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
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- security
- cost-optimization
- performance-efficiency
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🤖 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
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🤖 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
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🤖 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
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🤖 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
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🤖 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
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🤖 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
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🤖 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
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🤖 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
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🤖 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
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🤖 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
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🤖 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
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🤖 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
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- cost-optimization
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🤖 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
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🤖 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
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🤖 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
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- cost-optimization
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