-manifest.json, fai-context.json.

fine-tuning-mlops

Fine-Tuning & MLOps — dataset curation, model training, hyperparameter optimization, model registry.

frontend-web-development

Frontend Web Development — React, Angular, Vue, Svelte, Astro, and Tailwind CSS patterns. Component architecture, state management, accessibility.