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eust-w/opengeniemaster

Open-source embodied agent framework: execution, feedback, and continual improvement

Python ◇ agent-harness MIT
★148STARS
⑂2FORKS
!0ISSUES
🏆#21,548GLOBAL RANK
🔥3DAYS TRENDING
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⚡ Executive Summary & Quick Facts

Authoritative Source

opengeniemaster is opengeniemaster is an open-source project written in Python: Open-source embodied agent framework: execution, feedback, and continual improvement..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), eust-w/opengeniemaster has accumulated 148 GitHub stars and 2 forks. It is written in Python, licensed under MIT, and ranks #21,548 globally. It is actively maintained with the latest commit recorded on Nov 6, 2026.”
Repository eust-w/opengeniemaster ↗
Primary Category agent harness
Language & Stack Python
Software License MIT
Community Traction ★ 148 stars · ⑂ 2 forks · #21,548 globally
Maintenance ● Active (Last commit: Nov 6, 2026) · 0 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+
✅
Is opengeniemaster actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, opengeniemaster is actively maintained. Continuous telemetry recorded the last code commit on Nov 6, 2026 (5 days ago). Supported by 148 stars and 2 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.

Commit Recency
Nov 6, 2026
5 days since last push
Issue Backlog
0 Open Issues
Healthy Issue Cadence
Community Backing
2 Forks
148 Stars Recorded
Software License
MIT
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for eust-w/opengeniemaster
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Momentum

+10

STARS · LAST 30 DAYS

1

PER DAY

#2,847

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+10+90
Per day111
Forks gained+1+3+10

opengeniemaster gained 10 stars in the last 30 days, about 1 a day, and now has 148. It is about 1 year old and has averaged roughly 148 stars a year. It ranks #2,847 among Python repositories and #21,548 across all languages on GitHubRepo.

Trending Record

opengeniemaster has maintained a continuous presence across global trending indexes, peaking at #20569. Below is the 30-day activity profile:

💡 Overview

opengeniemaster is an open-source project written in Python: Open-source embodied agent framework: execution, feedback, and continual improvement.

Engineered for speed, consistency, and developer ease, it solves common hurdles in agent-harness, ai-agents, continual-learning. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install opengeniemaster

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

opengeniemaster 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 opengeniemaster.

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

1

Install opengeniemaster using your package manager: `pip install opengeniemaster`

2

Initialize your project workspace or configuration file for opengeniemaster.

3

Import opengeniemaster into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `opengeniemaster --help` to verify successful setup.

👍 Strengths

Active community backing with 148 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 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

eust-w/opengeniemaster is currently ranked #21,548 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#21,465 jaime681/html5-game-build-tool JavaScript ★ 149 Compare ↗
#21,465 haroonwattoo556677-max/ios-forensic-exploitation-framework JavaScript ★ 149 Compare ↗
#21,465 pnyn96/mindact-agent TypeScript ★ 149 Compare ↗
#21,465 saninskijanton-dev/voicemeeter-auto-config Python ★ 149 Compare ↗
#21,465 altynbekzhardemov02-ship-it/windows-10-activator Python ★ 149 Compare ↗
#21,548 eust-w/opengeniemaster This Project Python ★ 148
#21,548 emonti/rbkb Ruby ★ 148 Compare ↗
#21,548 nagaozen/asp-xtreme-evolution HTML ★ 148 Compare ↗
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Frequently Asked Questions

What does opengeniemaster do? +

Open-source embodied agent framework: execution, feedback, and continual improvement

Is opengeniemaster actively maintained in 2026? +

Yes, opengeniemaster is actively maintained. The latest code push was recorded on Nov 6, 2026 (5 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 148 stars and 0 open issues.

What language is opengeniemaster written in? +

The primary language is Python. Topics include: agent-harness, ai-agents, continual-learning, embodied-ai, mcp.

How many stars does opengeniemaster have? +

opengeniemaster has 148 stars and 2 forks on GitHub.

How does opengeniemaster rank among GitHub repositories? +

With 148 stars, eust-w/opengeniemaster is ranked #21,548 globally across all repositories tracked on GitHubRepo and #2,847 among Python projects.

What license is opengeniemaster distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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