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FrootAI — AmpliFAI your AI Ecosystem Get Started

176 Instructions

FAI Instructions

Scoped behavioral directives with glob patterns.

FAI Primitives Contribute Instructions
176 of 176 instructions · Page 1 of 4
Low-Calorie (Lean)

Fewer tokens, same capability.

176/176 Lean-readySee the receipt →Coverage →
Full mode active — verbatim source.

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.

1,747 tok★ 99 Quality
**/*.tsx, **/*.html, **/*.vue
VS Code

agent-coding-patterns

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

2,155 tok★ 96 Quality
**/*.py, **/*.ts, **/*.cs
VS Code

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.

2,152 tok★ 99 Quality
**/*.agent.md, **/*.instructions.md
VS Code

agentic-os-customization

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

1,890 tok★ 96 Quality
**/.github/**
VS Code

agentic-rag-patterns

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

2,464 tok★ 99 Quality
**/*.py, **/*.ts
VS Code

ai-glossary

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

2,024 tok★ 80 Quality
**
VS Code

ai-landing-zone-advanced-patterns

Play 11 patterns — Advanced landing zone — multi-region, ExpressRoute, Azure Firewall, Policy as Code, Defender for Cloud.

2,041 tok★ 99 Quality
**/*.bicep
VS Code

ai-landing-zone-patterns

Play 02 patterns — Landing zone patterns — hub-spoke VNet, private endpoints on ALL PaaS, Managed Identity, tag enforcement, GPU quota.

2,106 tok★ 99 Quality
**/*.bicep, **/*.json
VS Code

ai-observability-patterns

Play 17 patterns — AI observability patterns — OpenTelemetry spans, token metrics, quality dashboards, alert thresholds.

2,365 tok★ 99 Quality
**/*.py, **/*.ts, **/*.bicep
VS Code

ai-prompt-safety-waf

AI prompt safety in application code — input sanitization, output validation, structured output enforcement, content filtering, token budget management, system message protection, and secure logging for LLM-integrated applications.

2,121 tok★ 99 Quality
**/*.py, **/*.ts, **/*.js
VS Code

ai-search-portal-patterns

Play 09 patterns — Search portal patterns — faceted search, semantic ranker, result rendering, analytics, personalization.

2,400 tok★ 99 Quality
**/*.py, **/*.ts, **/*.bicep
VS Code

anomaly-detection-patterns

Play 20 patterns — Anomaly detection patterns — streaming analytics, statistical thresholds, ML models, alert routing.

2,894 tok★ 96 Quality
**/*.py
VS Code

ansible-waf

Ansible automation standards — idempotent playbooks, secure vault usage, role structure, handler patterns, variable naming, error handling, molecule testing, and CI linting for reliable infrastructure-as-code.

2,176 tok★ 99 Quality
**/*.yml, **/playbooks/**, **/roles/**
VS Code

arch-linux-waf

Arch Linux packaging standards — PKGBUILD structure, makepkg rules, dependency management, package signing, AUR submission, namcap validation, split packages, systemd integration, and pacman hook authoring.

2,296 tok★ 99 Quality
**/PKGBUILD, **/*.sh, **/makepkg.conf
VS Code

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.

2,317 tok★ 99 Quality
**/*.cs, **/*.cshtml, **/*.razor
VS Code

astro-waf

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

2,402 tok★ 99 Quality
**/*.astro, **/astro.config.*, **/*.mdx
VS Code

azure-ai-document-intelligence-waf

Azure AI Document Intelligence standards — model selection, layout analysis, table/form extraction, custom models, batch processing, confidence thresholds, SDK usage, and Bicep deployment.

2,250 tok★ 99 Quality
**/*.py, **/*.ts, **/*.bicep
VS Code

azure-ai-foundry

Azure AI Foundry config — Hub/Project RBAC, deployment types, evaluation pipeline, content filter config.

1,807 tok★ 96 Quality
**/*.bicep, **/*.json
VS Code

azure-ai-language-waf

Azure AI Language standards — text analytics, NER, sentiment analysis, PII detection, summarization, CLU, custom text classification, healthcare NLP, SDK patterns, and batch processing.

2,473 tok★ 99 Quality
**/*.py, **/*.ts, **/*.bicep
VS Code

azure-ai-speech-waf

Azure AI Speech standards — STT (real-time + batch), TTS (neural voices, SSML, custom voice), speech translation, pronunciation assessment, speaker recognition, WebSocket streaming, SDK patterns, and latency optimization.

3,229 tok★ 99 Quality
**/*.py, **/*.ts, **/*.bicep
VS Code

azure-ai-vision-waf

Azure AI Vision standards — image analysis, OCR, custom classification, spatial analysis, and content safety patterns.

