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openvinotoolkit / model_server

A scalable inference server for models optimized with OpenVINO™

Why this job: says: inference server; topics: inference, model-serving

OVMS diagram

What it does

  • LLM text generation. continuous batching, streaming, structured output, speculative decoding
  • VLM (Vision Language Models)
  • AI Agents with MCP servers
  • Text embeddings. OpenAI-compatible /v1/embeddings
  • Reranking. Cohere-compatible API

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 3 days ago
Stars
956
+3 this week
Licence
Apache-2.0
Allows business use
Downloads for
Windows
From the latest release
Latest version
v2026.4.1
Released 34 days ago
Built with
C++
80% of the code

Is it looked after?

Contributors
Not stated
Last 90 days
Issues
79% closed
65 still open
Pull requests
3,673 merged
119 waiting
Releases
48
10 in the last year

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More: download files, languages, topics and project record

Download files, v2026.4.1

  • Windows4 files, 2,020 downloads

All files on GitHub (opens in new tab)

Languages

  • C++ 80%
  • Python 12%
  • Starlark 2%
  • Jinja 2%

Topics

  • openvino
  • inference
  • ai
  • edge
  • cloud
  • deep-learning
  • serving
  • dag
  • kubernetes
  • machine-learning
  • model-serving
  • genai

Project record

  • JobLocal LLMs
  • StatusListed
  • Commits3,782
  • Forks294
  • Watching29
  • Stars in 28 days+9
  • CreatedSep 26, 2018
  • First seen by usNov 7, 2026
  • CheckedNov 8, 2026

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