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loop-antigravity — Goal-Driven Autonomous Dev Loop for Google Antigravity / Gemini

A Loop Engineering autonomous coding loop engine — turn goals into production code.

利用 Gemini 的 1M token 上下文窗口和多模态推理能力，设定一个目标，在 GCP 上自主完成设计、实现、测试、验证的完整闭环。

Version License Python

English | 中文

This project is an alternative to cloud-agnostic AI coding tools, but specifically optimized for GCP-native autonomous development using Google Antigravity (agy CLI) with Gemini's 1M token context and multimodal reasoning, compiled to a single PyInstaller binary.

English

Features

  • Dual Backend — agy CLI subprocess engine and Gemini SDK direct client, auto-selectable via BackendSelector with unified GeminiBackend protocol
  • Circuit Breaker Protection — CLOSED/OPEN/HALF_OPEN state machine with configurable failure thresholds and exponential backoff, prevents API fault cascading and quota waste
  • Context Packer — intelligently packs full codebase into Gemini's 1M token context window, no chunking or RAG needed
  • Billing Tracker — BillingTracker enforces daily/weekly hard caps with per-cycle token/cost accounting
  • Multimodal Handler — dedicated MultimodalHandler processes images (png/jpg/gif/webp), PDFs, audio (mp3/wav), and video (mp4)
  • GCloud Auth — GCloudAuth manages ADC credentials with service account support, ready for Cloud Run and Vertex AI deployment
  • 11-Phase Dispatch Engine — PhaseDispatcher drives the autonomous development loop from design through implementation, testing, and verification
  • Crash-Proof Persistence — state.json with atomic writes and schema validation via StateManager; session restart picks up from last completed phase

Quick Start

# Prerequisites: Python >= 3.11, agy CLI installed, GCP project configured
pip install loop-antigravity

# Or clone source
git clone https://github.com/PerryLink/loop-antigravity.git
cd loop-antigravity
pip install -r requirements.txt

# Authenticate with GCP
gcloud auth application-default login

# Run with a goal
loop-antigravity run --goal "Build a REST API with FastAPI"

# Check dependencies and health
loop-antigravity --check

# Choose operation mode
loop-antigravity --safe    # L1 Shield: conservative breaker, low billing cap
loop-antigravity --auto    # L2 Standard: balanced breaker and billing (default)
loop-antigravity --unsafe  # L3 Unlimited: loosest breaker, for trusted sandboxes only

Requirements: Python >= 3.11, Google Cloud SDK, agy CLI in PATH, GCP project with Gemini API enabled.

FAQ

Q: Why use loop-antigravity instead of calling the Gemini API directly?

A: loop-antigravity layers production-grade safeguards on top of Gemini that raw API calls lack: a circuit breaker that prevents cascading failures during outages, a billing tracker that enforces hard spending caps, and a context packer that optimizes your 1M token window. The dual-backend architecture (agy CLI or Gemini SDK) gives you deployment flexibility — use the SDK for lightweight scripts, or agy CLI for full GCP-native toolchain access.

Q: What happens if the Gemini API has an outage?

A: The circuit breaker opens after 5 consecutive failures (configurable), blocking all API calls for a cooldown period (default 60s). During cooldown, the loop pauses and saves state. After cooldown, it enters HALF_OPEN and sends a single probe request. If the probe succeeds, the breaker closes and the loop resumes. If not, the breaker re-opens with exponential backoff.

Q: How much does it cost to run?

A: Costs vary based on project size and token usage. The 1M token context is powerful but can be expensive. loop-antigravity's BillingTracker logs per-cycle costs and enforces daily/weekly hard caps (configurable via --budget-daily and --budget-weekly). For a typical medium-sized project, expect $2-15 per full development loop with Gemini 2.5 Flash.

Q: Which backend should I choose — agy CLI or Gemini SDK?

A: agy CLI — best for GCP-native workflows, supports full stream-json output and Google Antigravity toolchain integration. Gemini SDK — best for lightweight usage, simpler dependency footprint, direct google-generativeai calls. The BackendSelector auto-detects available backends. Override with --backend agy_cli or --backend gemini_sdk.

