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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-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-foundry-expert

    Azure AI Foundry specialist — Hub/Project resource model, Model Catalog deployment, Prompt Flow orchestration, evaluation pipelines with groundedness and safety metrics, fine-tuning workflows, and model lifecycle management across dev/staging/prod environments.

    agents/fai-azure-ai-foundry-expert.agent.md124 lines
    • operational-excellence
    • security
    • cost-optimization
    • responsible-ai
    …
  • 🤖 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
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  • 🤖 agentsused by 4

    fai-azure-functions-expert

    Azure Functions specialist — event-driven AI processing, Durable Functions for long-running agent orchestration, timer triggers for batch inference, and cold start optimization.

    agents/fai-azure-functions-expert.agent.md148 lines
    • cost-optimization
    • reliability
    • operational-excellence
    …
  • 🤖 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-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-fine-tuning-expert

    Fine-tuning and MLOps specialist — LoRA/QLoRA techniques, JSONL training data preparation, Azure OpenAI fine-tuning workflow, hyperparameter tuning, evaluation-driven iteration, and model versioning.

    agents/fai-fine-tuning-expert.agent.md172 lines
    • cost-optimization
    • operational-excellence
    • responsible-ai
    …
  • 🤖 agentsused by 2

    fai-ml-engineer

    ML engineering specialist — model training pipelines, LoRA/QLoRA fine-tuning, evaluation metrics, MLOps with Azure AI Foundry, model registry, and serving optimization for production AI.

    agents/fai-ml-engineer.agent.md144 lines
    • cost-optimization
    • performance-efficiency
    • operational-excellence
    …
  • 🤖 agentsused by 1

    fai-play-13-builder

    Fine-Tuning Workflow builder — Azure OpenAI fine-tuning, JSONL data preparation, LoRA/QLoRA techniques, MLflow experiment tracking, evaluation-driven iteration, and A/B deployment.

    agents/fai-play-13-builder.agent.md46 lines
    • operational-excellence
    • cost-optimization
    • responsible-ai
    …
  • 🤖 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-17-tuner

    AI Observability tuner — Log Analytics commitment tier selection, sampling rate config, alert threshold calibration, dashboard refresh optimization, and retention policy tuning.

    agents/fai-play-17-tuner.agent.md55 lines
    • cost-optimization
    • operational-excellence
    …
  • 🤖 agentsused by 2

    fai-play-dispatcher

    FAI play dispatcher — routes user requests to the correct solution play based on intent classification, understands all 101 plays and their domains, delegates to specialist agents.

    agents/fai-play-dispatcher.agent.md78 lines
    • cost-optimization
    • operational-excellence
    …
  • 🤖 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-power-platform-expert

    Power Platform specialist — Power Apps (Canvas + Model-driven), Power Automate cloud flows, Dataverse, custom connectors, DLP policies, and Copilot Studio integration.

    agents/fai-power-platform-expert.agent.md133 lines
    • operational-excellence
    • cost-optimization
    …
  • 🤖 agentsused by 2

    fai-product-manager

    AI product management specialist — requirements gathering, AI use case prioritization, evaluation metric design, go-to-market strategy, and responsible AI impact assessment.

    agents/fai-product-manager.agent.md133 lines
    • responsible-ai
    • cost-optimization
    • operational-excellence
    …
  • 🤖 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
    …
  • 📋 instructions

    aspnet-waf

    ASP.NET Core 9 standards — Minimal APIs, DI, middleware pipeline, Entra ID auth, EF Core, health checks, rate limiting, output caching, and Azure-native integration.

    instructions/aspnet-waf.instructions.md160 lines
    • security
    • reliability
    • operational-excellence
    • performance-efficiency
    • +1
    …
  • 📋 instructions

    azure-app-service-waf

    Azure App Service standards — deployment slots, scaling, authentication, monitoring, and security patterns.

    instructions/azure-app-service-waf.instructions.md100 lines
    • reliability
    • security
    • cost-optimization
    • operational-excellence
    …
  • 📋 instructions

    azure-bicep-avm

    Azure Bicep AVM (Azure Verified Modules) standards — module usage, parameter patterns, WAF-aligned infrastructure.

    instructions/azure-bicep-avm.instructions.md143 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    …
  • 📋 instructions

    azure-cosmos-waf

    Azure Cosmos DB standards — global distribution, partitioning, consistency, RU optimization, vector search.

    instructions/azure-cosmos-waf.instructions.md110 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    • +1
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  • 📋 instructions

    azure-devops-waf

    Azure DevOps standards — YAML pipelines, environments, service connections, test management, boards.

    instructions/azure-devops-waf.instructions.md110 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    • +1
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  • 📋 instructions

    azure-front-door-waf

    Azure Front Door & WAF standards — global load balancing, WAF rules, caching, SSL offloading, origin protection.

    instructions/azure-front-door-waf.instructions.md110 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    • +1
    …
  • 📋 instructions

    azure-functions-waf

    Azure Functions standards — serverless compute, triggers, bindings, durable functions, cold start optimization.

    instructions/azure-functions-waf.instructions.md110 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    • +1
    …

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