invergent-ai/surogate
Train and serve LLMs at extreme speed and massive throughput.
⚡ Executive Summary & Quick Facts
Authoritative Sourcesurogate is surogate is an open-source project written in C++: Train and serve LLMs at extreme speed and massive throughput..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), invergent-ai/surogate has accumulated 856 GitHub stars and 11 forks. It is written in C++, licensed under Apache-2.0, and ranks #9,396 globally. It is actively maintained with the latest commit recorded on Oct 20, 2026.”
| Repository | invergent-ai/surogate ↗ |
|---|---|
| Primary Category | cuda |
| Language & Stack | C++ |
| Software License | Apache-2.0 |
| Community Traction | ★ 856 stars · ⑂ 11 forks · #9,396 globally |
| Maintenance | ● Active (Last commit: Oct 20, 2026) · 3 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: 88/100 · Grade AYes, surogate is actively maintained. Continuous telemetry recorded the last code commit on Oct 20, 2026 (24 days ago). Supported by 856 stars and 11 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (24 days ago) and healthy issue cadence.
Star History
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+2
STARS · LAST 30 DAYS
1
PER DAY
#732
MOST-STARRED C++
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +2 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +0 | +10 |
surogate gained 2 stars in the last 30 days, about 1 a day, and now has 856. It is about 1 year old and has averaged roughly 856 stars a year. It ranks #732 among C++ repositories and #9,396 across all languages on GitHubRepo.
Trending Record
44
DAYS ON TRENDING
#613
BEST RANK
Sep 24, 2026
FIRST APPEARANCE
Active
STATUS TODAY
surogate has maintained a continuous presence across global trending indexes, peaking at #613. Below is the 30-day activity profile:
💡 Overview
surogate is an open-source project written in C++: Train and serve LLMs at extreme speed and massive throughput.
Engineered for speed, consistency, and developer ease, it solves common hurdles in cuda, deep-learning, fine-tuning. 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/invergent-ai/surogate.git
cd surogate⚙ 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
surogate 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 surogate.
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 surogate using your package manager: `git clone https://github.com/invergent-ai/surogate.git`
Initialize your project workspace or configuration file for surogate.
Import surogate into your codebase or invoke it directly from your terminal.
Execute your test suite or run `surogate --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
invergent-ai/surogate is currently ranked #9,396 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #9,390 | jqwik-team/jqwik | Java | ★ 857 | Compare ↗ |
| #9,390 | spatie/laravel-translation-loader | PHP | ★ 857 | Compare ↗ |
| #9,390 | Shopify/ghostferry | Go | ★ 857 | Compare ↗ |
| #9,390 | AVIDS2/memorix | TypeScript | ★ 857 | Compare ↗ |
| #9,390 | InternLM/Intern-Decision | Python | ★ 857 | Compare ↗ |
| #9,396 | invergent-ai/surogate This Project | C++ | ★ 856 | |
| #9,396 | toretore/barby | Ruby | ★ 856 | Compare ↗ |
| #9,396 | shacker/django-todo | Python | ★ 856 | Compare ↗ |
| #9,396 | mihai-dinculescu/tapo | Rust | ★ 856 | Compare ↗ |
| #9,396 | calagopus/panel | TypeScript | ★ 856 | Compare ↗ |
| #9,401 | openfl/lime | JavaScript | ★ 855 | Compare ↗ |
Frequently Asked Questions
What does surogate do? +
Train and serve LLMs at extreme speed and massive throughput.
Is surogate actively maintained in 2026? +
Yes, surogate is actively maintained. The latest code push was recorded on Oct 20, 2026 (24 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 856 stars and 3 open issues.
What language is surogate written in? +
The primary language is C++. Topics include: cuda, deep-learning, fine-tuning, generative-ai, llama.
How many stars does surogate have? +
surogate has 856 stars and 11 forks on GitHub.
How does surogate rank among GitHub repositories? +
With 856 stars, invergent-ai/surogate is ranked #9,396 globally across all repositories tracked on GitHubRepo and #732 among C++ projects.
What license is surogate distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
