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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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  • 📋 instructions

    code-review-waf

    Code Review Waf standards — Code review standards — what to check, severity levels, constructive feedback, and merge blocking criteria.

    instructions/code-review-waf.instructions.md88 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    …
  • 📋 instructions

    containerization-waf

    Containerization Waf standards — Containerization standards — immutability, reproducible builds, health probes, 12-factor.

    instructions/containerization-waf.instructions.md88 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    …
  • 📋 instructions

    content-moderation-patterns

    Play 10 patterns — Content moderation patterns — Azure Content Safety, 4 harm categories, threshold tuning, human review pipeline.

    instructions/content-moderation-patterns.instructions.md210 lines
    • reliability
    • security
    …
  • 📋 instructions

    context-engineering-waf

    Context Engineering Waf standards — Context engineering standards — maximize Copilot effectiveness through structured instructions, examples, and constraints.

    instructions/context-engineering-waf.instructions.md88 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    …
  • 📋 instructions

    copilot-studio-bot-patterns

    Play 08 patterns — Copilot Studio patterns — topics, generative answers, knowledge sources, channel deployment, Dataverse integration.

    instructions/copilot-studio-bot-patterns.instructions.md241 lines
    • reliability
    • security
    …
  • 📋 instructions

    copilot-studio-waf

    Copilot Studio Waf standards — Copilot Studio standards — topic design, generative answers, knowledge sources, channel config.

    instructions/copilot-studio-waf.instructions.md88 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    …
  • 📋 instructions

    copilot-teams-extension-patterns

    Play 16 patterns — Teams extension patterns — adaptive cards, message extensions, bot framework, Teams toolkit.

    instructions/copilot-teams-extension-patterns.instructions.md248 lines
    • reliability
    • security
    …
  • 📋 instructions

    copilot-thought-logging-waf

    Copilot Thought Logging Waf standards — Copilot thought logging — track reasoning process, tool selection rationale, confidence levels.

    instructions/copilot-thought-logging-waf.instructions.md88 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    …
  • 📋 instructions

    cost-bicep

    Cost Bicep standards — Bicep cost optimization — consumption SKUs, auto-shutdown, tags for cost centers, budget resources.

    instructions/cost-bicep.instructions.md88 lines
    • security
    • reliability
    • cost-optimization
    • operational-excellence
    …
  • 📋 instructions

    cost-optimized-ai-gateway-patterns

    Play 14 patterns — AI gateway patterns — APIM policies, semantic cache, token metering, multi-backend retry, budget enforcement.

    instructions/cost-optimized-ai-gateway-patterns.instructions.md190 lines
    • reliability
    • security
    …
  • 📋 instructions

    cpp-waf

    C++ coding standards — modern C++20/23, RAII, smart pointers, and safe concurrency patterns.

    instructions/cpp-waf.instructions.md171 lines
    • security
    • performance-efficiency
    • reliability
    …
  • 📋 instructions

    csharp-mcp-development

    C#/.NET MCP server development standards — ModelContextProtocol NuGet patterns, [McpServerTool] attributes, dependency injection, IHostedService lifecycle, and Azure Managed Identity integration.

    instructions/csharp-mcp-development.instructions.md161 lines
    • security
    • reliability
    • performance-efficiency
    …
  • 📋 instructions

    csharp-waf

    C#/.NET coding standards aligned with Azure WAF pillars — Managed Identity, async patterns, dependency injection, structured logging, Pydantic-like validation with FluentValidation, and production-ready testing with xUnit.

    instructions/csharp-waf.instructions.md172 lines
    • security
    • reliability
    • performance-efficiency
    …
  • 📋 instructions

    debian-waf

    Debian/Ubuntu administration standards — apt, systemd, UFW firewall, and server hardening.

    instructions/debian-waf.instructions.md199 lines
    • reliability
    • security
    …
  • 📋 instructions

    deterministic-agent-patterns

    Play 03 patterns — Deterministic AI patterns — temperature=0, structured output, grounding, citation, evaluation-driven reliability.

    instructions/deterministic-agent-patterns.instructions.md203 lines
    • reliability
    • security
    …
  • 📋 instructions

    django-waf

    Django standards — models, views, URLs, ORM queries, and security middleware patterns.

    instructions/django-waf.instructions.md155 lines
    • security
    • reliability
    …
  • 📋 instructions

    document-intelligence-patterns

    Play 06 patterns — Document processing patterns — AI Document Intelligence, table extraction, OCR confidence, structured output.

    instructions/document-intelligence-patterns.instructions.md266 lines
    • reliability
    • security
    …
  • 📋 instructions

    edge-ai-phi4-patterns

    Play 19 patterns — Edge AI patterns — Phi-4 optimization, ONNX Runtime, quantization, batch size tuning, device constraints.

    instructions/edge-ai-phi4-patterns.instructions.md221 lines
    • reliability
    • security
    …
  • 📋 instructions

    enterprise-rag-patterns

    Play 01 patterns — RAG-specific patterns — chunking strategy, embedding batch, hybrid search, citation enforcement, hallucination prevention.

    instructions/enterprise-rag-patterns.instructions.md237 lines
    • reliability
    • security
    …
  • 📋 instructions

    fastapi-waf

    FastAPI standards — Pydantic models, dependency injection, async endpoints, and OpenAPI-first design.

    instructions/fastapi-waf.instructions.md151 lines
    • performance-efficiency
    • security
    • reliability
    …
  • 📋 instructions

    fine-tuning-workflow-patterns

    Play 13 patterns — Fine-tuning patterns — JSONL data prep, LoRA config, eval metrics, A/B comparison, model versioning.

    instructions/fine-tuning-workflow-patterns.instructions.md238 lines
    • reliability
    • security
    …
  • 📋 instructions

    flask-waf

    Flask standards — blueprints, app factory, SQLAlchemy, and production configuration patterns.

    instructions/flask-waf.instructions.md204 lines
    • security
    • reliability
    …
  • 📋 instructions

    it-ticket-resolution-patterns

    Play 05 patterns — IT ticket patterns — intent classification, knowledge base search, automated resolution, escalation rules.

    instructions/it-ticket-resolution-patterns.instructions.md249 lines
    • reliability
    • security
    …
  • 📋 instructions

    java-mcp-development

    Java MCP server development — official SDK, reactive streams, Spring Boot integration.

    instructions/java-mcp-development.instructions.md220 lines
    • reliability
    • security
    …

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