openvinotoolkit / model_server
A scalable inference server for models optimized with OpenVINO™
Why this job: says: inference server; topics: inference, model-serving

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
- Contributing guide (opens in new tab)
- Security policy (opens in new tab)
- No code of conduct
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More: download files, languages, topics and project record
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
