Best Open-Source Multi-Modal Agent AI Agents (2026)
As of September 2026, the top open-source multi-modal agent AI agent is OpenMontage by calesthio, with an overall score of 85.7 / 100. 3 multi-modal agent agents are tracked in this category on The Agentic Leaderboard.
| Rank | Agent | Score |
|---|---|---|
| #18 | OpenMontage by calesthio | 85.7 |
| #19 | smolagents by huggingface | 85.7 |
| #64 | hyperframes by heygen-com | 84.1 |