Creating realistic RL environments requires collaboration between researchers, engineers, and domain experts across many dimensions: artifacts, environments tools, dynamism of the environment, reproducibility, and more. There is no open source framework for building these environments effectively. Until now.
⚡ Executive Summary & Quick Facts
Authoritative Sourceagentenv-framework is agentenv-framework is an open-source project written in Python: Creating realistic RL environments requires collaboration between researchers, engineers, and domain experts across many dimensions: artifacts, environments tools, dynamism of the environment, reproducibility, and more. There is no open source framework for building these environments effectively. Until now..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), scaleapi/agentenv-framework has accumulated 412 GitHub stars and 55 forks. It is written in Python, licensed under Apache-2.0, and ranks #13,614 globally. It is actively maintained with the latest commit recorded on Nov 4, 2026.”
| Repository | scaleapi/agentenv-framework ↗ |
|---|---|
| Primary Category | a2a |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 412 stars · ⑂ 55 forks · #13,614 globally |
| Maintenance | ● Active (Last commit: Nov 4, 2026) · 61 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 93/100 · Grade A+Yes, agentenv-framework is actively maintained. Continuous telemetry recorded the last code commit on Nov 4, 2026 (8 days ago). Supported by 412 stars and 55 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#1,832
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
agentenv-framework gained 10 stars in the last 30 days, about 1 a day, and now has 412. It is about 1 year old and has averaged roughly 412 stars a year. It ranks #1,832 among Python repositories and #13,614 across all languages on GitHubRepo.
Trending Record
7
DAYS ON TRENDING
#14043
BEST RANK
Nov 3, 2026
FIRST APPEARANCE
Active
STATUS TODAY
agentenv-framework has maintained a continuous presence across global trending indexes, peaking at #14043. Below is the 30-day activity profile:
💡 Overview
agentenv-framework is an open-source project written in Python: Creating realistic RL environments requires collaboration between researchers, engineers, and domain experts across many dimensions: artifacts, environments tools, dynamism of the environment, reproducibility, and more. There is no open source framework for building these environments effectively. Until now.
Engineered for speed, consistency, and developer ease, it solves common hurdles in a2a, agent-evaluation, agentic-ai. 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 agentenv-framework⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
agentenv-framework 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 agentenv-framework.
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 agentenv-framework using your package manager: `pip install agentenv-framework`
Initialize your project workspace or configuration file for agentenv-framework.
Import agentenv-framework into your codebase or invoke it directly from your terminal.
Execute your test suite or run `agentenv-framework --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
scaleapi/agentenv-framework is currently ranked #13,614 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
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|---|---|---|---|---|
| #13,598 | kylejckson/PaintFE | Rust | ★ 413 | Compare ↗ |
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| #13,614 | scaleapi/agentenv-framework This Project | Python | ★ 412 | |
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Frequently Asked Questions
What does agentenv-framework do? +
Creating realistic RL environments requires collaboration between researchers, engineers, and domain experts across many dimensions: artifacts, environments tools, dynamism of the environment, reproducibility, and more. There is no open source framework for building these environments effectively. Until now.
Is agentenv-framework actively maintained in 2026? +
Yes, agentenv-framework is actively maintained. The latest code push was recorded on Nov 4, 2026 (8 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 412 stars and 61 open issues.
What language is agentenv-framework written in? +
The primary language is Python. Topics include: a2a, agent-evaluation, agentic-ai, ai-agents, llm-agents.
How many stars does agentenv-framework have? +
agentenv-framework has 412 stars and 55 forks on GitHub.
How does agentenv-framework rank among GitHub repositories? +
With 412 stars, scaleapi/agentenv-framework is ranked #13,614 globally across all repositories tracked on GitHubRepo and #1,832 among Python projects.
What license is agentenv-framework distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
