Primitives

fai-technical-writer

Technical documentation specialist — Diátaxis framework (tutorials/how-to/reference/explanation), API documentation, architecture docs, Mermaid diagrams, and README standards for AI systems.

• operational-excellence

fai-terraform-expert

Terraform specialist — Azure provider, state management, module design, plan/apply workflow, drift detection, and multi-environment infrastructure deployment.

• operational-excellence
• reliability
• security

fai-test-generator

Test generation specialist — creates unit, integration, and E2E tests across Python (pytest), TypeScript (vitest), C# (xUnit), with AI-specific test patterns (groundedness, safety, streaming).

• reliability

fai-test-planner

Test planning specialist — designs test strategy, identifies coverage gaps, prioritizes test types (unit/integration/E2E/AI eval), and creates test plans with risk-based prioritization.

• reliability
• operational-excellence

fai-test-runner

Test execution specialist — runs test suites, interprets results, identifies flaky tests, diagnoses failures, and reports coverage with actionable recommendations.

• reliability
• operational-excellence

fai-turso-expert

Turso specialist — libSQL (SQLite fork), edge replication, embedded vector search, multi-tenant databases, and low-latency AI data patterns.

• performance-efficiency
• cost-optimization

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.

• performance-efficiency
• reliability

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)

a11y-waf

Accessibility standards — WCAG 2.2 AA compliance, semantic HTML, ARIA roles/properties, keyboard navigation, focus management, color contrast, screen reader compatibility, and inclusive design patterns.

• responsible-ai
• reliability

agent-coding-patterns

Agent coding standards — ReAct loop, tool selection, memory management, circuit breaker on tools.

• reliability
• security

agent-safety

AI agent safety standards — fail-closed defaults, least-privilege tool access, human-in-the-loop for destructive actions, prompt injection defense, budget controls, OWASP LLM Top 10 alignment, and governance audit trails for all agent workflows.

• security
• responsible-ai
• reliability

agentic-os-customization

Agentic OS standards — .github folder structure, 7 primitives, 4 layers, plugin packaging.

• operational-excellence

agentic-rag-patterns

Play 21 patterns — Agentic RAG patterns — retrieval decision loop, multi-source routing, query refinement, self-evaluation.

• reliability
• security

ai-glossary

AI glossary consistency — use standard FAI terminology, avoid ambiguous AI terms in code comments.

• operational-excellence