by alinaqi
What started as an opinionated Claude Code setup kit is now an autonomous AI engineering command center
# Add to your Claude Code skills
git clone https://github.com/alinaqi/maggyLast scanned: 5/15/2026
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}From Claude Bootstrap to autonomous AI engineering.
This project started as Claude Bootstrap — an opinionated set of skills, hooks, and rules for Claude Code. Over time it grew into something much bigger: a multi-model routing system, a persistent memory layer, an intent-tracking code graph, container-based orchestration, and a full engineering command center. The bootstrap scaffolding is still here, but the future of this project is Maggy — an autonomous engineering system that routes work across AI models, learns from outcomes, and manages the full development lifecycle.
62 skills, TDD enforcement via Stop hooks, agent teams, persistent memory (Mnemos), intent tracking (iCPG), and multi-model AI command center. Works with Claude Code, Kimi CLI, and OpenAI Codex CLI.
git clone https://github.com/alinaqi/maggy.git
cd maggy && ./install.sh
# In any project directory
claude
> /initialize-project
Claude will validate tools, ask about your stack, create the repo structure, copy skills/rules/hooks, and spawn an agent team.
Maggy is the core of this project. It routes tasks across models, tracks performance, learns from outcomes, and manages the full development lifecycle from a local dashboard or CLI REPL.
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cd maggy && pip install -e .
maggy serve # dashboard at localhost:8080
maggy # CLI REPL (runs from any project directory)
See maggy/README.md for setup and routing details.
The original scaffolding that sets up any project for AI-assisted development:
| Layer | What | Why |
|-------|------|-----|
| Skills | 62 skills loaded via @include in CLAUDE.md | Language, framework, security, AI patterns |
| Rules | Conditional rules (activate by file path) | Quality gates, TDD workflow, security — only when relevant |
| Hooks | Stop hooks for TDD loops | Tests run after every Claude response, failures feed back automatically |
| Agents | Team Lead + Quality + Security + Review + Merger + Feature | Coordinated pipeline: spec → test → implement → review → PR |
| Memory | Mnemos (typed graph on disk) | Survives compaction, crashes, restarts |
| Intent | iCPG (code property graph) | Tracks why code exists, detects drift |
Core — TDD, memory, intent tracking, code review, agent teams, security, commit hygiene, cross-agent delegation, Polyphony orchestration
Languages — Python, TypeScript, Node.js, React, React Native, Android (Java/Kotlin), Flutter
Databases — Supabase, Firebase, Cloudflare D1, DynamoDB, Aurora, Cosmos DB
AI — Agentic development, LLM patterns, AI models reference
UI — Web (Tailwind), mobile, visual testing, Playwright, PWA
Integrations — Stripe, Reddit, Shopify, WooCommerce, Medusa, Klaviyo, Teams, PostHog
See full skills catalog for details.
| Feature | Claude Code | Kimi CLI | Codex CLI |
|---------|-------------|----------|-----------|
| Skills | .claude/skills/ | .kimi/skills/ | .codex/skills/ |
| Instructions | CLAUDE.md | (uses skills) | AGENTS.md |
install.sh auto-detects installed tools. /sync-agents syncs config across tools on demand.
TDD via Stop Hooks — tests run after every Claude response. Failures feed back automatically. No plugins needed. Details →
Mnemos Memory — typed graph on disk (goals, constraints, results, context). Survives compaction, crashes, multi-agent failures. 4-dimension fatigue model writes checkpoints before things go wrong. Details →
iCPG Intent Tracking — links every code change to a ReasonNode with intent, postconditions, and invariants. 6-dimension drift detection. Details →
Agent Teams — 6 agents with enforced pipeline (spec → test → implement → review → security → PR). Only Feature agents can edit code. Details →
# New project
mkdir my-app && cd my-app
claude
> /initialize-project
# Existing project
cd my-existing-app
claude
> /initialize-project # auto-detects existing code
# Update skills globally
cd "$(cat ~/.claude/.bootstrap-dir)"
git pull && ./install.sh
MIT — See LICENSE
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