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FAI primitive entity

FAI Plugins

Composable integration packages with manifest + README. Search the catalog, inspect evidence and token size, compare Full and Lean variants, then copy, download, or install from the same bounded record.

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77 records74 quality-scored74 Lean-readyCopy + download

Evidence catalog

Find the right plugin for the job.

Filter by operating concern, search by intent, and inspect the source contract before using it.

77 / 77 records
77 of 77 plugins · Page 1 of 2
Low-Calorie (Lean)

2,442,150 Full tokens · switch to Lean for exact per-card and filtered-view receipts

74/77 gatedLean Mode
Full mode active — verbatim source.

Autonomous RAG where the AI agent controls retrieval — decides when to search, which sources to query, iterates on results.

17,453 tok★ 87 Quality

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

38,230 tok★ 91 Quality

Azure AI Landing Zone — subscription vending, network topology, RBAC, policy enforcement.

36,991 tok★ 90 Quality

Advanced AI Landing Zone — multi-region deployment, private endpoints, Azure Firewall, DDoS protection, sovereign cloud patterns.

44,078 tok★ 90 Quality

AI Observability — distributed tracing for LLM calls, token usage dashboards, latency monitoring, evaluation score tracking.

38,971 tok★ 89 Quality

AI Search Portal — full-text and vector hybrid search with semantic ranking, faceted navigation, autocomplete.

33,140 tok★ 90 Quality

Anomaly Detection — real-time and batch anomaly detection for time-series, metrics, and log data. Uses Azure AI Anomaly Detector, custom ML models.

35,230 tok★ 89 Quality

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

34,177 tok★ 92 Quality

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

50,005 tok★ 91 Quality

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

35,853 tok★ 90 Quality

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

37,456 tok★ 91 Quality

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

65,985 tok★ 89 Quality

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

39,889 tok★ 91 Quality

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

28,523 tok★ 91 Quality

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

31,216 tok★ 90 Quality

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

30,096 tok★ 90 Quality

AI-driven web task execution using Playwright MCP and GPT-4o Vision — navigate websites, extract data, fill forms.

16,445 tok★ 85 Quality

Call Center Voice AI — real-time speech-to-text, intent classification, sentiment analysis.

38,089 tok★ 88 Quality

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

33,647 tok★ 90 Quality

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

37,814 tok★ 88 Quality

Content Moderation — real-time text, image, and multi-modal content safety with Azure AI Content Safety. Includes severity scoring.

43,220 tok★ 89 Quality

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

35,884 tok★ 90 Quality

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

30,155 tok★ 85 Quality

Copilot Studio Bot — custom copilot experiences with Microsoft Copilot Studio, Power Virtual Agents.

36,842 tok★ 89 Quality

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

36,221 tok★ 89 Quality

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

44,371 tok★ 89 Quality

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

36,746 tok★ 91 Quality

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

24,190 tok★ 91 Quality

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

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

39,866 tok★ 91 Quality

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

36,584 tok★ 89 Quality

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

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

29,464 tok★ 90 Quality

Document Intelligence — OCR, form extraction, table recognition.

34,031 tok★ 89 Quality

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

34,159 tok★ 89 Quality

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

21,420 tok★ 90 Quality

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

26,508 tok★ 87 Quality

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

32,217 tok★ 91 Quality

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

32,041 tok★ 90 Quality

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

34,471 tok★ 90 Quality

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

37,723 tok★ 89 Quality

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

44,110 tok★ 91 Quality

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

22,721 tok★ 90 Quality

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

23,788 tok★ 90 Quality

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

29,270 tok★ 90 Quality

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

36,929 tok★ 89 Quality

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

29,253 tok★ 90 Quality

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

24,136 tok★ 90 Quality

Kotlin MCP Development — build MCP servers in Kotlin with Ktor, coroutines, multiplatform support, and Android-compatible tool implementations.

23,917 tok★ 90 Quality

Kubernetes Orchestration — cluster setup, Helm charts, KEDA autoscaling, Dapr sidecars, Istio service mesh.

26,732 tok★ 88 Quality
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