Autonomous RAG where the AI agent controls retrieval — decides when to search, which sources to query, iterates on results.
agentic-ragautonomous-retrievalmulti-sourceazure-ai-searchopenai+1
Plays: 21-agentic-rag
17,453 tok★ 875 items
Composable capability registry
Install governed AI capability without rebuilding the stack.
FAI Plugin Marketplace packages agents, instructions, skills, hooks, and Play mappings into inspectable bundles. Search the registry, review quality and provenance, then install through CLI or VS Code.
77 plugins1,008 bundled items74 quality-scored74 Lean-ready25 Play-mapped
Distribution console
Registry online01
Discover
Search by outcome, service, Play, author, or capability.
02
Inspect
Review manifest, members, token size, quality, and source.
03
Install
Bring the bounded bundle into CLI or VS Code.
CLI install contract
npx frootai install <plugin-name>Discovery workbench
Find capability by job—not by package name.
Semantic and voice search work across plugin IDs, descriptions, keywords, compatible Plays, and authors. Category, source, and composition filters narrow the evidence boundary.
77 records · 20 per page
Source
Composition
What's the difference between Source & Composition?
Harvested plays are automatically discovered from GitHub repos, analyzed by the 7-stage harvest pipeline, and packaged as signed Solution Play ZIPs. Native plays are hand-built by the FAI team.
Verified-AVM composition means the infrastructure was composed using Azure Verified Modules — every resource is sourced from the official AVM registry with WAF/CAF compliance. Gold composition means the infra was manually verified but not AVM-composed.
0
Harvested
0
AVM-verified
77
Native
77
Total plugins
FAI Lean Mode
2,442,150 Full tokens · switch to Lean for measured bundle receipts
Registry results
77 plugins · Page 1 of 4
AI Evaluation Suite — groundedness, coherence, relevance, fluency, and safety scoring. Build evaluation pipelines with Azure AI Evaluation SDK.
evaluationgroundednesscoherencerelevancesafety+4
38,230 tok★ 9114 items
azurelanding-zonebiceprbacpolicy+4
Plays: 02-ai-landing-zone
36,991 tok★ 9017 items
Advanced AI Landing Zone — multi-region deployment, private endpoints, Azure Firewall, DDoS protection, sovereign cloud patterns.
landing-zonemulti-regionprivate-endpointsfirewallcompliance+3
Plays: 11-ai-landing-zone-advanced
44,078 tok★ 9020 items
AI Observability — distributed tracing for LLM calls, token usage dashboards, latency monitoring, evaluation score tracking.
observabilitymonitoringtracingopentelemetryazure-monitor+3
Plays: 17-ai-observability
38,971 tok★ 8917 items
AI Search Portal — full-text and vector hybrid search with semantic ranking, faceted navigation, autocomplete.
ai-searchvector-searchsemantic-rankinghybrid-searchfaceted-navigation+2
Plays: 09-ai-search-portal
33,140 tok★ 9016 items
Anomaly Detection — real-time and batch anomaly detection for time-series, metrics, and log data. Uses Azure AI Anomaly Detector, custom ML models.
anomaly-detectiontime-seriesmetricsalertingevent-hubs+3
Plays: 20-anomaly-detection
35,230 tok★ 8916 items
Architecture Patterns — cloud design patterns, domain-driven design, microservices, event sourcing, CQRS.
architecturedesign-patternsdddmicroservicescqrs+3
34,177 tok★ 9216 items
azureai-servicesopenaiai-searchdocument-intelligence+4
50,005 tok★ 9119 items
Azure Containers — AKS, Container Apps, Container Registry, and Dockerized deployment patterns. GPU workloads, KEDA autoscaling.
azureakscontainer-appsacrdocker+4
35,853 tok★ 9015 items
Azure Data Services — Cosmos DB, SQL Database, Blob Storage, Data Explorer, and Redis Cache patterns. Schema design, partition strategies.
azurecosmos-dbsql-databasestoragedata-explorer+3
37,456 tok★ 9118 items
azureidentitysecuritykey-vaultmanaged-identity+3
65,985 tok★ 8923 items
azureinfrastructurelanding-zonebicepnetworking+4
39,889 tok★ 9119 items
Azure Messaging — Service Bus, Event Hubs, and Event Grid patterns for async communication, event sourcing.
azureservice-busevent-hubsevent-gridmessaging+3
28,523 tok★ 9111 items
azuremonitoringapplication-insightslog-analyticskql+3
31,216 tok★ 9011 items
Azure Serverless — Functions, Logic Apps, Event Grid, and Durable Functions patterns. Event-driven architectures with consumption-based scaling.
azureserverlessfunctionslogic-appsevent-grid+3
30,096 tok★ 9011 items
AI-driven web task execution using Playwright MCP and GPT-4o Vision — navigate websites, extract data, fill forms.
browser-automationplaywrightweb-scrapingvisionmcp+1
Plays: 23-browser-automation-agent
16,445 tok★ 854 items
voice-aicall-centerspeech-to-textsentimentazure-communication-services+2
Plays: 04-call-center-voice-ai
38,089 tok★ 8816 items
cicdgithub-actionsazure-devopspipelinesdeployment+2
33,647 tok★ 9013 items
Code Quality — automated code review, refactoring suggestions, dead code removal, complexity analysis.
code-qualitycode-reviewrefactoringdead-codecomplexity+2
37,814 tok★ 8817 items
Publisher workflow
Ship a plugin through one inspectable contract.
The manifest declares the bundle. Repository validation protects naming and schema. Approved plugins become discoverable across Marketplace, CLI, and MCP search.
01
Add plugin.json
Declare agents, skills, hooks, instructions, Plays, and evaluation.
02
Register via PR
Open a PR to the FAI plugins folder. CI validates schema and naming.
03
Become discoverable
Publish to Marketplace, CLI, and MCP search after validation.
Example plugin.json
{
"name": "my-custom-plugin",
"description": "What this plugin provides",
"version": "1.0.0",
"author": { "name": "Your Name" },
"repository": "https://github.com/you/your-repo",
"license": "MIT",
"keywords": ["your", "tags"],
"agents": ["../../agents/my-agent.agent.md"],
"instructions": ["../../instructions/my-instruction.instructions.md"],
"skills": ["../../skills/my-skill/"],
"hooks": ["../../hooks/my-hook/"],
"plays": ["01-enterprise-rag"]
}