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ConceptsAGENTS.md Specification

AGENTS.md β€” FrootAI Cross-Platform Agent Discovery

Standard: This file follows the AGENTS.md specificationΒ  for cross-platform agent discovery. Any AI coding assistant (Copilot, Claude, Cursor, Windsurf, Cody, etc.) can read this file to discover available agents.

Overview

FrootAI provides specialized AI agents organized by domain. Each agent is a .agent.md file with YAML frontmatter defining its description, tools, model preferences, and WAF (Well-Architected Framework) alignment.

Browse the full catalog: frootai.dev/primitives/agentsΒ 

Agent Architecture

agents/ β”œβ”€β”€ fai-rag-architect.agent.md # RAG specialist β”œβ”€β”€ fai-azure-ai-search-expert.agent.md # AI Search expert β”œβ”€β”€ fai-security-reviewer.agent.md # Security reviewer β”œβ”€β”€ fai-play-01-builder.agent.md # Enterprise RAG Builder β”œβ”€β”€ ... (agents) └── fai-rag-architect/fai-context.json # FAI Protocol context

Each agent follows this structure:

--- description: "One-line description of what this agent does" tools: ["codebase", "terminal"] # Tools the agent can use model: ["gpt-4o", "gpt-4o-mini"] # Preferred models (array) waf: ["security", "reliability"] # WAF pillar alignment plays: ["01-enterprise-rag", "21-agentic-rag"] # Compatible solution plays --- # Agent Name Detailed instructions for the agent's behavior, expertise, and constraints.

Agent Categories

πŸ” RAG & Search (15+ agents)

AgentDescriptionCompatible Plays
fai-rag-architectRAG pipeline design β€” chunking, indexing, retrieval, reranking01, 21, 28
fai-azure-ai-search-expertAI Search configuration, semantic ranking, hybrid search01, 09, 26
fai-rag-expertEnd-to-end RAG implementation, grounding, citation pipelines01, 21
fai-graphrag-expertGraph-based RAG β€” entity extraction, relationship mapping28
fai-embedding-expertEmbedding model selection, dimensionality, batch processing01, 21, 26

πŸ€– Agent & Multi-Agent (15+ agents)

AgentDescriptionCompatible Plays
fai-autogen-expertAutoGen ConversableAgent, GroupChat, code execution sandboxing07, 22, 51
fai-deterministic-expertZero-temperature, seed pinning, structured output, guardrails03
fai-swarm-supervisorDistributed agent teams β€” topology, conflict resolution22
fai-crewai-expertCrewAI task delegation, agent specialization, crew orchestration07
fai-langchain-expertLCEL chains, agents with tools, LangSmith tracing01, 21
fai-dspy-expertDSPy signatures, optimizers, compiled prompt pipelines18, 03

πŸ—οΈ Infrastructure & Platform (20+ agents)

AgentDescriptionCompatible Plays
fai-architectSolution architecture β€” Azure services, patterns, WAFAll plays
fai-landing-zoneHub-spoke networking, private endpoints, governance02, 11
fai-azure-openai-expertModel deployment, PTU vs PAYG, content filtering, structured output01, 03, 14
fai-azure-aks-expertGPU node pools, vLLM serving, KEDA autoscaling02, 11, 12
fai-cost-optimizerFinOps β€” model routing, caching, right-sizing14, 52
fai-capacity-plannerPTU allocation, GPU sizing, cost forecasting02, 12, 14

πŸ”’ Security & Compliance (15+ agents)

AgentDescriptionCompatible Plays
fai-security-reviewerOWASP LLM Top 10, prompt injection defenseAll plays
fai-compliance-expertGDPR, HIPAA, SOC 2, EU AI Act35, 70, 99
fai-responsible-ai-reviewerFairness, bias detection, transparency60
fai-content-safety-expertContent moderation, severity scoring, Prompt Shields10, 61
fai-red-team-expertAdversarial testing, jailbreak simulation41

πŸŽ™οΈ Voice & Speech (5+ agents)

AgentDescriptionCompatible Plays
fai-play-04-builderCall Center Voice AI — STT→LLM→TTS streaming pipeline04
fai-streaming-expertSSE, WebSocket, Event Hub streaming patterns04, 20

πŸ“„ Document Processing (10+ agents)

AgentDescriptionCompatible Plays
fai-play-06-builderAzure Document Intelligence OCR, multi-format extraction06
fai-play-15-builderGPT-4o Vision multi-modal document analysis15

πŸ₯ Industry Specialists (20+ agents)

AgentDescriptionCompatible Plays
fai-salesforce-expertEinstein AI, Apex, SOQLβ€”
fai-sap-expertSAP AI Core, CAP, BTP integrationβ€”
fai-servicenow-expertITSM workflows, MCP connector05

βš™οΈ DevOps & Tooling (15+ agents)

AgentDescriptionCompatible Plays
fai-devops-expertCI/CD, incident response, deployment risk37
fai-test-generatorTest generation, mutation testing, coverage32
fai-code-reviewerPR review, OWASP scanning, style checks24
fai-azure-monitor-expertKQL queries, dashboards, AI telemetry17
fai-prompt-engineerPrompt versioning, A/B testing, optimization18
fai-github-actions-expertReusable workflows, OIDC, matrix strategiesAll plays

🧠 ML & Model Management (10+ agents)

