Mol 1 alternatives

The 12 products closest to Mol 1 in what they do and who they're for, best match first.

Biomni — Automates complex wet-lab experimental design with specialized tools and databases. (Research, Free)
Open Science — Local-first design with persistent Python and R kernels and traceable artifacts. (Research, Free)
Paper2Agent — It enables direct interaction with research papers and automatic result reproduction. (Research, Free)
OpenClaw Medical Skills — Adds 869 clinical, genomic, and drug discovery skills to OpenClaw and NanoClaw agents. (Research, Free)
Alphaprotein Novo — Co-generates protein structures and sequences for enzyme design. (Research, Free)
OpenResearch — Run parallel research workflows locally or on remote compute. (Research, Free)
DiscoveryRSI — Achieves high actionable-reference rates and supports multi-agent evolutionary research search. (Research, Free)
Liatir App — Runs local analyses offline with managed AI models and scientific viewers. (Research, Free)
Vegaml — Runs locally on your hardware with calibrated probabilities and conformal answer sets. (Research, Free)
OpenMed — Runs 100 percent on-device without cloud calls or data sharing. (Research, Free)
notebooklm-py — Automates research, content generation, and structured data export from notebooks. (Research, Free)
Neuron Explorer — It keeps every rollout and maps model layers in perspective. (Research, Free)