aico-backend-plan

aico-frontend-implement

Generic AIOps (AI for IT Operations) patterns and best practices for 2025. Provides comprehensive implementation strategies for intelligent monitoring, automation, incident response, and observability across any infrastructure. Framework-agnostic approach supporting multiple monitoring platforms, cloud providers, and automation tools.

PM Airtable data model reference. Use when creating tables, querying structure, or understanding relationships between Domain, Subdomain, Capability, Entity, Requirement, and BacklogItem tables.

Azure Kubernetes Service Automatic mode GA 2025 features including Karpenter, auto-scaling, and zero operational overhead

Sets up and manages alerts for critical SEO and GEO metrics including ranking drops, traffic changes, technical issues, and competitor movements. Enables proactive monitoring and quick response to issues.

| Atributo | Valor |

alerts

Use boolean decision trees instead of imperatives for 100% compliance under pressure

Use when teams need shared direction and decision-making alignment. Invoke when starting new teams, scaling organizations, defining culture, establishing product vision, resolving misalignment, creating strategic clarity, or setting behavioral standards. Use when user mentions North Star, team values, mission, principles, guardrails, decision framework, or cultural alignment.

Create, update and troubleshoot AllayMC plugins in Java or other JVM languages. Use when (1) creating a new AllayMC plugin. (2) migrating an existing plugin to AllayMC. (3) troubleshooting an AllayMC plugin.

Allegro MicroSystems MPN encoding patterns, suffix decoding, and handler guidance. Use when working with current sensors, motor drivers, or Hall effect sensors.

Use Alpaca Algo Trader Plus for 4+ years of historical data. Trigger when: (1) increasing lookback, (2) data source selection, (3) yfinance comparison.

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Adds reactive and declarative behavior to HTML with minimal JavaScript using Alpine.js directives. Use when adding lightweight interactivity to server-rendered pages, building interactive components without a build step, or when user mentions Alpine.js, x-data, or Tailwind-style reactivity.

Skill for building CLI applications on the Amplifier platform. Teaches amplifier-foundation patterns as the source of truth for composable AI application development. Use when building CLI tools, understanding bundle composition, implementing sessions, or extending the Amplifier ecosystem.

Analyze product analytics with Amplitude's digital analytics platform.

File-based message queue for agent-to-agent coordination.

Add product analytics events to track user interactions in the Metabase frontend

Analytics and conversion tracking for lead generation websites. Use when implementing GTM, GA4, or any measurement. Works with astro-architecture for GTM setup. No CRO mérés nélkül vakrepülés.

Analyze script failures to identify source components and propose fixes

Guides systematic project analysis, codebase exploration, and architecture pattern recognition. Use when understanding new codebases, onboarding to projects, or investigating system structure.

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Search and answer questions about the ANcpLua ecosystem documentation. Use when users ask about ANcpLua.NET.Sdk features, ANcpLua.Analyzers rules, ANcpLua.Roslyn.Utilities APIs, or any configuration/usage questions about these packages.

Setup Fastlane for Play Store deployment with supply and screengrab

Configure ProGuard/R8 for Android release builds with safe defaults

Complete Android release build configuration - orchestrates keystore, ProGuard, and signing setup

Validate Android release builds before publishing to ensure quality and catch ProGuard issues

Step-by-step guide for creating Google Cloud service account for Play Store API access

Configure Android release build signing with dual-source credentials (env vars + gradle.properties)

Use when creating API services for backend communication with proper patterns for caching, error handling, and type safety.

Use when creating reactive forms with validation, async validators, dependent validation, and FormArrays using platform patterns.

Use Angular Material v3 components and theming following project patterns.

Implement server-side rendering and hydration in Angular v20+ using @angular/ssr. Use for SSR setup, hydration strategies, prerendering static pages, and handling browser-only APIs. Triggers on SSR configuration, fixing hydration mismatches, prerendering routes, or making code SSR-compatible.

Use when implementing state management with PlatformVmStore for complex components requiring reactive state, effects, and selectors.

Infrastructure automation and configuration management using Ansible playbooks, roles, and inventory. Use for deploying applications, patching, and managing servers.

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Expert-level Ansible for configuration management, automation, and infrastructure as code

Configuration management with Ansible. Use when automating server setup, application deployment, orchestrating multi-server tasks, or managing infrastructure configuration.

Determine the best Anthropic architecture for your project by analyzing requirements and recommending the optimal combination of Skills, Agents, Prompts, and SDK primitives.

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

Build rigorous evaluations for AI agents using Anthropic's proven patterns.

Use when integrating Claude API with streaming responses, implementing tool execution in streams, tracking API costs, or encountering streaming errors - provides Anthropic SDK 0.30.1+ patterns with mandatory cost monitoring

Guide for understanding anti-cheat systems and bypass techniques. Use this skill when researching game protection systems (EAC, BattlEye, Vanguard), anti-cheat architecture, detection methods, or bypass strategies.

Before implementing new code (endpoints, components, services, models), search the codebase for existing patterns to reuse. Prevent code duplication by finding and suggesting similar implementations. Auto-trigger when user asks to create, implement, add, or build new functionality.

How to use a Win32 build of BusyBox to run many of the standard UNIX command line tools on Windows.

Initialize project with Conductor artifacts (product definition,

Docker containerization expert with deep knowledge of multi-stage builds, image optimization, container security, Docker Compose orchestration, and production deployment patterns. Use PROACTIVELY for Dockerfile optimization, container issues, image size problems, security hardening, networking, and orchestration challenges.

Expert in launching small, focused SaaS products fast - the indie hacker approach to building profitable software. Covers idea validation, MVP development, pricing, launch strategies, and growing to sustainable revenue. Ship in weeks, not months. Use when: micro saas, indie hacker, small saas, side project, saas mvp.

Expert in strict POSIX sh scripting for maximum portability across