# NVIDIA Triton Inference Server

- **Canonical URI:** https://www.vioscale.ai/software/nvidia-triton-inference-server
- **Category:** Model Serving
- **Homepage:** https://developer.nvidia.com/triton-inference-server
- **Also known as:** nvidia-triton-inference-server
- **Profile claimed by vendor:** no
- **Last updated:** 2026-08-26T19:30:56.043Z

## Vioscale score

**48.2 / 100**, confidence 24% (low). Computed 2026-09-01. _(updating — computed under an earlier model version or past its freshness window.)_

Composite of weighted, independently-sourced signals (no user reviews, no vendor payment).

| Signal | Score | Weight | Contribution | Evidence present |
|---|--:|--:|--:|:--:|
| price_level | 100 | 0.052 | 5.2 | ✓ |
| reliability | 0 | 0.073 | 0 | - |
| capabilities | 0 | 0.084 | 0 | - |
| repo_stars | 76.2 | 0.026 | 2 | ✓ |
| integrations | 27.4 | 0.09355555555555557 | 2.6 | ✓ |
| dependent_projects | 0 | 0.063 | 0 | ✓ |
| dev_activity | 35.1 | 0.094 | 3.3 | ✓ |
| release_cadence | 84.4 | 0.052 | 4.4 | ✓ |
| security_posture | 0 | 0.073 | 0 | - |
| package_downloads | 0 | 0.136 | 0 | - |
| security_score | 70 | 0.042 | 2.9 | ✓ |
| pricing_transparency | 0 | 0.084 | 0 | - |
| community_qa_activity | 0 | 0.063 | 0 | - |

## Pricing

_As of 2026-08-19, [verify at source](https://developer.nvidia.com/triton-inference-server). Independently observed._

Open source

## About

An open-source platform that deploys AI models built with PyTorch, ONNX, TensorFlow, and other frameworks, supporting real-time and batch inference workloads. It runs on NVIDIA GPUs, CPUs, and accelerators, with integrations for Kubernetes orchestration and Prometheus monitoring in both cloud and on-premises environments.

_Independently observed._

## Platform & deployment

- **Platforms:** CLI, Linux, Windows
- **Deployment:** Cloud / SaaS, Hybrid, On-premise, Self-hosted

## Integrations (8)

_Independently observed._

- Kubernetes
- Prometheus
- TensorRT
- PyTorch
- ONNX
- OpenVINO
- RAPIDS FIL
- Python

## Release history

| Version | Date | Type |
|---|---|---|
| [v2.71.0](https://github.com/triton-inference-server/server/releases/tag/v2.71.0) | 2026-07-29 | stable |
| [v2.70.0](https://github.com/triton-inference-server/server/releases/tag/v2.70.0) | 2026-06-26 | stable |
| [v2.69.0](https://github.com/triton-inference-server/server/releases/tag/v2.69.0) | 2026-06-02 | stable |
| [v2.68.0](https://github.com/triton-inference-server/server/releases/tag/v2.68.0) | 2026-04-28 | stable |
| [v2.67.0](https://github.com/triton-inference-server/server/releases/tag/v2.67.0) | 2026-03-27 | stable |
| [v2.66.0](https://github.com/triton-inference-server/server/releases/tag/v2.66.0) | 2026-03-02 | stable |
| [v2.65.0](https://github.com/triton-inference-server/server/releases/tag/v2.65.0) | 2026-02-03 | stable |
| [v2.64.0](https://github.com/triton-inference-server/server/releases/tag/v2.64.0) | 2025-12-24 | stable |
| [v2.63.0](https://github.com/triton-inference-server/server/releases/tag/v2.63.0) | 2025-11-26 | stable |
| [v2.62.0](https://github.com/triton-inference-server/server/releases/tag/v2.62.0) | 2025-10-31 | stable |
| [v2.61.0](https://github.com/triton-inference-server/server/releases/tag/v2.61.0) | 2025-10-07 | stable |
| [v2.60.0](https://github.com/triton-inference-server/server/releases/tag/v2.60.0) | 2025-08-26 | stable |
| [v2.59.1](https://github.com/triton-inference-server/server/releases/tag/v2.59.1) | 2025-07-29 | stable |
| [v2.59.0](https://github.com/triton-inference-server/server/releases/tag/v2.59.0) | 2025-06-26 | stable |
| [v2.58.0](https://github.com/triton-inference-server/server/releases/tag/v2.58.0) | 2025-05-31 | stable |

_… and 5 earlier release(s)._

## Security & compliance


Known vulnerabilities: 0 (0 in the last 12 months) ([source](https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=nvidia-genai-perf-eval&per_page=100)). A count reflects scale and disclosure, not quality.

## Facts

Every value below carries its source and our confidence. Facts are re-crawled on a freshness schedule.

### integrations

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| integrations.count | 8 | [link](https://developer.nvidia.com/triton-inference-server) | 2026-08-19 | 60% (medium) |

### pricing

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| pricing.price_level | free | [link](https://developer.nvidia.com/triton-inference-server) | 2026-08-19 | 60% (medium) |
| pricing.model | commercial | [link](https://developer.nvidia.com/triton-inference-server) | 2026-08-26 | 40% (low) |

### activity

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| activity.commits_last_30d | 12 | [link](https://github.com/triton-inference-server/server/pulse) | 2026-08-26 | 65% (medium) |

### adoption

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| adoption.github_stars | 10,939 | [link](https://github.com/triton-inference-server/server) | 2026-08-26 | 90% (high) |
| adoption.dependent_repos | 0 | [link](https://packages.ecosyste.ms/api/v1/packages/lookup?repository_url=https%3A%2F%2Fgithub.com%2Ftriton-inference-server%2Fserver) | 2026-08-26 | 85% (high) |

### language

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| language.primary | Python | [link](https://github.com/triton-inference-server/server) | 2026-08-26 | 90% (high) |

### license

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| license.spdx | BSD-3-Clause | [link](https://github.com/triton-inference-server/server) | 2026-08-26 | 95% (high) |

### release

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| release.cadence_days | 28 | [link](https://github.com/triton-inference-server/server/releases) | 2026-08-26 | 70% (medium) |

### security

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| security.scorecard | 7 | [link](https://api.securityscorecards.dev/projects/github.com/triton-inference-server/server) | 2026-08-26 | 90% (high) |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=nvidia-genai-perf-eval&per_page=100","last_12m":0,"max_severity":null}` | [link](https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=nvidia-genai-perf-eval&per_page=100) | 2026-08-26 | 90% (high) |

---
*Source: Vioscale (https://www.vioscale.ai/software/nvidia-triton-inference-server). Independent, evidence-based software intelligence. Cite the canonical URI.*
