Primitives

copilot-teams-extension

Copilot for Teams Extension — declarative agents, API plugins, message extensions.

cost-optimized-ai-gateway

Cost-Optimized AI Gateway — intelligent model routing, token budget enforcement, request caching, rate limiting.

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.

deterministic-agent

Deterministic AI Agent — finite state machines, rule-based routing, guardrailed tool use.

devops-oncall

DevOps and on-call operations — incident triage, Azure resource diagnostics, KQL query generation, deployment automation.

docker-containerization

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

document-intelligence

Document Intelligence — OCR, form extraction, table recognition.

edge-ai-phi4

Edge AI with Phi-4 — deploy small language models on edge devices, IoT hubs, and local inference servers. Quantization, ONNX optimization.

enterprise-rag

Production-grade Retrieval-Augmented Generation pipeline with Azure AI Search, OpenAI embeddings, Container Apps deployment, and WAF-aligned evalua...

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.

fine-tuning-workflow

Fine-Tuning Workflow — dataset preparation, training job orchestration, evaluation pipelines, model registry.

frontend-web-development

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

go-development

Go Development — high-performance services, gRPC APIs, concurrent patterns, and cloud-native tooling. Idiomatic Go with table-driven tests.

go-mcp-development

Go MCP Development — build high-performance MCP servers in Go with goroutine concurrency, gRPC transport, and minimal memory footprint for edge deployment.

incident-response

Incident Response — on-call triage, KQL query generation, Azure resource diagnostics, runbook automation.

it-ticket-resolution

IT Ticket Resolution — automated incident classification, knowledge base search, resolution suggestion.

java-development

Java Development — Spring Boot, Quarkus, JUnit 5, Gradle/Maven builds, and microservice patterns. Enterprise Java with reactive streams.

java-mcp-development

Java MCP Development — build MCP servers in Java with Spring Boot, reactive streams, Maven/Gradle builds, and enterprise middleware integration.