Related Projects

  • loop-everything — master index & orchestration layer for all loop engines
  • loop-superpowers — pure Skill mini-loops for Claude Code
  • loop-opencode — closed-loop driver for OpenCode CLI
  • loop-codex — dual-channel (JSON-RPC + CDP) driver for Codex Desktop
  • loop-copilot — closed-loop driver for GitHub Copilot SDK
  • loop-cursor — closed-loop driver for Cursor IDE SDK
  • loop-deepseek — self-built ReAct agent loop for DeepSeek API
  • loop-ollama — self-built ReAct agent loop for local Ollama models
  • loop-openclaw — multi-agent loop config generator for OpenClaw Gateway
  • loop-aider — closed-loop steering layer for Aider AI coding engine
  • loop-claudecode — goal-driven autonomous development closed-loop for Claude Code
  • loop-hermes — autonomous coding loop wrapping Hermes SDK

中文

项目简介

loop-antigravity 封装 Gemini API（agy CLI + Gemini SDK 双后端），内置熔断器、上下文打包、用量追踪和多模态处理，为成本可控的自主编码优化。不同于通用 AI 编码工具，本项目专为 GCP 原生自主开发优化，充分利用 Google Antigravity (agy CLI) 与 Gemini 的 1M token 上下文及多模态推理能力，编译为单一 PyInstaller 二进制文件。

功能特性

  • 🔀 双后端架构 — agy CLI 子进程引擎 和 Gemini SDK 直连客户端，通过 BackendSelector 自动选择，统一 GeminiBackend 协议
  • ⚡ 断路器保护 — CLOSED/OPEN/HALF_OPEN 状态机，可配置故障阈值和指数退避，防止 API 故障级联和配额浪费
  • 📦 上下文打包器 — ContextPacker 智能将完整代码库打包进 Gemini 1M token 上下文窗口，无需分块或 RAG
  • 💰 用量追踪 — BillingTracker 强制执行每日/每周硬上限，含每周期 token/成本核算
  • 🎨 多模态处理器 — 专用 MultimodalHandler 处理图片（png/jpg/gif/webp）、PDF、音频（mp3/wav）、视频（mp4）
  • ☁️ GCP 认证 — GCloudAuth 管理 ADC 凭证，支持服务账号，可直接部署到 Cloud Run 和 Vertex AI
  • 🔄 11 阶段分派引擎 — PhaseDispatcher 驱动自主开发闭环，从设计到实现、测试、验证
  • 💾 崩溃恢复 — state.json 原子写入与 schema 校验，会话重启从最后完成的阶段继续

快速开始

# 环境要求: Python >= 3.11, agy CLI 已安装, GCP 项目已配置
pip install loop-antigravity

# 或克隆源码
git clone https://github.com/PerryLink/loop-antigravity.git
cd loop-antigravity
pip install -r requirements.txt

# GCP 认证
gcloud auth application-default login

# 设定目标运行
loop-antigravity run --goal "用 FastAPI 构建 REST API"

# 检查依赖和健康状态
loop-antigravity --check

# 选择操作模式
loop-antigravity --safe    # L1 Shield：保守熔断，低计费上限
loop-antigravity --auto    # L2 Standard：平衡熔断和计费（默认）
loop-antigravity --unsafe  # L3 Unlimited：最宽松熔断，仅可信沙箱使用

环境要求: Python >= 3.11, Google Cloud SDK, agy CLI 在 PATH 中, GCP 项目已启用 Gemini API。

常见问题

Q: 为什么要用 loop-antigravity 而不是直接调用 Gemini API？

A: loop-antigravity 在 Gemini 之上增加了原生 API 调用所缺乏的生产级安全保障：断路器可防止宕机期间的级联故障，用量追踪器强制执行硬性支出上限，上下文打包器优化你的 1M token 窗口。双后端架构（agy CLI 或 Gemini SDK）为你提供部署灵活性——用 SDK 处理轻量脚本，或用 agy CLI 获取完整的 GCP 原生工具链。

Q: 如果 Gemini API 宕机了会发生什么？

A: 断路器在连续 5 次故障后打开（可配置），在冷却期（默认 60s）内阻止所有 API 调用。冷却期间，循环暂停并保存状态。冷却结束后进入 HALF_OPEN 状态并发送单个探测请求。如果探测成功，断路器关闭，循环恢复。如果失败，断路器重新打开并采用指数退避策略。

Q: 运行成本是多少？

A: 成本因项目大小和 token 用量而异。1M token 上下文功能强大但可能费用较高。loop-antigravity 的 BillingTracker 记录每周期成本并强制执行每日/每周硬上限（可通过 --budget-daily 和 --budget-weekly 配置）。对于一个典型的中型项目，使用 Gemini 2.5 Flash 每次完整开发循环预计花费 $2-15。

Q: 应该选择哪个后端——agy CLI 还是 Gemini SDK？

A: agy CLI — 最适合 GCP 原生工作流，支持完整 stream-json 输出和 Google Antigravity 工具链集成。Gemini SDK — 最适合轻量使用，依赖更少，直接调用 google-generativeai。BackendSelector 自动检测可用后端。可通过 --backend agy_cli 或 --backend gemini_sdk 手动指定。

相关项目

License

Apache License 2.0 — see LICENSE for full text.

Copyright 2026 Perry Link