Primitive Explorer · 847 primitives
Primitives
Every authoring primitive across the FrootAI catalog. Agents, skills, instructions, hooks, plugins, workflows — searchable + faceted. Each one is MIT-licensed and runnable today.
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- 🤖 agentsused by 2
fai-a2a-expert
Agent-to-Agent (A2A) protocol specialist — Google's agent interop standard, AgentCard discovery, task lifecycle, streaming artifacts, push notifications, and multi-agent communication patterns.
agents/fai-a2a-expert.agent.md142 lines- reliability
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… - 🤖 agentsused by 2
fai-architect
Senior cloud-native solution architect — Azure Well-Architected Framework alignment, AI system design, multi-service integration, cost modeling, trade-off analysis, and production readiness assessment.
agents/fai-architect.agent.md78 lines- reliability
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- +2
… - 🤖 agentsused by 6
fai-azure-ai-search-expert
Azure AI Search specialist — HNSW vector indexes, hybrid keyword+vector retrieval, semantic ranker, integrated vectorization pipelines, custom skillsets, scoring profiles, and RAG optimization for production search experiences.
agents/fai-azure-ai-search-expert.agent.md122 lines- performance-efficiency
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… - 🤖 agentsused by 3
fai-azure-aks-expert
Azure Kubernetes Service specialist — GPU node pools (A100/H100), NVIDIA device plugin, model serving with vLLM/TGI/Triton, HPA/KEDA autoscaling, and production AI inference workload patterns.
agents/fai-azure-aks-expert.agent.md139 lines- performance-efficiency
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… - 🤖 agentsused by 2
fai-azure-apim-expert
Azure API Management specialist — AI Gateway patterns, semantic caching, token metering, multi-backend load balancing, circuit breaker, rate limiting, and FinOps for LLM API layers.
agents/fai-azure-apim-expert.agent.md143 lines- cost-optimization
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… - 🤖 agentsused by 2
fai-azure-cdn-expert
Azure Front Door & CDN specialist — global content delivery, WAF policies, caching rules, edge optimization, SSL/TLS management, and Private Link origins for AI application frontends.
agents/fai-azure-cdn-expert.agent.md130 lines- performance-efficiency
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… - 🤖 agentsused by 4
fai-azure-cosmos-db-expert
Azure Cosmos DB specialist — partition key design, DiskANN vector search, multi-region writes, RU optimization, change feed processing, and conversation/session storage for AI agents.
agents/fai-azure-cosmos-db-expert.agent.md146 lines- performance-efficiency
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… - 🤖 agentsused by 2
fai-azure-networking-expert
Azure networking specialist — hub-spoke VNet design, Private Link for AI services, NSGs, Azure Firewall, DNS private zones, and zero-trust network architecture.
agents/fai-azure-networking-expert.agent.md150 lines- security
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… - 🤖 agentsused by 3
fai-azure-service-bus-expert
Azure Service Bus specialist — queues, topics/subscriptions, dead-letter handling, session-based ordered messaging, saga patterns, and agent-to-agent communication for AI workflows.
agents/fai-azure-service-bus-expert.agent.md143 lines- reliability
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… - 🤖 agentsused by 2
fai-azure-sql-expert
Azure SQL specialist — Hyperscale, serverless auto-pause, native vector search, geo-replication, intelligent performance tuning, and AI integration patterns with embeddings storage.
agents/fai-azure-sql-expert.agent.md154 lines- performance-efficiency
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… - 🤖 agentsused by 2
fai-collective-implementer
Multi-agent implementer — writes production code following TDD, implements features with Azure SDKs, generates Bicep infrastructure, and creates solution play components.
agents/fai-collective-implementer.agent.md151 lines- reliability
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… - 🤖 agentsused by 2
fai-csharp-expert
C#/.NET specialist — modern C# 12+/.NET 9, Azure SDK integration, Semantic Kernel, async/await patterns, Polly resilience, minimal APIs, and AI-native application development.
agents/fai-csharp-expert.agent.md143 lines- security
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… - 🤖 agentsused by 1
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.
agents/fai-csharp-mcp-expert.agent.md176 lines- security
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… - 🤖 agentsused by 2
fai-elasticsearch-expert
Elasticsearch specialist — index design, BM25 + kNN hybrid search, vector fields with HNSW, ILM lifecycle, cluster management, and RAG integration patterns.
agents/fai-elasticsearch-expert.agent.md140 lines- performance-efficiency
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… - 🤖 agentsused by 2
fai-go-expert
Go development specialist — idiomatic Go 1.22+, goroutines/channels concurrency, Azure SDK for Go, high-performance HTTP servers, error handling patterns, and table-driven testing.
agents/fai-go-expert.agent.md183 lines- performance-efficiency
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… - 🤖 agentsused by 1
fai-graphql-expert
GraphQL specialist — schema design, resolver patterns, DataLoader N+1 prevention, subscriptions for AI streaming, federation, query complexity limits, and code generation.
agents/fai-graphql-expert.agent.md175 lines- performance-efficiency
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… - 🤖 agentsused by 2
fai-kubernetes-expert
Kubernetes specialist — pod scheduling, GPU resource management, network policies, Helm charts, GitOps with Flux/ArgoCD, and production-grade AI workload orchestration on AKS.
agents/fai-kubernetes-expert.agent.md174 lines- reliability
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… - 🤖 agentsused by 1
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.
agents/fai-mcp-expert.agent.md148 lines- security
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… - 🤖 agentsused by 1
fai-play-09-builder
AI Search Portal builder — Azure AI Search index design, hybrid search with scoring profiles, faceted navigation, answer generation with citations, and auto-suggest.
agents/fai-play-09-builder.agent.md44 lines- performance-efficiency
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… - 🤖 agentsused by 1
fai-play-22-builder
Swarm Orchestration builder — mesh/star/hierarchical agent topologies, supervisor task decomposition, agent specialization, shared memory via Cosmos DB, and conflict resolution.
agents/fai-play-22-builder.agent.md45 lines- reliability
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… - 🤖 agentsused by 2
fai-python-expert
Python development specialist — Python 3.12+, async/await patterns, Pydantic v2, FastAPI, pytest, type hints, Azure SDK, and production-grade AI application patterns.
agents/fai-python-expert.agent.md147 lines- security
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… - 🤖 agentsused by 2
fai-python-mcp-expert
Python MCP server specialist — FastMCP framework, @mcp.tool() decorators, async handlers, Pydantic input models, uv deployment, and Azure service integration for AI tools.
agents/fai-python-mcp-expert.agent.md172 lines- security
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… - 🤖 agentsused by 2
fai-rag-architect
Enterprise RAG architecture specialist — designs end-to-end retrieval-augmented generation pipelines with Azure AI Search, OpenAI embeddings, chunking strategies, grounding, citation, evaluation, and production deployment.
agents/fai-rag-architect.agent.md144 lines- security
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… - 🤖 agentsused by 2
fai-rust-expert
Rust specialist — ownership/borrowing, async with tokio, serde serialization, error handling with thiserror/anyhow, and high-performance AI infrastructure (inference proxies, MCP servers).
agents/fai-rust-expert.agent.md159 lines- security
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