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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 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 1

    fai-browser-agent

    Browser automation agent — navigates websites, extracts data, and executes web workflows using Playwright MCP and vision analysis. Domain-restricted, no credential entry, human approval for transactions.

    agents/fai-browser-agent.agent.md123 lines
    • security
    • reliability
    • responsible-ai
    …
  • 🤖 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-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
    • reliability
    • security
    …
  • 🤖 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
    • security
    • operational-excellence
    …
  • 🤖 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
    • operational-excellence
    …
  • 🤖 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-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 3

    fai-collective-researcher

    Multi-agent researcher — gathers information from knowledge bases, codebase search, documentation analysis, and web research to ground specialist agents with verified facts.

    agents/fai-collective-researcher.agent.md127 lines
    • reliability
    • responsible-ai
    …
  • 🤖 agentsused by 3

    fai-collective-reviewer

    Multi-agent reviewer — security audit, OWASP LLM Top 10, WAF compliance, code quality, AI safety checks, and PR review with severity-classified feedback.

    agents/fai-collective-reviewer.agent.md139 lines
    • security
    • responsible-ai
    • reliability
    …
  • 🤖 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
    • 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-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
    • operational-excellence
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  • 🤖 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
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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
    • operational-excellence
    • security
    …
  • 🤖 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
    • operational-excellence
    • performance-efficiency
    …
  • 🤖 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
    • reliability
    …
  • 🤖 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
    • operational-excellence
    …
  • 🤖 agentsused by 1

    fai-deterministic-expert

    Deterministic AI specialist — makes AI outputs reproducible, grounded, and auditable with temperature control, seed pinning, JSON schema output, RAG grounding, citation enforcement, and multi-layer hallucination defense.

    agents/fai-deterministic-expert.agent.md168 lines
    • reliability
    • responsible-ai
    • security
    …
  • 🤖 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
    • reliability
    • security
    …
  • 🤖 agentsused by 2

    fai-dotnet-maui-expert

    .NET MAUI cross-platform specialist — iOS, Android, Windows, macOS from single C# codebase, on-device AI inference (ONNX), MVVM architecture, and mobile-first AI application patterns.

    agents/fai-dotnet-maui-expert.agent.md147 lines
    • 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
    …

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