Run MoE models bigger than your RAM. Frontier-size MoE on a phone, laptop, edge. Lossless, on stock llama.cpp. An adaptive streaming optimizer. Any hardware, any OS, any model, any quantization, behind a local OpenAI-compatible server.
⚡ Executive Summary & Quick Facts
Authoritative SourceBigMoeOnEdge is BigMoeOnEdge is an open-source project written in C++: Run MoE models bigger than your RAM. Frontier-size MoE on a phone, laptop, edge. Lossless, on stock llama.cpp. An adaptive streaming optimizer. Any hardware, any OS, any model, any quantization, behind a local OpenAI-compatible server..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), Helldez/BigMoeOnEdge has accumulated 641 GitHub stars and 75 forks. It is written in C++, licensed under Apache-2.0, and ranks #9,237 globally. It is actively maintained with the latest commit recorded on Oct 20, 2026.”
| Repository | Helldez/BigMoeOnEdge ↗ |
|---|---|
| Primary Category | android |
| Language & Stack | C++ |
| Software License | Apache-2.0 |
| Community Traction | ★ 641 stars · ⑂ 75 forks · #9,237 globally |
| Maintenance | ● Active (Last commit: Oct 20, 2026) · 22 open issues |
| Target Audience | Developers and engineering teams building with C++, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 93/100 · Grade A+Yes, BigMoeOnEdge is actively maintained. Continuous telemetry recorded the last code commit on Oct 20, 2026 (10 days ago). Supported by 641 stars and 75 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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+16
STARS · LAST 30 DAYS
1
PER DAY
#734
MOST-STARRED C++
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +16 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
BigMoeOnEdge gained 16 stars in the last 30 days, about 1 a day, and now has 641. It is about 1 year old and has averaged roughly 641 stars a year. It ranks #734 among C++ repositories and #9,237 across all languages on GitHubRepo.
Trending Record
8
DAYS ON TRENDING
#9799
BEST RANK
Oct 21, 2026
FIRST APPEARANCE
Active
STATUS TODAY
BigMoeOnEdge has maintained a continuous presence across global trending indexes, peaking at #9799. Below is the 30-day activity profile:
💡 Overview
BigMoeOnEdge is an open-source project written in C++: Run MoE models bigger than your RAM. Frontier-size MoE on a phone, laptop, edge. Lossless, on stock llama.cpp. An adaptive streaming optimizer. Any hardware, any OS, any model, any quantization, behind a local OpenAI-compatible server.
Engineered for speed, consistency, and developer ease, it solves common hurdles in android, cpp, edge-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 C++ 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
$ git clone https://github.com/Helldez/BigMoeOnEdge.git
cd BigMoeOnEdge⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
C++20 compliant compiler (GCC 11+, Clang 13+, MSVC)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
BigMoeOnEdge coordinates its core functionality through a modular C++ 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 BigMoeOnEdge.
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 BigMoeOnEdge using your package manager: `git clone https://github.com/Helldez/BigMoeOnEdge.git`
Initialize your project workspace or configuration file for BigMoeOnEdge.
Import BigMoeOnEdge into your codebase or invoke it directly from your terminal.
Execute your test suite or run `BigMoeOnEdge --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with C++, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
Helldez/BigMoeOnEdge is currently ranked #9,237 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #9,229 | lofcz/LLMTornado | C# | ★ 642 | Compare ↗ |
| #9,229 | RockinChaos/Shiru | JavaScript | ★ 642 | Compare ↗ |
| #9,229 | esp32-si4732/ats-mini | C++ | ★ 642 | Compare ↗ |
| #9,229 | Miuzarte/ScrcpyForAndroid | Kotlin | ★ 642 | Compare ↗ |
| #9,229 | redai-studio/Relax | Python | ★ 642 | Compare ↗ |
| #9,237 | Helldez/BigMoeOnEdge This Project | C++ | ★ 641 | |
| #9,237 | SonarSource/sonarlint-intellij | Kotlin | ★ 641 | Compare ↗ |
| #9,237 | rhinstaller/anaconda | Python | ★ 641 | Compare ↗ |
| #9,237 | nol13/fuzzball.js | JavaScript | ★ 641 | Compare ↗ |
| #9,237 | apache/casbin-gateway | Go | ★ 641 | Compare ↗ |
| #9,237 | xunholy/k8s-gitops | PHP | ★ 641 | Compare ↗ |
Frequently Asked Questions
What does BigMoeOnEdge do? +
Run MoE models bigger than your RAM. Frontier-size MoE on a phone, laptop, edge. Lossless, on stock llama.cpp. An adaptive streaming optimizer. Any hardware, any OS, any model, any quantization, behind a local OpenAI-compatible server.
Is BigMoeOnEdge actively maintained in 2026? +
Yes, BigMoeOnEdge is actively maintained. The latest code push was recorded on Oct 20, 2026 (10 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 641 stars and 22 open issues.
What language is BigMoeOnEdge written in? +
The primary language is C++. Topics include: android, cpp, edge-ai, gemma, gguf.
How many stars does BigMoeOnEdge have? +
BigMoeOnEdge has 641 stars and 75 forks on GitHub.
How does BigMoeOnEdge rank among GitHub repositories? +
With 641 stars, Helldez/BigMoeOnEdge is ranked #9,237 globally across all repositories tracked on GitHubRepo and #734 among C++ projects.
What license is BigMoeOnEdge distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
