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
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- +2
… - 🤖 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
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- operational-excellence
… - 🤖 agentsused by 2
fai-azure-devops-expert
Azure DevOps specialist — YAML multi-stage pipelines, environment protection rules, artifact feeds, workload identity federation, and AI-specific deployment quality gates.
agents/fai-azure-devops-expert.agent.md167 lines- 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
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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
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… - 🤖 agentsused by 2
fai-cicd-pipeline-expert
CI/CD pipeline specialist — GitHub Actions with OIDC, multi-stage deployments, AI quality gates (eval.py), security scanning, and DORA metrics for AI application delivery.
agents/fai-cicd-pipeline-expert.agent.md166 lines- operational-excellence
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… - 🤖 agentsused by 2
fai-code-reviewer
Code review specialist — SOLID principles, clean code, OWASP security checks, AI-specific prompt injection auditing, and performance anti-pattern detection across TypeScript, Python, C#, and Bicep.
agents/fai-code-reviewer.agent.md134 lines- reliability
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… - 🤖 agentsused by 2
fai-collective-debugger
Multi-agent debugging specialist — systematic root cause analysis, stack trace interpretation, Azure diagnostics, LLM-specific issue debugging, and performance profiling for AI pipelines.
agents/fai-collective-debugger.agent.md152 lines- 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
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… - 🤖 agentsused by 3
fai-collective-tester
Multi-agent tester — generates unit/integration/E2E tests, AI evaluation pipelines, mutation testing, and quality assurance for AI outputs with deterministic seed-based testing.
agents/fai-collective-tester.agent.md169 lines- reliability
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… - 🤖 agentsused by 2
fai-crewai-expert
CrewAI multi-agent framework specialist — crew composition, role-based agents with backstory, task delegation with expected output, sequential/hierarchical processes, and custom tool integration.
agents/fai-crewai-expert.agent.md151 lines- reliability
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… - 🤖 agentsused by 2
fai-dapr-expert
Dapr distributed application runtime specialist — service invocation, state management, pub/sub messaging, bindings, secrets management, and sidecar-based AI microservice patterns.
agents/fai-dapr-expert.agent.md151 lines- reliability
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… - 🤖 agentsused by 3
fai-data-engineer
Data engineering specialist for AI — RAG ingestion pipelines, document chunking, ETL/ELT patterns, PII detection with Presidio, data quality scoring, and Azure Data Factory orchestration.
agents/fai-data-engineer.agent.md182 lines- reliability
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… - 🤖 agentsused by 1
fai-datadog-expert
Datadog observability specialist — monitor creation, APM trace correlation, dashboard design, metric queries, and AI workload monitoring with custom metrics for token usage and model latency.
agents/fai-datadog-expert.agent.md146 lines- operational-excellence
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… - 🤖 agentsused by 1
fai-debug-expert
Systematic debugging specialist — reproduce-isolate-fix methodology, binary search isolation, stack trace interpretation, Application Insights transaction tracing, and LLM-specific issue diagnosis.
agents/fai-debug-expert.agent.md149 lines- reliability
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… - 🤖 agentsused by 2
fai-devops-expert
DevOps lifecycle specialist — GitHub Actions OIDC, Infrastructure as Code (Bicep/Terraform), deployment strategies (blue-green/canary), SRE practices, DORA metrics, and incident management for AI systems.
agents/fai-devops-expert.agent.md127 lines- operational-excellence
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… - 🤖 agentsused by 1
fai-incident-responder
Incident response specialist — severity classification (P0-P4), triage protocols, automated runbooks, war room coordination, root cause analysis, blameless post-mortems, and AI-specific incident patterns.
agents/fai-incident-responder.agent.md146 lines- reliability
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… - 🤖 agentsused by 2
fai-java-expert
Java/Spring Boot specialist — Java 21+ virtual threads, Spring Boot 3.3, Spring AI for LLM integration, reactive streams for SSE, Azure SDK, and enterprise-grade AI application patterns.
agents/fai-java-expert.agent.md163 lines- reliability
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… - 🤖 agentsused by 2
fai-landing-zone
Azure AI Landing Zone architect — hub-spoke networking, private endpoints for all PaaS, managed identity, GPU quotas, governance policies, and Bicep-based enterprise AI infrastructure.
agents/fai-landing-zone.agent.md155 lines- security
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… - 🤖 agentsused by 2
fai-langchain-expert
LangChain framework specialist — LCEL expression language, chains, agents with tool use, retrievers, memory, callbacks, LangSmith tracing, and production RAG pipeline patterns.
agents/fai-langchain-expert.agent.md138 lines- reliability
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… - 🤖 agentsused by 1
fai-migration-expert
Migration specialist — legacy-to-cloud, .NET Framework upgrade, database migration, AI-native re-architecture, 6R framework, Azure Migrate, and incremental migration patterns.
agents/fai-migration-expert.agent.md158 lines- operational-excellence
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… - 🤖 agentsused by 2
fai-mlflow-expert
MLflow specialist — experiment tracking, model registry, metric/artifact logging, Azure ML integration, deployment pipelines, and model lifecycle management.
agents/fai-mlflow-expert.agent.md149 lines- operational-excellence
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… - 🤖 agentsused by 2
fai-openapi-expert
OpenAPI specialist — API-first design, OpenAPI 3.1 spec authoring, code generation, validation middleware, and Copilot plugin API definition for AI applications.
agents/fai-openapi-expert.agent.md187 lines- operational-excellence
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