openvinotoolkit/model_server
A scalable inference server for models optimized with OpenVINO™
Star History
Momentum
+23
STARS · LAST 30 DAYS
1
PER DAY
#198
MOST-STARRED C++
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +23 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +6 | +14 |
model_server gained 23 stars in the last 30 days, about 1 a day, and now has 938. It is about 8 years old and has averaged roughly 117 stars a year. It ranks #198 among C++ repositories and #2,720 across all languages on GitHubRepo.
Trending Record
3
DAYS ON TRENDING
#2158
BEST RANK
Sep 26, 2026
FIRST APPEARANCE
Active
STATUS TODAY
model_server has maintained a continuous presence across global trending indexes, peaking at #2158. Below is the 30-day activity profile:
💡 Overview
model_server is an open-source project written in C++: A scalable inference server for models optimized with OpenVINO™.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai, cloud, dag. 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/openvinotoolkit/model_server.git
cd model_server⚙ 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
model_server 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 model_server.
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 model_server using your package manager: `git clone https://github.com/openvinotoolkit/model_server.git`
Initialize your project workspace or configuration file for model_server.
Import model_server into your codebase or invoke it directly from your terminal.
Execute your test suite or run `model_server --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
openvinotoolkit/model_server is currently ranked #2,720 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #2,711 | luongnv89/asm | TypeScript | ★ 943 | Compare ↗ |
| #2,716 | Hyundai-Kia-Connect/kia_uvo | Python | ★ 941 | Compare ↗ |
| #2,716 | huggingface/AnyLanguageModel | Swift | ★ 941 | Compare ↗ |
| #2,716 | microsoft/power-platform-skills | JavaScript | ★ 941 | Compare ↗ |
| #2,716 | google/sam | Go | ★ 941 | Compare ↗ |
| #2,720 | openvinotoolkit/model_server This Project | C++ | ★ 938 | |
| #2,720 | mojombo/clippy | — | ★ 938 | Compare ↗ |
| #2,720 | facebook/openr | C++ | ★ 938 | Compare ↗ |
| #2,720 | SMGCommunity/Petari | C++ | ★ 938 | Compare ↗ |
| #2,720 | repoprompt/repoprompt-ce | Swift | ★ 938 | Compare ↗ |
| #2,725 | ejmahler/RustFFT | Rust | ★ 937 | Compare ↗ |
Frequently Asked Questions
What does model_server do? +
A scalable inference server for models optimized with OpenVINO™
What language is model_server written in? +
The primary language is C++. Topics include: ai, cloud, dag, deep-learning, edge.
Is model_server actively maintained? +
Yes, the last recorded push was on Sep 25, 2026 with 158 open issues being tracked.
How many stars does model_server have? +
model_server has 938 stars and 278 forks on GitHub.
How does model_server rank among GitHub repositories? +
With 938 stars, openvinotoolkit/model_server is ranked #2,720 globally across all repositories tracked on GitHubRepo and #198 among C++ projects.
What license is model_server distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
