Python
sandbox-quantum/switch
Open-source AI teammates in Slack, Teams, Discord, Telegram and Mattermost. Self-host it, with any agent harness and any model.
★ 3.9k
Stars
270 forks · 521 open issues
+263/day
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
86.7
Momentum / 100
see the breakdown below
3mo ago
Created
last push 2d ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 46.3 | +263/day, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 15.0 | last week ran 2.18× the monthly pace |
| Freshness | 15 | 15.0 | last push 2d ago; decays to zero at 180 days |
| Scale | 15 | 10.4 | 3.9k stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 86.7 | sum of the above |
Detail
| Topics | agent-orchestrationaiai-agentschatopsdiscordlangchainmcpmicrosoft-teamsmulti-agentopen-sourceopenaiself-hostedslack |
| Matched on | AI Agents (multi-agent) Dev Tools (self-hosted) |
| Short window | +1.8k stars over 7 days = 262.9/day |
| Long window | +3.1k stars over 26 days = 120.7/day |
| Lifetime average | 34.74 stars/day over 112 days |
| First seen here | 2026-10-11 |
| Last read | 2d ago |