AI and models · Independent · 23 Oct 2026

OpenMOSS/MOVA

A foundation model that generates synchronized video and audio in a single model

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MOVA: synchronized video-audio model. Generates video and matching audio in one pass.

In simple English

This tool generates videos that have matching audio built right in. You feed it a text description and a starting picture, and it outputs a complete clip with sound and lip movements. It creates both the video and the audio in one go, rather than stitching two separate programs together. You need a powerful server with a high-end graphics card to run it yourself. The software is free to download and use under an open licence.

What it is

MOVA is an open-source multimodal foundation model that generates synchronized video and audio in a single inference pass. The repository provides model weights, inference scripts, LoRA fine-tuning workflows, and evaluation code.

What it is good for

Solo builders who want to generate talking-head videos, character animations, or short clips with precise lip-sync and background sounds without paying for closed-source cloud video generators.

Stars1.1k
LicenceApache-2.0
LatestNo tagged releasechecked 23 Oct 2026
Last code change2026-10-23
Written inPython
Setup effort
4 / 5
Payoff
4 / 5
Good
  • Generates video and synchronized audio simultaneously in a single pass.
  • Fully open-source weights and code, unlike commercial video models.
  • Provides integration paths for ComfyUI and SGLang.
Watch for
  • Requires heavy GPU hardware with massive VRAM, such as an RTX 4090 or H100.
  • High host RAM requirements exceeding 60 GB for local generation.
  • Training and fine-tuning require expensive multi-GPU setups.
Replaces

Paid cloud video generation APIs and cascaded video-plus-audio editing workflows.

Works well with

ComfyUI for visual node-based workflows and SGLang for high-throughput serving.

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Install
conda create -n mova python=3.13 -y
conda activate mova
pip install -e .

Independent: reviewed for Repo Radar outside the daily editions. Every independent repository

On Stack Radar: AI & Automation › AI Models & Inference › Video Models.

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