Primitives

powershell-waf

PowerShell standards — Verb-Noun naming, PascalCase, standard parameters, and error handling patterns.

• operational-excellence
• reliability

prisma-waf

Prisma ORM standards — schema design, migrations, query optimization, relation loading, type safety.

• reliability
• performance-efficiency

production-deployment

Production deployment standards — blue-green, canary rollout, health probes, rollback criteria.

• reliability
• operational-excellence

prompt-engineering

Prompt engineering standards — system message structure, few-shot patterns, output format enforcement.

• reliability
• responsible-ai

prompt-management-patterns

Play 18 patterns — Prompt management patterns — version control, A/B testing, template variables, prompt libraries.

• reliability
• security

pydantic-waf

Pydantic standards — model design, validation, serialization, settings management, custom validators.

• reliability
• security

pytest-waf

pytest testing standards — fixtures, parametrize, coverage, and mock patterns for Python.

• reliability

python-mcp-development

Python MCP server development standards — FastMCP patterns, @mcp.tool() decorators, Pydantic parameter types, async handlers, resource definitions, and production deployment with uv and Docker.

• security
• reliability
• performance-efficiency

python-waf

Python coding standards aligned with Azure Well-Architected Framework pillars — secure credential handling, async patterns, structured error handling, cost-aware AI integration, and production-ready testing.

• security
• reliability
• cost-optimization
• performance-efficiency

quarkus-waf

Quarkus standards — Java 21, CDI, reactive, native compilation patterns.

• performance-efficiency
• reliability

r-waf

R coding standards — vectorized operations, tidyverse, lower_snake_case, and reproducible analysis patterns.

• reliability
• operational-excellence

rag-coding-patterns

RAG coding standards — chunking config, embedding batch calls, reranker integration, citation injection.

• reliability
• performance-efficiency

rai-bias-testing

Responsible AI bias testing — disaggregated metrics, diverse evaluation datasets, fairness benchmarks.

• responsible-ai

rai-content-safety

Responsible AI content safety — Azure Content Safety integration, filter thresholds, PII redaction.

• responsible-ai

rails-waf

Ruby on Rails standards — MVC conventions, Active Record, migrations, and RuboCop enforcement.

• reliability
• operational-excellence

reliability-csharp

C# reliability standards — Polly retry/circuit breaker, health checks, exception handling, resilience.

• reliability

reliability-python

Python reliability standards — retry with tenacity, circuit breakers, health checks, structured logging.

• reliability

reliability-typescript

TypeScript reliability standards — AbortSignal timeout, retry patterns, health endpoints, error boundaries.

• reliability

responsible-ai-coding

Responsible AI coding — content safety integration, red team test coverage, bias metric collection.

• responsible-ai
• security

ruby-mcp-development

Ruby MCP server development — mcp gem, block DSL, Rails integration.

• reliability

ruby-waf

Ruby coding standards — Ruby 3.3+, RuboCop enforcement, Ractor patterns, and Rails conventions.

• reliability
• operational-excellence

rust-mcp-development

Rust MCP server development — rmcp SDK, tokio, proc macros, serde, and high-performance tool serving.

• performance-efficiency
• security

rust-waf

Rust coding standards — ownership, lifetimes, Result<T,E>, serde, tokio async, and memory safety patterns.

• security
• performance-efficiency
• reliability

salesforce-apex-waf

Salesforce Apex standards — bulkification, governor limits, trigger patterns, and testing.

• reliability
• security