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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 1

    fai-play-22-builder

    Swarm Orchestration builder — mesh/star/hierarchical agent topologies, supervisor task decomposition, agent specialization, shared memory via Cosmos DB, and conflict resolution.

    agents/fai-play-22-builder.agent.md45 lines
    • reliability
    • performance-efficiency
    • security
    …
  • 🤖 agentsused by 1

    fai-postgresql-expert

    PostgreSQL specialist — pgvector for embedding storage, HNSW/IVFFlat indexes, query optimization with EXPLAIN ANALYZE, connection pooling (PgBouncer), partitioning, and RAG vector store patterns.

    agents/fai-postgresql-expert.agent.md140 lines
    • performance-efficiency
    • reliability
    …
  • 🤖 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-python-expert

    Python development specialist — Python 3.12+, async/await patterns, Pydantic v2, FastAPI, pytest, type hints, Azure SDK, and production-grade AI application patterns.

    agents/fai-python-expert.agent.md147 lines
    • security
    • reliability
    • performance-efficiency
    …
  • 🤖 agentsused by 2

    fai-python-mcp-expert

    Python MCP server specialist — FastMCP framework, @mcp.tool() decorators, async handlers, Pydantic input models, uv deployment, and Azure service integration for AI tools.

    agents/fai-python-mcp-expert.agent.md172 lines
    • security
    • reliability
    • performance-efficiency
    …
  • 🤖 agentsused by 2

    fai-rag-architect

    Enterprise RAG architecture specialist — designs end-to-end retrieval-augmented generation pipelines with Azure AI Search, OpenAI embeddings, chunking strategies, grounding, citation, evaluation, and production deployment.

    agents/fai-rag-architect.agent.md144 lines
    • security
    • reliability
    • cost-optimization
    • performance-efficiency
    …
  • 🤖 agentsused by 3

    fai-rag-expert

    RAG expert — advanced retrieval patterns (agentic, graph, multi-modal RAG), chunking strategies, hybrid search, re-ranking, evaluation metrics, and production RAG optimization.

    agents/fai-rag-expert.agent.md169 lines
    • reliability
    • performance-efficiency
    • cost-optimization
    …
  • 🤖 agentsused by 2

    fai-refactoring-expert

    Code refactoring specialist — extract method, reduce cyclomatic complexity, improve testability, SOLID principles, design pattern application, and safe behavior-preserving transformations.

    agents/fai-refactoring-expert.agent.md155 lines
    • reliability
    • performance-efficiency
    …
  • 🤖 agentsused by 1

    fai-remix-expert

    Remix framework specialist — nested routing, loaders/actions, progressive enhancement, streaming SSR, error boundaries, and AI-integrated full-stack patterns.

    agents/fai-remix-expert.agent.md140 lines
    • performance-efficiency
    • reliability
    …
  • 🤖 agentsused by 2

    fai-rust-expert

    Rust specialist — ownership/borrowing, async with tokio, serde serialization, error handling with thiserror/anyhow, and high-performance AI infrastructure (inference proxies, MCP servers).

    agents/fai-rust-expert.agent.md159 lines
    • security
    • performance-efficiency
    • reliability
    …
  • 🤖 agentsused by 1

    fai-solid-expert

    SolidJS specialist — fine-grained reactivity with signals, stores, createResource for AI data fetching, SolidStart SSR, and high-performance UI patterns.

    agents/fai-solid-expert.agent.md136 lines
    • performance-efficiency
    • reliability
    …
  • 🤖 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 1

    fai-sql-server-expert

    SQL Server specialist — on-premises SQL Server, Always On Availability Groups, query optimization with EXPLAIN, and structured data integration for AI pipelines (distinct from Azure SQL).

    agents/fai-sql-server-expert.agent.md115 lines
    • reliability
    • performance-efficiency
    …
  • 🤖 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 1

    fai-svelte-expert

    Svelte 5 specialist — runes ($state, $derived, $effect), SvelteKit routing, server load functions, streaming SSR, and minimal-bundle AI chat interfaces.

    agents/fai-svelte-expert.agent.md148 lines
    • performance-efficiency
    • reliability
    …
  • 🤖 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 1

    fai-swift-mcp-expert

    Swift MCP server specialist — actors for concurrency, Codable for JSON Schema, async/await handlers, and Apple platform MCP tool development.

    agents/fai-swift-mcp-expert.agent.md107 lines
    • reliability
    • performance-efficiency
    …
  • 🤖 agents

    fai-tdd-refactor

    TDD Refactor phase specialist — improves code quality while keeping ALL tests green. Applies extract method, reduce complexity, improve naming, and design pattern introduction.

    agents/fai-tdd-refactor.agent.md130 lines
    • reliability
    • performance-efficiency
    …
  • 🤖 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-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 1

    fai-vue-expert

    Vue.js 3 specialist — Composition API with script setup, Pinia state management, Nuxt 3 SSR/SSG, reactive streaming for AI chat, and TypeScript-first component patterns.

    agents/fai-vue-expert.agent.md154 lines
    • performance-efficiency
    • reliability
    …
  • 📋 instructions

    aspnet-waf

    ASP.NET Core 9 standards — Minimal APIs, DI, middleware pipeline, Entra ID auth, EF Core, health checks, rate limiting, output caching, and Azure-native integration.

    instructions/aspnet-waf.instructions.md160 lines
    • security
    • reliability
    • operational-excellence
    • performance-efficiency
    • +1
    …
  • 📋 instructions

    astro-waf

    Astro framework standards — Islands Architecture, content collections, view transitions, SSG/SSR modes, image optimization, MDX, and deployment patterns.

    instructions/astro-waf.instructions.md175 lines
    • performance-efficiency
    • reliability
    • operational-excellence
    • security
    …

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