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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-solutions-architect

    Cloud solutions architect — end-to-end AI solution design, Azure service selection, multi-service integration, cost estimation, WAF trade-off analysis, and architecture decision records.

    agents/fai-solutions-architect.agent.md147 lines
    • reliability
    • cost-optimization
    • performance-efficiency
    • security
    …
  • 🤖 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
    …
  • 🤖 agentsused by 2

    fai-streaming-expert

    Real-time streaming specialist — SSE for LLM token delivery, WebSocket for bidirectional chat, ReadableStream API, backpressure handling, and Azure Event Hubs stream processing for AI pipelines.

    agents/fai-streaming-expert.agent.md175 lines
    • performance-efficiency
    • reliability
    …
  • 🤖 agentsused by 2

    fai-swarm-supervisor

    Multi-agent swarm supervisor — routes tasks to specialist agents, manages turn limits and token budgets, handles agent coordination, conflict resolution, and synthesizes multi-perspective results.

    agents/fai-swarm-supervisor.agent.md133 lines
    • reliability
    • cost-optimization
    …
  • 🤖 agentsused by 2

    fai-swift-expert

    Swift specialist — structured concurrency (async/await, TaskGroup, actors), SwiftUI, Codable, and Apple platform AI integration with on-device Core ML and cloud Azure OpenAI.

    agents/fai-swift-expert.agent.md152 lines
    • performance-efficiency
    • reliability
    …
  • 🤖 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-typescript-expert

    TypeScript/Node.js specialist — strict mode, Zod validation, ESM modules, Vitest testing, Azure SDK integration, async patterns, and production-ready AI application development.

    agents/fai-typescript-expert.agent.md143 lines
    • security
    • reliability
    • performance-efficiency
    …
  • 🤖 agentsused by 2

    fai-typescript-mcp-expert

    TypeScript MCP server specialist — @modelcontextprotocol/sdk, McpServer class, Zod schema validation, async tool handlers, stdio/SSE transport, and npm distribution.

    agents/fai-typescript-mcp-expert.agent.md150 lines
    • security
    • reliability
    • performance-efficiency
    …
  • 🤖 agentsused by 2

    fai-ux-designer

    AI UX designer — conversation design patterns, chatbot interaction flows, AI disclosure/transparency, loading states for streaming, confidence display, and accessibility for AI interfaces.

    agents/fai-ux-designer.agent.md150 lines
    • responsible-ai
    • performance-efficiency
    …
  • 🤖 agentsused by 2

    fai-vector-database-expert

    Vector database specialist — HNSW vs IVFFlat index selection, embedding storage with Qdrant/Pinecone/pgvector/Azure AI Search, similarity metrics, and performance tuning for RAG retrieval.

    agents/fai-vector-database-expert.agent.md158 lines
    • performance-efficiency
    • reliability
    …
  • 🤖 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
    …
  • 🤖 agentsused by 2

    fai-wasm-expert

    WebAssembly specialist — WASI preview 2, Component Model, edge AI inference with Spin/Fermyon, Wasmtime runtime, and portable, sandboxed AI model execution.

    agents/fai-wasm-expert.agent.md143 lines
    • performance-efficiency
    • security
    …
  • ⚡ skillsused by 3

    fai-langchain-integration

    Integrate LangChain with Azure OpenAI, semantic search, RAG chains, memory systems, and production tooling.

    skills/fai-langchain-integration362 lines
    • Reliability
    • Performance Efficiency
    • Cost Optimization
    • Operational Excellence
    …
  • ⚡ skillsused by 3

    fai-llms-txt-generator

    Generate LLMS.txt file from codebase structure to help LLMs understand repository context and conventions.

    skills/fai-llms-txt-generator158 lines
    • Operational Excellence
    • Cost Optimization
    …
  • ⚡ skillsused by 2

    fai-make-repo-contribution

    Guide through creating a complete, production-ready contribution to an open-source repository with testing, documentation, and review readiness.

    skills/fai-make-repo-contribution158 lines
    • Operational Excellence
    • Security
    • Reliability
    …
  • ⚡ skillsused by 2

    fai-mcp-csharp-generator

    Scaffold a production-ready C#/.NET MCP server with ModelContextProtocol NuGet, dependency injection, async tools, and Azure Managed Identity.

    skills/fai-mcp-csharp-generator129 lines
    • Security
    • Reliability
    • Operational Excellence
    • Performance Efficiency
    …
  • ⚡ skillsused by 3

    fai-mcp-python-generator

    Scaffold a production-ready Python MCP server with FastMCP decorators, async tools, structured outputs, and Azure integration.

    skills/fai-mcp-python-generator162 lines
    • Security
    • Reliability
    • Performance Efficiency
    • Operational Excellence
    …
  • ⚡ skillsused by 2

    fai-mcp-python-scaffold

    Generate a project skeleton for Python MCP servers with FastMCP, async tools, testing harness, and Docker deployment.

    skills/fai-mcp-python-scaffold162 lines
    • Security
    • Reliability
    • Operational Excellence
    • Performance Efficiency
    …
  • ⚡ skillsused by 2

    fai-mcp-rust-scaffold

    Build a high-performance Rust MCP server with async tokio runtime, type-safe tool handlers, and zero-copy serialization.

    skills/fai-mcp-rust-scaffold162 lines
    • Performance Efficiency
    • Reliability
    • Security
    • Cost Optimization
    …
  • ⚡ skillsused by 2

    fai-playwright-dotnet-test

    Generate C# Playwright tests with page objects, fixtures, visual regression, and parallel test runners.

    skills/fai-playwright-dotnet-test162 lines
    • Reliability
    • Operational Excellence
    …

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