AgentDescriptionCompatible Plays
fai-fine-tuning-expertLoRA, QLoRA, JSONL data prep, evaluation13
fai-azure-ai-foundry-expertHub/Project model, Prompt Flow, evaluation pipelines01, 13
fai-mlflow-expertExperiment tracking, model registry, deployment13

🎨 Creative & Media (10+ agents)

AgentDescriptionCompatible Plays
fai-i18n-expertMultilingual, ICU, locale management57
fai-technical-writerDiΓ‘taxis docs, API reference, architecture docsAll plays

πŸ”Œ Platform Agents (10+ agents)

AgentDescriptionCompatible Plays
fai-copilot-ecosystem-expertCopilot extensions, declarative agents, M36508, 16, 40
fai-mcp-expertMCP protocol, tool design, server implementation29
fai-semantic-kernel-expertSK plugins, planners, orchestrationAll plays
fai-typescript-mcp-expertTypeScript MCP server with @modelcontextprotocol/sdk29
fai-python-mcp-expertPython MCP server with FastMCP decorators29
fai-csharp-mcp-expertC# MCP server with ModelContextProtocol NuGet29

🎯 Solution Play Agents (69 agents)

Each of the 23 solution plays has a dedicated builder/reviewer/tuner agent triad:

PlayBuilderReviewerTuner
01 β€” Enterprise RAGFAI Enterprise RAG BuilderFAI Enterprise RAG ReviewerFAI Enterprise RAG Tuner
02 β€” AI Landing ZoneFAI AI Landing Zone BuilderFAI AI Landing Zone ReviewerFAI AI Landing Zone Tuner
03 β€” Deterministic AgentFAI Deterministic Agent BuilderFAI Deterministic Agent ReviewerFAI Deterministic Agent Tuner
04 β€” Call Center Voice AIFAI Call Center Voice AI BuilderFAI Call Center Voice AI ReviewerFAI Call Center Voice AI Tuner
05 β€” IT Ticket ResolutionFAI IT Ticket Resolution BuilderFAI IT Ticket Resolution ReviewerFAI IT Ticket Resolution Tuner
06 β€” Document IntelligenceFAI Document Intelligence BuilderFAI Document Intelligence ReviewerFAI Document Intelligence Tuner
07 β€” Multi-Agent ServiceFAI Multi-Agent Service BuilderFAI Multi-Agent Service ReviewerFAI Multi-Agent Service Tuner
08 β€” Copilot Studio BotFAI Copilot Studio Bot BuilderFAI Copilot Studio Bot ReviewerFAI Copilot Studio Bot Tuner
09 β€” AI Search PortalFAI AI Search Portal BuilderFAI AI Search Portal ReviewerFAI AI Search Portal Tuner
10 β€” Content ModerationFAI Content Moderation BuilderFAI Content Moderation ReviewerFAI Content Moderation Tuner
11 β€” AI Landing Zone Adv.FAI AI Landing Zone Advanced BuilderFAI AI Landing Zone Advanced ReviewerFAI AI Landing Zone Advanced Tuner
12 β€” Model Serving AKSFAI Model Serving AKS BuilderFAI Model Serving AKS ReviewerFAI Model Serving AKS Tuner
13 β€” Fine-Tuning WorkflowFAI Fine-Tuning Workflow BuilderFAI Fine-Tuning Workflow ReviewerFAI Fine-Tuning Workflow Tuner
14 β€” Cost-Optimized GatewayFAI Cost-Optimized AI Gateway BuilderFAI Cost-Optimized AI Gateway ReviewerFAI Cost-Optimized AI Gateway Tuner
15 β€” Document ProcessingFAI Document Processing BuilderFAI Document Processing ReviewerFAI Document Processing Tuner
16 β€” Copilot Teams Ext.FAI Copilot Teams Extension BuilderFAI Copilot Teams Extension ReviewerFAI Copilot Teams Extension Tuner
17 β€” AI ObservabilityFAI AI Observability BuilderFAI AI Observability ReviewerFAI AI Observability Tuner
18 β€” Prompt OptimizationFAI Prompt Optimization BuilderFAI Prompt Optimization ReviewerFAI Prompt Optimization Tuner
19 β€” Edge AIFAI Edge AI BuilderFAI Edge AI ReviewerFAI Edge AI Tuner
20 β€” Real-Time AnalyticsFAI Real-Time Analytics BuilderFAI Real-Time Analytics ReviewerFAI Real-Time Analytics Tuner
21 β€” Agentic RAGFAI Agentic RAG BuilderFAI Agentic RAG ReviewerFAI Agentic RAG Tuner
22 β€” Swarm OrchestrationFAI Swarm Orchestration BuilderFAI Swarm Orchestration ReviewerFAI Swarm Orchestration Tuner
23 β€” Browser AgentFAI Browser Agent BuilderFAI Browser Agent ReviewerFAI Browser Agent Tuner

Plus 2 utility agents: FAI Play Dispatcher (routes to correct play) and FAI Play Lifecycle (play management).

How to Use

In VS Code (with GitHub Copilot)

# Copilot automatically discovers agents from .agent.md files # Reference an agent in Copilot Chat: @workspace Which agent should I use for RAG?

In a Solution Play

Agents are wired via fai-manifest.json:

{ "primitives": { "agents": ["./agent.md", "../../agents/fai-rag-architect.agent.md"] } }

Via MCP Server

npx frootai-mcp@latest # 25 tools including agent_build, agent_review, agent_tune

Via CLI

npx frootai primitives --type agents # Browse all agents
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