Closed-loop engineering workflow and agentic swarm orchestration plugin for Google Antigravity
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Momentum
+10
STARS · LAST 30 DAYS
1
PER DAY
#1,825
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
agystack gained 10 stars in the last 30 days, about 1 a day, and now has 107. It is about 1 year old and has averaged roughly 107 stars a year. It ranks #1,825 among Python repositories and #14,074 across all languages on GitHubRepo.
Trending Record
4
DAYS ON TRENDING
#1642
BEST RANK
Oct 6, 2026
FIRST APPEARANCE
Active
STATUS TODAY
agystack has maintained a continuous presence across global trending indexes, peaking at #1642. Below is the 30-day activity profile:
💡 Overview
agystack is an open-source project written in Python: Closed-loop engineering workflow and agentic swarm orchestration plugin for Google Antigravity.
Engineered for speed, consistency, and developer ease, it solves common hurdles in antigravity, closed-loop, cloud-agents. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install agystack
⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
agystack coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with agystack.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install agystack using your package manager: `pip install agystack`
Initialize your project workspace or configuration file for agystack.
Import agystack into your codebase or invoke it directly from your terminal.
Execute your test suite or run `agystack --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
jtaroreh/agystack is currently ranked #14,074 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #14,025 | ceyyy427/finathink | Python | ★ 108 | Compare ↗ |
| #14,025 | graygnatconsole/mcp-audit-tool | Python | ★ 108 | Compare ↗ |
| #14,025 | a-shygun/Terrascope | Python | ★ 108 | Compare ↗ |
| #14,025 | UniWAM/UniWAM | Python | ★ 108 | Compare ↗ |
| #14,025 | BYTEX-TRADE/bytex | C# | ★ 108 | Compare ↗ |
| #14,074 | jtaroreh/agystack This Project | Python | ★ 107 | |
| #14,074 | ELLIOTTCABLE/git-blog | Ruby | ★ 107 | Compare ↗ |
| #14,074 | dustin/twitty-twister | Python | ★ 107 | Compare ↗ |
| #14,074 | signal11/PlayCap | C++ | ★ 107 | Compare ↗ |
| #14,074 | djberg96/sys-filesystem | Ruby | ★ 107 | Compare ↗ |
| #14,074 | kazu-yamamoto/Firemacs | JavaScript | ★ 107 | Compare ↗ |
Frequently Asked Questions
What does agystack do? +
Closed-loop engineering workflow and agentic swarm orchestration plugin for Google Antigravity
What language is agystack written in? +
The primary language is Python. Topics include: antigravity, closed-loop, cloud-agents, cloud-swarm, engineering.
Is agystack actively maintained? +
Yes, the last recorded push was on Oct 1, 2026 with 1 open issues being tracked.
How many stars does agystack have? +
agystack has 107 stars and 10 forks on GitHub.
How does agystack rank among GitHub repositories? +
With 107 stars, jtaroreh/agystack is ranked #14,074 globally across all repositories tracked on GitHubRepo and #1,825 among Python projects.
What license is agystack distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.