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openvinotoolkit/model_server

Model Serving

A scalable inference server for models optimized with OpenVINO™

6.5
GitHub Metrics
Stars
923
Forks
274
Open Issues
137
Watchers
30
Contributors
60
Weekly Commits
0
Language
C++
License
Apache-2.0
Last Commit
Sep 1, 2026
Created
Sep 26, 2018
Latest Release
v2026.3.1
Release Date
Aug 31, 2026
Synced: Sep 1, 2026
Quality Scores
Documentation Qualityw: 20%
6.6

Has docs site (https://docs.openvino.ai/2025/openvino-workflow/model-server/ovms_what_is_openvino_model_server.html). Description: 63 chars. Stars signal: 923. Contributors: 60. Score: 6.6/10

Community Healthw: 20%
5.7

Stars: 923. Contributors: 60. Watchers: 30. Forks: 274. Issue ratio: 14.8%. Score: 5.7/10

Maintenance Velocityw: 15%
7.7

Last commit: 0d ago. Weekly commits: 0. Latest release: v2026.3.1. Maturity bonus: 7.9y old. Score: 7.7/10

API Design & DXw: 20%
6.0

Stars/issues ratio: 7. Has documentation site. Permissive license: Apache-2.0. Popularity signal: 923 stars. Score: 6/10

Production Readinessw: 15%
7.0

Battle-tested: 923 stars. Peer review: 60 contributors. Versioned: v2026.3.1. Licensed: Apache-2.0. Age: 7.9 years. Maintenance: last commit 0d ago. Score: 7/10

Ecosystem Integrationw: 10%
6.8

Fork interest: 274. Ecosystem: C++. Integration-friendly: Apache-2.0. Adoption: 923 stars. Has web presence. Score: 6.8/10

Tags
aiclouddagdeep-learningedgegenaiinferencekubernetesmachine-learningmodel-serving
Radar
Documentation Quality
Community Health
Maintenance Velocity
API Design & DX
Production Readiness
Ecosystem Integration
openvinotoolkit/model_server — 6.5/10 — AI/LLM Repository Review — StackQuadrant