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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-ai-infra-expert

    AI infrastructure expert — GPU compute sizing (A100/H100), VRAM estimation, model serving (vLLM/TensorRT-LLM/Triton), AKS node pool design, PTU vs PAYG cost modeling, and quantization strategies.

    agents/fai-ai-infra-expert.agent.md107 lines
    • performance-efficiency
    • cost-optimization
    • reliability
    …
  • 🤖 agentsused by 2

    fai-api-gateway-designer

    API gateway architect — Azure APIM patterns, rate limiting, token-based throttling, multi-region load balancing, backend circuit breakers, and cost-aware routing for LLM endpoints.

    agents/fai-api-gateway-designer.agent.md80 lines
    • cost-optimization
    • reliability
    • 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 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 3

    fai-azure-container-apps-expert

    Azure Container Apps specialist — serverless containers, Dapr sidecars, KEDA autoscaling, GPU workload profiles, scale-to-zero, and AI agent hosting patterns with blue/green deployments.

    agents/fai-azure-container-apps-expert.agent.md147 lines
    • cost-optimization
    • reliability
    • operational-excellence
    …
  • 🤖 agentsused by 3

    fai-azure-event-hubs-expert

    Azure Event Hubs specialist — partitioned event streaming, Kafka compatibility, Schema Registry governance, real-time AI inference pipelines, and high-throughput data ingestion.

    agents/fai-azure-event-hubs-expert.agent.md163 lines
    • performance-efficiency
    • reliability
    • cost-optimization
    …
  • 🤖 agentsused by 3

    fai-azure-logic-apps-expert

    Azure Logic Apps specialist — low-code workflow automation, 1400+ connectors, AI integration actions, Durable orchestration, B2B/EDI, and enterprise integration patterns.

    agents/fai-azure-logic-apps-expert.agent.md157 lines
    • operational-excellence
    • reliability
    • cost-optimization
    …
  • 🤖 agentsused by 3

    fai-azure-monitor-expert

    Azure Monitor specialist — Application Insights for AI distributed tracing, KQL for token analytics, custom dashboards for groundedness/coherence metrics, cost alerting, and AI-specific observability patterns.

    agents/fai-azure-monitor-expert.agent.md196 lines
    • operational-excellence
    • cost-optimization
    • reliability
    …
  • 🤖 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 3

    fai-azure-storage-expert

    Azure Storage specialist — Blob lifecycle tiers, ADLS Gen2 for data lakes, private endpoints, managed identity auth, and document/model artifact storage for AI pipelines.

    agents/fai-azure-storage-expert.agent.md117 lines
    • security
    • cost-optimization
    • reliability
    …
  • 🤖 agentsused by 3

    fai-batch-processing-expert

    Batch processing specialist — Azure Batch pools, Global Batch API (50% cost savings), Durable Functions fan-out, large-scale document/embedding pipelines, and async LLM inference patterns.

    agents/fai-batch-processing-expert.agent.md159 lines
    • cost-optimization
    • reliability
    • performance-efficiency
    …
  • 🤖 agentsused by 3

    fai-capacity-planner

    AI capacity planning specialist — GPU sizing, PTU allocation, token volume forecasting, cost modeling, scaling strategy, and FinOps for Azure AI workloads.

    agents/fai-capacity-planner.agent.md119 lines
    • cost-optimization
    • performance-efficiency
    • reliability
    …
  • 🤖 agentsused by 2

    fai-collective-orchestrator

    Multi-agent orchestrator — routes tasks to specialist agents, manages turn limits, decomposes complex requests, synthesizes results, and ensures quality gates across the FAI Collective.

    agents/fai-collective-orchestrator.agent.md155 lines
    • reliability
    • cost-optimization
    • operational-excellence
    …
  • 🤖 agentsused by 1

    fai-cost-gateway

    AI cost gateway specialist — APIM-based AI gateway with semantic caching, model routing by complexity, token budget enforcement, multi-region PTU load balancing, and FinOps telemetry.

    agents/fai-cost-gateway.agent.md156 lines
    • cost-optimization
    • performance-efficiency
    • reliability
    …
  • 🤖 agentsused by 2

    fai-dspy-expert

    DSPy framework specialist — declarative LM programs, signature-based modules, optimizers (BootstrapFewShot, MIPRO), assertions, metric-driven prompt optimization, and compiled prompt pipelines.

    agents/fai-dspy-expert.agent.md155 lines
    • performance-efficiency
    • cost-optimization
    • reliability
    …
  • 🤖 agentsused by 2

    fai-event-driven-expert

    Event-driven architecture specialist — Azure Event Grid, Service Bus, Event Hubs selection, event sourcing, CQRS, saga orchestration, and exactly-once processing patterns for AI pipelines.

    agents/fai-event-driven-expert.agent.md143 lines
    • reliability
    • performance-efficiency
    • cost-optimization
    …
  • 🤖 agentsused by 1

    fai-play-12-builder

    Model Serving AKS builder — GPU cluster design, vLLM/TGI serving engines, NVIDIA device plugin, HPA/KEDA autoscaling, model versioning, and canary deployments.

    agents/fai-play-12-builder.agent.md46 lines
    • performance-efficiency
    • reliability
    • cost-optimization
    …
  • 🤖 agentsused by 1

    fai-play-14-builder

    Cost-Optimized AI Gateway builder — APIM AI gateway, semantic caching with Redis, smart model routing by complexity, token budget enforcement, and multi-region load balancing.

    agents/fai-play-14-builder.agent.md46 lines
    • cost-optimization
    • performance-efficiency
    • reliability
    …
  • 🤖 agentsused by 1

    fai-play-17-builder

    AI Observability builder — Application Insights distributed tracing, KQL query library for AI metrics, Azure Workbooks dashboards, alerting rules, and FinOps telemetry.

    agents/fai-play-17-builder.agent.md45 lines
    • operational-excellence
    • cost-optimization
    • reliability
    …
  • 🤖 agentsused by 1

    fai-play-18-builder

    Prompt Optimization builder — prompt versioning with semantic versions, A/B testing framework, Azure Prompt Flow, template engine with variable injection, and evaluation-driven iteration.

    agents/fai-play-18-builder.agent.md57 lines
    • performance-efficiency
    • cost-optimization
    • reliability
    …
  • 🤖 agentsused by 1

    fai-play-19-builder

    Edge AI builder — Phi-4 on-device inference, ONNX quantization (INT4/INT8), Azure IoT Hub fleet management, offline-first architecture, and cloud fallback patterns.

    agents/fai-play-19-builder.agent.md45 lines
    • reliability
    • performance-efficiency
    • cost-optimization
    …
  • 🤖 agents

    fai-play-lifecycle

    FAI play lifecycle manager — handles play initialization (scaffold file structure), Bicep deployment, evaluation quality gates, and config tuning for any of the 101 solution plays.

    agents/fai-play-lifecycle.agent.md158 lines
    • operational-excellence
    • reliability
    • cost-optimization
    …
  • 🤖 agentsused by 2

    fai-production-patterns-expert

    Production AI patterns expert — hosting selection (Container Apps/AKS/Functions), APIM gateway patterns, streaming SSE, retry/circuit-breaker, health checks, and multi-region deployment for production AI workloads.

    agents/fai-production-patterns-expert.agent.md175 lines
    • reliability
    • performance-efficiency
    • cost-optimization
    • operational-excellence
    …

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