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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-scored77 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)

Fewer tokens, same capability.

77/77 Lean-readySee the receipt →Coverage →
Full mode active — verbatim source.

agentic-rag

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

17,364 tok★ 87 Quality

ai-evaluation-suite

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

38,093 tok★ 82 Quality

ai-landing-zone

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

36,867 tok★ 84 Quality

ai-landing-zone-advanced

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

43,918 tok★ 84 Quality

ai-observability

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

38,815 tok★ 84 Quality

ai-search-portal

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

33,039 tok★ 83 Quality

anomaly-detection

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

35,127 tok★ 84 Quality

architecture-patterns

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

34,088 tok★ 83 Quality

azure-ai-services

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

49,811 tok★ 85 Quality

azure-containers

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

810 tok★ 84 Quality

azure-data-services

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

864 tok★ 84 Quality

azure-identity-security

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

65,674 tok★ 84 Quality

azure-infrastructure

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

858 tok★ 86 Quality

azure-messaging

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

732 tok★ 84 Quality

azure-monitoring

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

701 tok★ 86 Quality

azure-serverless

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

738 tok★ 86 Quality

browser-automation

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

610 tok★ 85 Quality

call-center-voice-ai

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

886 tok★ 83 Quality

cicd-automation

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

741 tok★ 85 Quality

code-quality

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

837 tok★ 81 Quality

content-moderation

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

878 tok★ 83 Quality

content-safety-toolkit

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

702 tok★ 85 Quality

context-engineering

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

30,028 tok★ 78 Quality

copilot-studio-bot

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

926 tok★ 82 Quality

copilot-teams-extension

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

882 tok★ 83 Quality

cost-optimized-ai-gateway

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

940 tok★ 82 Quality

csharp-dotnet-development

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

846 tok★ 85 Quality

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.

24,091 tok★ 86 Quality

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.

919 tok★ 76 Quality

deterministic-agent

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

36,445 tok★ 82 Quality

devops-oncall

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

517 tok

docker-containerization

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

695 tok★ 81 Quality

document-intelligence

Document Intelligence — OCR, form extraction, table recognition.

844 tok★ 83 Quality

edge-ai-phi4

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

883 tok★ 82 Quality

enterprise-rag

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

928 tok★ 87 Quality

fai-discovery

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

771 tok★ 77 Quality

fai-essentials

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

805 tok★ 87 Quality

fai-protocol-starter

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

760 tok★ 82 Quality

fine-tuning-mlops

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

34,346 tok★ 82 Quality

fine-tuning-workflow

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

876 tok★ 83 Quality

frontend-web-development

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

898 tok★ 87 Quality

go-development

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

662 tok★ 88 Quality

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.

685 tok★ 86 Quality

incident-response

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

682 tok★ 85 Quality

it-ticket-resolution

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

847 tok★ 83 Quality

java-development

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

771 tok★ 82 Quality

java-mcp-development

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

687 tok★ 86 Quality

kotlin-mcp-development

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

693 tok★ 86 Quality

kubernetes-orchestration

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

692 tok★ 86 Quality
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