1,056 tok★ 96 Quality
**/*.py, **/*.ts, **/*.js
VS Code

azure-app-service-waf

Azure App Service standards — deployment slots, scaling, authentication, monitoring, and security patterns.

917 tok★ 96 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/Dockerfile
VS Code

azure-bicep-avm

Azure Bicep AVM (Azure Verified Modules) standards — module usage, parameter patterns, WAF-aligned infrastructure.

1,111 tok★ 96 Quality
**/*.bicep, **/parameters.json
VS Code

azure-cosmos-waf

Azure Cosmos DB standards — global distribution, partitioning, consistency, RU optimization, vector search.

1,014 tok★ 96 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

azure-devops-waf

Azure DevOps standards — YAML pipelines, environments, service connections, test management, boards.

1,008 tok★ 96 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

azure-front-door-waf

Azure Front Door & WAF standards — global load balancing, WAF rules, caching, SSL offloading, origin protection.

1,027 tok★ 96 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

azure-functions-waf

Azure Functions standards — serverless compute, triggers, bindings, durable functions, cold start optimization.

1,003 tok★ 96 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

azure-logic-apps-waf

Azure Logic Apps standards — workflow automation, connectors, error handling, B2B integration.

1,008 tok★ 96 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

azure-redis-waf

Azure Cache for Redis standards — caching patterns, data structures, pub/sub, clustering, security.

1,009 tok★ 96 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

azure-static-web-apps-waf

Azure Static Web Apps standards — static hosting, serverless API, authentication, CI/CD, custom domains.

1,019 tok★ 96 Quality
**/*.py, **/*.ts, **/*.js, **/*.cs, **/*.bicep
VS Code

bicep-code-best-practices

Bicep Code Best Practices standards — module design, naming, parameters, outputs, testing

686 tok★ 96 Quality
**/*.bicep, **/parameters.json
VS Code

bicep-waf

Bicep infrastructure-as-code standards aligned with Azure WAF pillars — Azure Verified Modules, secure parameter handling, tagging conventions, production deployment patterns, and cost-aware resource configuration.

981 tok★ 99 Quality
**/*.bicep, **/*.bicepparam, **/parameters.json
VS Code

blazor-waf

Blazor standards — Server/WebAssembly/United components, state, performance, security

502 tok★ 96 Quality
**/*.razor, **/*.cs
VS Code

browser-automation-agent-patterns

Play 23 patterns — Browser automation patterns — domain allowlist, no credential entry, screenshot analysis, action limits.

2,476 tok★ 99 Quality
**/*.py, **/*.ts
VS Code

call-center-voice-ai-patterns

Play 04 patterns — Voice AI patterns — Azure Speech SDK, real-time transcription, sentiment detection, turn-taking, noise handling.

2,774 tok★ 99 Quality
**/*.py, **/*.ts
VS Code

clojure-waf

Clojure Waf standards — Clojure coding standards — REPL-driven, immutable data, pure functions, and spec for validation.

640 tok★ 91 Quality
**/*.clj, **/*.cljs
VS Code

code-review-waf

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

629 tok★ 75 Quality
**
VS Code

containerization-waf

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

632 tok★ 91 Quality
**/Dockerfile
VS Code

content-moderation-patterns

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

2,306 tok★ 99 Quality
**/*.py, **/*.ts
VS Code

context-engineering-waf

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

627 tok★ 75 Quality
**
VS Code

copilot-extensibility

Copilot extensibility — Graph connectors, plugin manifest, action design, M365 integration patterns.

2,683 tok★ 96 Quality
**/*.json, **/*.ts
VS Code

copilot-studio-bot-patterns

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

2,247 tok★ 99 Quality
**/*.json
VS Code

copilot-studio-waf

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

632 tok★ 91 Quality
**/*.json
VS Code

copilot-teams-extension-patterns

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

2,571 tok★ 96 Quality
**/*.ts, **/*.json
VS Code

copilot-thought-logging-waf

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

630 tok★ 75 Quality
**
VS Code

cost-bicep

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

638 tok★ 91 Quality
**/*.bicep
VS Code

cost-optimized-ai-gateway-patterns

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

2,087 tok★ 99 Quality
**/*.xml, **/*.bicep
VS Code

cost-python

Python cost optimization — token budgets, model routing, caching, batch embedding, async for throughput.

1,880 tok★ 96 Quality
**/*.py
VS Code

cost-typescript

TypeScript cost optimization — streaming responses, semantic cache, token metering, efficient serialization.

1,792 tok★ 96 Quality
**/*.ts
VS Code

cpp-waf

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

2,013 tok★ 96 Quality
**/*.cpp, **/*.h, **/*.hpp
VS Code
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