# Friedrich-M/UniMate

> A unified model for animating diverse skeletons: generates motions from text captions across different rig types, including objects and characters. Published at SIGGRAPH Asia 2026, with training/inference code, the UniML3D dataset and a demo.

- Magnitude: 5.3 out of 10 — Early signal
- Stars: 951 total · +54 stars today, ≈ 130 by evening
- Star trust: star growth looks organic
- Category: Generative media · Language: Python · License: MIT · Created: 2026-07-22 · Last push: 2026-09-30
- GitHub: https://github.com/Friedrich-M/UniMate · Homepage: https://linzhanmou.com/unimate/ · Page: https://gitnova.dev/en/r/Friedrich-M/UniMate

## Useful for

- Train a skeleton animation model on the UniML3D dataset or a subset
- Generate motion from a text caption for an arbitrary rig
- Prepare custom assets through the UniML3D data-processing pipeline

## Why it’s here

- 54 stars so far today, about 130 expected by the end of the day. The usual pace is 8 per day, so that's 17× as much.
- Before this, the repository barely got any stars — about 3 per day.
- The spike has held for 3 days in a row — not a one-off blip.
- GitHub Trending today: #15, +225 stars.
- GitHub Trending Python today: #3, +225 stars.
- About 16 forks a day — people are taking the code.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 93
- Issues and pull requests: 10
- Watchers: 31
- Average over the last week: 111 per day
- Usual pace: 8 per day
- Stars in the last hour (measured): 13

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-09-02 … 2026-10-01: 0, 0, 0, 0, 7, 15, 15, 15, 5, 3, 29, 53, 23, 8, 21, 9, 2, 0, 3, 2, 5, 1, 1, 0, 0, 2, 12, 334, 297, 54

## Spotted in now

- GitHub Trending today: #15, +225 stars
- GitHub Trending Python today: #3, +225 stars

## More in this category

1. **dmtrKovalenko/fframes** — 7.0 · Breakout · Generative media · Rust · +96 stars today, ≈ 272 by evening
   Programmatic video rendering framework in Rust and SVG with GPU acceleration via Skia (Metal/Vulkan) and encoding through ffmpeg. Ships a skill for coding agents to generate videos from text descriptions.
   Full card: https://gitnova.dev/en/r/dmtrKovalenko/fframes.md
2. **edenfunf/reelmimic** — 6.9 · Early signal · Generative media · JavaScript · +98 stars today, ≈ 229 by evening
   A local tool that analyzes a reference video and generates a new 2D animation in the same style using multiple AI agents (Claude Code or Codex).
   Full card: https://gitnova.dev/en/r/edenfunf/reelmimic.md
3. **debpalash/VoiceStudio** — 5.5 · Steady · Generative media · Python · +336 stars today, ≈ 806 by evening
   A fully local, open-source ElevenLabs alternative for voice cloning, voice design, video dubbing, dictation, transcription and audiobook creation on your own hardware, with no account or API key. Supports 16 TTS and 11 ASR engines, a…
   Full card: https://gitnova.dev/en/r/debpalash/VoiceStudio.md
4. **MisakaZentai/world-execute-me-dsh-pv** — 5.2 · Early signal · Generative media · Python · +26 stars today, ≈ 62 by evening
   The complete source of an unofficial fan PV for Mili's "world.execute(me);", where every frame is a pure function of song time. A DeepSeek Harness-style chat window is rendered as HTML and screenshotted with Playwright on the left, while…
   Full card: https://gitnova.dev/en/r/MisakaZentai/world-execute-me-dsh-pv.md
5. **harry0703/MoneyPrinterTurbo** — 4.7 · Breakout · Generative media · Python · +169 stars today, ≈ 339 by evening
   A Python tool that auto-generates HD short videos from a topic or keyword, writing the script and assembling footage, voiceover, subtitles and music. It ships with AI Agent, WebUI, API, CLI and one-click publishing to TikTok, Instagram…
   Full card: https://gitnova.dev/en/r/harry0703/MoneyPrinterTurbo.md

---

Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-01 13:52 UTC, updated every 30 minutes.