# showlab/Show-Harness

> Show-Harness is an embodied harness that lets a vision-language model control a robot via discrete action units; aimed at robotics and embodied AI researchers.

- Magnitude: 1.1 out of 10 — Cooling
- Stars: 451 total · +0 stars on 2026-09-24 (UTC), ≈ 4 by evening
- Star trust: star growth looks organic
- Category: AI agents · Language: Python · License: Apache-2.0 · Created: 2026-09-07 · Last push: 2026-09-10
- GitHub: https://github.com/showlab/Show-Harness · Homepage: https://showlab.github.io/Show-Harness/ · Page: https://gitnova.dev/en/r/showlab/Show-Harness

## Useful for

- Run zero-shot robot control on Franka via a frontier VLM without fine-tuning
- Collect task demonstrations in the browser with GUMI without teleoperation hardware
- Fine-tune a small VLM into a robot control policy in a few GPU-hours

## Why it’s here

- 0 stars so far today, about 4 expected by the end of the day.
- The repository is 17 days old and already has 451 stars.

## 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: 30
- Issues and pull requests: 3
- Watchers: 1
- Average over the last week: 8 per day
- Usual pace: 25 per day

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

2026-09-30 … 2026-10-29: None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None

## Magnitude by day, last 12 days

09-13 2.7, 09-14 3.4, 09-15 3.2, 09-16 2.5, 09-17 1.6, 09-18 1.2, 09-19 1.2, 09-20 1.1, 09-21 1.2, 09-22 1.3, 09-23 1.2, 09-24 1.1

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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 2026-09-24 00:01 UTC, updated every 30 minutes.