molecule-design-loop

Autonomous small-molecule or polymer/materials design loop with dual literature intelligence: mines the user's Zotero library for curated personal knowledge, and independently searches for the latest and most authoritative papers in the field. Both sources inform candidate generation in parallel — Zotero supplies proven scaffolds and personal SAR context, active search supplies recent advances and field consensus. Workflow: Zotero extraction + active literature search (parallel) -> design spec lock -> unified literature packet -> candidates -> RDKit filtering -> synthesis-feasibility gate -> visual gallery -> user approval -> optional xTB -> optional experimental feedback -> Gemini/Pareto scoring -> iterative design.

Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.