"Excuse me, may I say something..." CoLabScience, A Proactive AI Assistant for Biomedical Discovery and LLM-Expert Collaborations

Create an MCP-compatible proactive agent framework that uses periodic heartbeat signals to nudge human collaborators. This shifts LLMs from reactive tools to collaborative partners that provide foresight in research environments.

Suggested repo: nudge-agent

"An assistant that doesn't wait to be asked—it brings ideas to you."

Estimated effort: 45h