Autonomous LLM Trading Asterism — a research-only multi-agent trading platform with evidence-first research, an auditable console, Shadow simulation and explicitly authorized broker execution.
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+23
STARS · LAST 30 DAYS
1
PER DAY
#693
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +98 | +23 | +90 |
| Per day | 14 | 1 | 1 |
| Forks gained | +11 | +3 | +10 |
ALTA gained 23 stars in the last 30 days, about 1 a day, and now has 917. It is about 1 year old and has averaged roughly 917 stars a year. It ranks #693 among Python repositories and #5,134 across all languages on GitHubRepo.
Trending Record
14
DAYS ON TRENDING
#130
BEST RANK
Sep 23, 2026
FIRST APPEARANCE
Active
STATUS TODAY
ALTA has maintained a continuous presence across global trending indexes, peaking at #130. Below is the 30-day activity profile:
💡 Overview
ALTA is an open-source project written in Python: Autonomous LLM Trading Asterism — a research-only multi-agent trading platform with evidence-first research, an auditable console, Shadow simulation and explicitly authorized broker execution.
Engineered for speed, consistency, and developer ease, it solves common hurdles in autonomous-agents, codex-app-server, event-driven-architecture. 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 ALTA⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
ALTA 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 ALTA.
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 ALTA using your package manager: `pip install ALTA`
Initialize your project workspace or configuration file for ALTA.
Import ALTA into your codebase or invoke it directly from your terminal.
Execute your test suite or run `ALTA --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
kyky2347/ALTA is currently ranked #5,134 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #5,125 | poweradmin/poweradmin | PHP | ★ 921 | Compare ↗ |
| #5,125 | apache/mina | Java | ★ 921 | Compare ↗ |
| #5,131 | ngscopeclient/scopehal-apps | C++ | ★ 920 | Compare ↗ |
| #5,132 | mfuu/FreeProxies | Python | ★ 919 | Compare ↗ |
| #5,133 | zeroturnaround/zt-exec | Java | ★ 918 | Compare ↗ |
| #5,134 | kyky2347/ALTA This Project | Python | ★ 917 | |
| #5,134 | openstates/openstates-scrapers | Python | ★ 917 | Compare ↗ |
| #5,134 | nitrite/nitrite-java | Java | ★ 917 | Compare ↗ |
| #5,134 | hikari-py/hikari | Python | ★ 917 | Compare ↗ |
| #5,138 | bitwire-it/ipblocklist | Python | ★ 916 | Compare ↗ |
| #5,138 | SuRGeoNix/Flyleaf | C# | ★ 916 | Compare ↗ |
Frequently Asked Questions
What does ALTA do? +
Autonomous LLM Trading Asterism — a research-only multi-agent trading platform with evidence-first research, an auditable console, Shadow simulation and explicitly authorized broker execution.
What language is ALTA written in? +
The primary language is Python. Topics include: autonomous-agents, codex-app-server, event-driven-architecture, llm-agents, local-first.
Is ALTA actively maintained? +
Yes, the last recorded push was on Sep 13, 2026 with 4 open issues being tracked.
How many stars does ALTA have? +
ALTA has 917 stars and 107 forks on GitHub.
How does ALTA rank among GitHub repositories? +
With 917 stars, kyky2347/ALTA is ranked #5,134 globally across all repositories tracked on GitHubRepo and #693 among Python projects.
What license is ALTA distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
