Best Open-Source Multi-Modal Agent AI Agents (2026)

As of October 2026, the top open-source multi-modal agent AI agent is OpenMontage by calesthio, with an overall score of 85.9 / 100. 5 multi-modal agent agents are tracked in this category on The Agentic Leaderboard.

RankAgentScore
#17OpenMontage
by calesthio
85.9
#22smolagents
by huggingface
85.7
#60hyperframes
by heygen-com
84.5
#63text-to-cad
by earthtojake
84.5
#98open-design
by nexu-io
83.5