Primitives

fai-adr-writer

ADR writer — documents architecture decisions with MADR 3.0 template, context, alternatives, trade-off matrices, consequences, and WAF pillar impact analysis.

• operational-excellence

fai-markdown-expert

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

• operational-excellence

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.

• operational-excellence
• reliability
• cost-optimization

fai-tdd-green

TDD Green phase specialist — writes the minimal implementation to make failing tests pass, no more and no less. Follows the Red-Green-Refactor cycle.

• reliability

fai-tdd-red

TDD Red phase specialist — writes failing tests from requirements before any implementation. Covers happy path, error cases, edge cases, and AI-specific test scenarios.

• reliability

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.

• reliability
• performance-efficiency

fai-cost-tracker

Triggers on Stop (1 script)

fai-governance-audit

Triggers on UserPromptSubmit, SessionStart, Stop (3 scripts)

fai-license-checker

Triggers on Stop (1 script)

fai-output-validator

Triggers on Stop (1 script)

fai-pii-redactor

Triggers on Stop (1 script)

fai-secrets-scanner

Triggers on Stop (1 script)

fai-session-logger

Triggers on SessionStart, Stop, UserPromptSubmit (3 scripts)

fai-token-budget-enforcer

Triggers on SessionStart (1 script)

fai-tool-guardian

Triggers on PreToolUse (1 script)

fai-tool-observer

Triggers on PostToolUse (1 script)

fai-waf-compliance

Triggers on Stop (1 script)

ai-evaluation-suite

AI Evaluation Suite — groundedness, coherence, relevance, fluency, and safety scoring. Build evaluation pipelines with Azure AI Evaluation SDK.

architecture-patterns

Architecture Patterns — cloud design patterns, domain-driven design, microservices, event sourcing, CQRS.

azure-ai-services

Azure AI Services — OpenAI, AI Search, Document Intelligence, Language, Speech, Vision.

azure-containers

Azure Containers — AKS, Container Apps, Container Registry, and Dockerized deployment patterns. GPU workloads, KEDA autoscaling.

azure-data-services

Azure Data Services — Cosmos DB, SQL Database, Blob Storage, Data Explorer, and Redis Cache patterns. Schema design, partition strategies.

azure-identity-security

Azure Identity & Security — Managed Identity, Key Vault, RBAC, Conditional Access.

azure-infrastructure

Azure Infrastructure — landing zones, hub-spoke networking, private endpoints, Azure Policy, RBAC.