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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-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
    • operational-excellence
    …
  • 🤖 agents

    fai-markdown-expert

    Markdown specialist — CommonMark/GFM, agent markup (.agent.md/.instructions.md/SKILL.md), documentation standards (README/ADR/changelog), accessibility, and content structure.

    agents/fai-markdown-expert.agent.md136 lines
    • operational-excellence
    …
  • 🤖 agentsused by 2

    fai-mentoring-agent

    Developer mentoring specialist — Socratic teaching, personalized learning paths, constructive code review feedback, skill gap analysis, and progressive complexity scaffolding.

    agents/fai-mentoring-agent.agent.md145 lines
    • responsible-ai
    • operational-excellence
    …
  • 🤖 agentsused by 2

    fai-mermaid-diagram-expert

    Mermaid diagram specialist — flowcharts, sequence diagrams, architecture diagrams, ER diagrams, state machines, and Gantt charts for AI system documentation.

    agents/fai-mermaid-diagram-expert.agent.md171 lines
    • operational-excellence
    …
  • 🤖 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 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
    • reliability
    …
  • 🤖 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
    • reliability
    …
  • 🤖 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-prd-writer

    PRD writer — produces structured Product Requirements Documents with user personas, success metrics, AI-specific requirements (quality thresholds, safety), constraints, and acceptance criteria.

    agents/fai-prd-writer.agent.md130 lines
    • operational-excellence
    • responsible-ai
    …
  • 🤖 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
    …
  • 🤖 agentsused by 2

    fai-protobuf-expert

    Protocol Buffers specialist — proto3 schema design, backward compatible evolution, gRPC service definitions, code generation, and binary serialization for high-performance AI APIs.

    agents/fai-protobuf-expert.agent.md159 lines
    • performance-efficiency
    • operational-excellence
    …
  • 🤖 agentsused by 2

    fai-sap-expert

    SAP integration specialist — SAP BTP, OData APIs, BAPI/RFC connectors, procurement/inventory/order processing, and AI-enhanced enterprise resource planning.

    agents/fai-sap-expert.agent.md117 lines
    • reliability
    • security
    • operational-excellence
    …
  • 🤖 agentsused by 2

    fai-semantic-kernel-expert

    Semantic Kernel specialist — plugins with function calling, KernelFilter middleware, memory/vector stores, agent group chat orchestration, and RAG pipeline patterns in C#/Python.

    agents/fai-semantic-kernel-expert.agent.md158 lines
    • reliability
    • operational-excellence
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  • 🤖 agentsused by 2

    fai-servicenow-expert

    ServiceNow ITSM integration specialist — incident/change/request management via REST API, CMDB queries, knowledge base search, AI-powered ticket triage, and service catalog automation.

    agents/fai-servicenow-expert.agent.md124 lines
    • reliability
    • security
    • operational-excellence
    …
  • 🤖 agentsused by 2

    fai-slack-expert

    Slack integration specialist — Bot API, Block Kit UI, slash commands, interactive modals, AI-powered conversation summarization, thread-based notifications, and incident war room automation.

    agents/fai-slack-expert.agent.md149 lines
    • operational-excellence
    • reliability
    …
  • 🤖 agentsused by 2

    fai-specification-writer

    Specification writer — generates AI-ready technical specifications with requirements, evaluation criteria, WAF alignment, API contracts, data models, and acceptance criteria.

    agents/fai-specification-writer.agent.md119 lines
    • operational-excellence
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  • 🤖 agentsused by 2

    fai-teams-expert

    Microsoft Teams integration specialist — Adaptive Cards, Bot Framework SDK, Graph API for channels/chats/meetings, AI-powered meeting summarization, and action item extraction.

    agents/fai-teams-expert.agent.md141 lines
    • operational-excellence
    • security
    …
  • 🤖 agentsused by 2

    fai-tech-debt-analyst

    Tech debt analyst — identifies, quantifies, and prioritizes technical debt with cost-of-delay analysis, remediation plans, and sprint allocation recommendations.

    agents/fai-tech-debt-analyst.agent.md124 lines
    • operational-excellence
    • reliability
    …
  • 🤖 agentsused by 2

    fai-temporal-expert

    Temporal workflow orchestration specialist — durable execution, saga patterns, long-running AI workflows, activity retry policies, timeouts, and distributed task scheduling.

    agents/fai-temporal-expert.agent.md168 lines
    • reliability
    • operational-excellence
    …
  • 🤖 agentsused by 2

    fai-vercel-expert

    Vercel specialist — AI SDK (streaming useChat/useCompletion), Edge Functions, Next.js deployment, KV/Blob/Postgres storage, and serverless AI application patterns.

    agents/fai-vercel-expert.agent.md159 lines
    • performance-efficiency
    • operational-excellence
    …
  • 🤖 agentsused by 2

    fai-wandb-expert

    Weights & Biases specialist — experiment tracking, model versioning, hyperparameter sweeps, prompt tracing, evaluation dashboards, and LLM fine-tuning monitoring.

    agents/fai-wandb-expert.agent.md152 lines
    • operational-excellence
    • performance-efficiency
    …

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