Primitives

fai-angular-expert

Angular 19+ specialist — signals-based reactivity, standalone components, SSR with hydration, zoneless change detection, control flow syntax, and AI chat component patterns.

• performance-efficiency
• reliability

fai-browser-agent

Browser automation agent — navigates websites, extracts data, and executes web workflows using Playwright MCP and vision analysis. Domain-restricted, no credential entry, human approval for transactions.

• security
• reliability
• responsible-ai

fai-cost-gateway

AI cost gateway specialist — APIM-based AI gateway with semantic caching, model routing by complexity, token budget enforcement, multi-region PTU load balancing, and FinOps telemetry.

• cost-optimization
• performance-efficiency
• reliability

fai-csharp-mcp-expert

C# MCP server development specialist — ModelContextProtocol NuGet package, [McpServerTool] attributes, dependency injection, stdio/SSE transport, and Azure-integrated MCP tool development.

• security
• reliability
• performance-efficiency

fai-datadog-expert

Datadog observability specialist — monitor creation, APM trace correlation, dashboard design, metric queries, and AI workload monitoring with custom metrics for token usage and model latency.

• operational-excellence
• reliability

fai-debug-expert

Systematic debugging specialist — reproduce-isolate-fix methodology, binary search isolation, stack trace interpretation, Application Insights transaction tracing, and LLM-specific issue diagnosis.

• reliability
• operational-excellence

fai-deterministic-expert

Deterministic AI specialist — makes AI outputs reproducible, grounded, and auditable with temperature control, seed pinning, JSON schema output, RAG grounding, citation enforcement, and multi-layer hallucination defense.

• reliability
• responsible-ai
• security

fai-go-mcp-expert

Go MCP server specialist — mcp-go SDK, struct-based tool definitions, context-aware handlers, stdio transport, concurrent tool execution, and Azure service integration.

• performance-efficiency
• reliability

fai-graphql-expert

GraphQL specialist — schema design, resolver patterns, DataLoader N+1 prevention, subscriptions for AI streaming, federation, query complexity limits, and code generation.

• performance-efficiency
• reliability
• security

fai-guidance-expert

Microsoft Guidance specialist — constrained generation, token healing, regex patterns, guaranteed JSON/XML compliance, select/gen/each primitives, and grammar-enforced structured output.

• reliability
• performance-efficiency

fai-htmx-expert

htmx specialist — HTML-over-the-wire, hx-get/hx-post/hx-swap, server-sent events for AI streaming, progressive enhancement, and minimal-JavaScript AI chat interfaces.

• performance-efficiency
• reliability

fai-incident-responder

Incident response specialist — severity classification (P0-P4), triage protocols, automated runbooks, war room coordination, root cause analysis, blameless post-mortems, and AI-specific incident patterns.

• reliability
• operational-excellence

fai-java-mcp-expert

Java MCP server specialist — MCP SDK for Java, Spring Boot auto-configuration, @Tool annotation, reactive streams, enterprise service patterns, and Azure integration.

• reliability
• security

fai-kotlin-expert

Kotlin specialist — coroutines with structured concurrency, Ktor HTTP server, Flow for reactive AI streaming, Jetpack Compose UI, and Azure SDK suspend-friendly patterns.

• performance-efficiency
• reliability

fai-kotlin-mcp-expert

Kotlin MCP server specialist — coroutine-based tool handlers, Ktor server transport, sealed class tool definitions, Flow-based streaming, and Azure suspend-friendly integration.

• performance-efficiency
• reliability

fai-mcp-expert

MCP protocol expert — Model Context Protocol specification, tool/resource/prompt primitives, stdio/SSE transports, server development patterns, and MCP ecosystem integration across VS Code, Claude, and Cursor.

• security
• reliability
• performance-efficiency

fai-migration-expert

Migration specialist — legacy-to-cloud, .NET Framework upgrade, database migration, AI-native re-architecture, 6R framework, Azure Migrate, and incremental migration patterns.

• operational-excellence
• reliability

fai-mongodb-expert

MongoDB specialist — document schema design, aggregation pipelines, Atlas Vector Search for RAG, Cosmos DB MongoDB vCore, change streams, and AI application data patterns.

• performance-efficiency
• reliability

fai-nats-expert

NATS messaging specialist — JetStream for durable streams, key-value store, object store, request-reply, pub-sub, and lightweight event-driven AI microservice communication.

• reliability
• performance-efficiency

fai-pagerduty-expert

PagerDuty incident management specialist — alert routing, escalation policies, on-call scheduling, automated incident creation, and AI-specific runbook integration.

• reliability
• operational-excellence

fai-php-expert

PHP 8.3+ specialist — modern PHP with attributes, typed properties, enums, fibers, Composer PSR standards, Laravel/Symfony patterns, and PHP-based AI API integration.

• security
• reliability

fai-php-mcp-expert

PHP MCP server specialist — PHP 8.3+ attributes for tool registration, PSR standards, Composer dependency management, typed properties for JSON Schema, and stdio transport.

• reliability
• security

fai-play-01-builder

Enterprise RAG builder — hybrid search pipeline (BM25+vector), Azure AI Search indexing, OpenAI chat completions with citations, chunking strategies, and evaluation-driven quality gates.

• reliability
• security
• operational-excellence

fai-play-02-builder

AI Landing Zone builder — hub-spoke networking, private endpoints, Azure Firewall, DNS architecture, identity foundation, and governance baseline for enterprise AI workloads.

• reliability
• security
• operational-excellence