maggy

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

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

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

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

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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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