maggy

Stripe Checkout, subscriptions, webhooks, customer portal

WooCommerce REST API - products, orders, customers, webhooks

Dynamic multi-repo and monorepo awareness for Claude Code. Analyze workspace topology, track API contracts, and maintain cross-repo context.

AWS Aurora Serverless v2, RDS Proxy, Data API, connection pooling

AWS DynamoDB single-table design, GSI patterns, SDK v3 TypeScript/Python

Azure Cosmos DB partition keys, consistency levels, change feed, SDK patterns

Universal coding patterns, constraints, TDD workflow, atomic todos

Best practices for sharing engineering work publicly — what to post, what to withhold, and channel-specific guidance

Cloudflare D1 SQLite database with Workers, Drizzle ORM, migrations

Prevent semantic code duplication with capability index and check-before-write

AST-based code graph for fast symbol lookup, dependency analysis, and blast radius via codebase-memory-mcp MCP server

Mandatory code reviews via /code-review before commits and deploys

OpenAI Codex CLI code review with GPT-5.2-Codex, CI/CD integration

Atomic commits, PR size limits, commit thresholds, stacked PRs

Offload large / multi-file reads to a cheap worker model so raw files never enter Claude's context (token savings)

Multi-model validation council — auto-validate plans, architecture changes, and PRs via validate-plan/review before executing

Deep code property graph analysis with Joern CPG (AST+CFG+PDG) and CodeQL for control flow, data flow, taint analysis, and security auditing

Centralized API key management from Access.txt

Cross-agent task routing — Codex auto-review, Kimi delegation by complexity score (iCPG + Claude reasoning), iCPG + Mnemos mandatory for all agents

Schema awareness - read before coding, type generation, prevent column errors

Keyword & SERP research via the DataForSEO API — search volume, competition, CPC, keyword ideas for naming/SEO decisions

Record captioned product walkthrough videos of any web app with Playwright + ffmpeg — proof videos for stakeholders, feature demos, bug-fix evidence

Analyze existing repositories, maintain structure, setup guardrails and best practices

UserPromptSubmit hook pattern that classifies prompts into six cost tiers and delegates to external model CLIs

Firebase Firestore, Auth, Storage, real-time listeners, security rules

Flutter development with Riverpod state management, Freezed, go_router, and mocktail testing

Google Gemini CLI code review with Gemini 2.5 Pro, 1M token context, CI/CD integration

Intent-Augmented Code Property Graph — tracks WHY code exists via ReasonNodes with formal contracts, 6-dimension drift detection, and 3 canonical pre-task queries for autonomous development

TDD iteration loops using Claude Code Stop hooks - runs tests after each response, feeds failures back automatically

Klaviyo email/SMS marketing - profiles, events, flows, segmentation

AI-first application patterns, LLM testing, prompt management

Maggy is a local AI engineering command center. AI-prioritized inbox across issue trackers (GitHub Issues/Asana), one-click TDD execute with iCPG context enrichment, daily competitor intelligence briefing.

Medusa headless commerce - modules, workflows, API routes, admin UI

Task-scoped memory lifecycle — typed MnemoGraph prevents lossy context compaction by treating facts/decisions/code-refs/handoffs as distinct node types with per-type eviction policies

9-tier model routing system with cascading classifier fallback and result auto-evaluation

Microsoft Teams bots and AI agents - Claude/OpenAI, Adaptive Cards, Graph API

Node.js backend patterns with Express/Fastify, repositories

E2E testing with Playwright - Page Objects, cross-browser, CI/CD

Multi-agent orchestration with container-isolated workspaces — each agent session runs in its own Docker container with independent git branches

PostHog analytics, event tracking, feature flags, dashboards

gh, vercel, supabase, render CLI and deployment platform setup

Progressive Web Apps - service workers, caching strategies, offline, Workbox

Python development with ruff, mypy, pytest - TDD and type safety

React Native mobile patterns, platform-specific code

React web development with hooks, React Query, Zustand

Reddit Ads API - campaigns, targeting, conversions, agentic optimization

Reddit API with PRAW (Python) and Snoowrap (Node.js)

OWASP security patterns, secrets management, security testing

Structured, adversarial, multi-phase security audit of a codebase — recon → coverage-led hunting → finder≠validator validation → machine-readable findings → target-neutral report

Context preservation, tiered summarization, resumability

Shopify app development - Remix, Admin API, checkout extensions

Technical SEO - robots.txt, sitemap, meta tags, Core Web Vitals

Core Supabase CLI, migrations, RLS, Edge Functions

Next.js with Supabase and Drizzle ORM

Express/Hono with Supabase and Drizzle ORM

FastAPI with Supabase and SQLAlchemy/SQLModel

Multi-person projects - shared state, todo claiming, handoffs

Create Jira/Asana/Linear tickets optimized for Claude Code execution - AI-native ticket writing

TypeScript strict mode with eslint and jest

Mobile UI patterns - React Native, iOS/Android, touch targets

Visual testing - catch invisible buttons, broken layouts, contrast

Web UI - glassmorphism, Tailwind, dark mode, accessibility

User experience flows - journey mapping, UX validation, error recovery

Verification-gated model escalation — run a cheap model, verify its output with decomposed per-field checks, and escalate to a strong model only when a flag fires. Optional TypeSafe (jev) verifier.

Autonomous screenshot verification — captures, compares, and AI-evaluates UI changes for visual regressions

SEO and AI discovery (GEO) - schema, ChatGPT/Perplexity optimization

AI Engine Optimization - semantic triples, page templates, content clusters for AI citations

Claude Code Agent Teams - default team-based development with strict TDD pipeline enforcement

Build AI agents with Pydantic AI (Python) and Claude SDK (Node.js)

Latest AI models reference - Claude, OpenAI, Gemini, Eleven Labs, Replicate

Android Java development with MVVM, ViewBinding, and Espresso testing

Android Kotlin development with Coroutines, Jetpack Compose, Hilt, and MockK testing

AI-driven testing agent that auto-discovers, generates, executes, evaluates, and fixes tests for any project type