# shuyu-labs/transwork

> Enterprise desktop AI agent workspace that unifies skills, knowledge bases and digital employees, with private Docker Compose deployment, SSO and access control.

- Magnitude: 2.6 out of 10 — Early signal
- Stars: 108 total · +1 star measured 2026-10-19, 00:06–01:32 UTC, ≈ 17 by evening
- Star trust: star growth looks organic
- Category: AI agents · Created: 2026-10-14 · Last push: 2026-10-15
- GitHub: https://github.com/shuyu-labs/transwork · Homepage: https://transwork.tree456.com/ · Page: https://gitnova.dev/en/r/shuyu-labs/transwork

## Useful for

- Deploy a private agent server via docker compose up -d
- Configure a unified model gateway with per-user usage stats
- Connect SSO via DingTalk, WeCom, Feishu, OIDC or LDAP

## Why it’s here

- Star-counter measurements on 2026-10-19 (UTC), 00:06–01:32: 107 → 108 stars (+1). This is the change over that interval.
- Estimated end-of-day forecast: about +17 stars, using observed gains and the previous day.
- The repository is 5 days old and already has 108 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Top new repositories this week: #168.
- About 10 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: 48
- Issues and pull requests: 1
- Watchers: 0
- Average over the last week: 21 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 1
- Latest release: 1.0.0 (2026-10-14)

## Stars per day, last 6 days (oldest → newest, today is partial)

2026-10-14 … 2026-10-19: 22, 21, 21, 27, 17, 1

## Spotted in now

- Top new repositories this week: #168

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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 2026-10-19 01:39 UTC, updated every 30 minutes.