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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
    • security
    • performance-efficiency
    …
  • 🤖 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
    • security
    • cost-optimization
    • performance-efficiency
    • +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
    • reliability
    • cost-optimization
    • security
    …
  • 🤖 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
    • reliability
    • cost-optimization
    • security
    …
  • 🤖 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
    • reliability
    • performance-efficiency
    • security
    …
  • 🤖 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
    • security
    • reliability
    …
  • 🤖 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
    • reliability
    • cost-optimization
    • security
    …
  • 🤖 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
    • reliability
    • performance-efficiency
    …
  • 🤖 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
    • performance-efficiency
    • security
    …
  • 🤖 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
    • reliability
    • cost-optimization
    • security
    …
  • 🤖 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
    • performance-efficiency
    • security
    …
  • 🤖 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
    • reliability
    • performance-efficiency
    …
  • 🤖 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
    • reliability
    • performance-efficiency
    …
  • 🤖 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
    • reliability
    • security
    …
  • 🤖 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
    • reliability
    • security
    …
  • 🤖 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
    • reliability
    • security
    …
  • 🤖 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
    • performance-efficiency
    • security
    …
  • 🤖 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
    • reliability
    • performance-efficiency
    …
  • 🤖 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
    • reliability
    • security
    …
  • 🤖 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
    • performance-efficiency
    • security
    …
  • 🤖 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
    • reliability
    • performance-efficiency
    …
  • 🤖 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
    • reliability
    • performance-efficiency
    …
  • 🤖 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
    • reliability
    • cost-optimization
    • performance-efficiency
    …
  • 🤖 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
    • performance-efficiency
    • reliability
    …

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