● An AI scientist co-agent for scientific discovery

Reduce trial & errors in
scientific R&D loops

SciCoagent is building an ecosystem of AI scientist co-agents that sustainably accelerate research across gap identification, experiment design, and academic writing, by minimizing trial & error. Eratosthenes, named after the ancient Greek polymath and chief librarian of the Library of Alexandria, is the persona for discovery:

  • 1
    Closest existing work. Surface the nearest publications & patents around any scientific hypothesis.
  • 2
    Automated research-gap discovery. Efficiently and automatically identify the research gaps around any topic in academic R&D.
  • 3
    A feasible path to close it. Hypothesize the most sustainable, feasible timeline to solve the gap, minimizing trial & error.

Built by researchers, for researchers. Your search history is saved to your account so you can restore any session.

scico.search › "Flow matching for rare event sampling"

Phase 1 · Ranked publications

Stochastic interpolants for rare-event transition paths
Albergo et al.2024· 142 cites0.91
Flow-matching samplers for metastable molecular systems
Noé Lab2023· 88 cites0.87
Importance sampling via continuous normalizing flows
Chen & Duvenaud2022· 311 cites0.79

Topic Map · clusters & research gaps

Generative samplers Rare-event theory MD simulation

Not keyword search. A research strategy.

SciCo expands your intent into many optimized queries, then reads, scores and organizes the results by meaning.

AI query expansion

Your topic becomes a set of optimized academic queries with synonyms and hypernyms; tune the Query Entropy to widen or narrow the net.

AI relevance match

Every paper is read and scored against your intent. The AI Match score ranks results by true conceptual overlap, not keyword overlap.

Topic Map & research gaps

An interactive map of the field groups papers into themed branches, with a mindmap that walks from the well-studied core out toward the under-explored frontier.

PI & lab profiling

Phase 2 deep-profiles the Principal Investigators behind the papers: recent output, lab focus, and fit for your research direction.

Saved sessions

Sign in with Google and every search is saved to your account. Restore any past session from the sidebar at any time.

Free to start

Unlimited shallow search and report generation, free to start, plus deep search, automated research-gap analysis and lab/PI profiling.

From a sentence to a literature map in four steps

1

Define your search

Type a specific research interest and set the Query Entropy.

2

Auto-expand & search

The AI expands your topic into optimized queries and harvests the literature automatically.

3

Harvest & rank

Papers are retrieved and scored by how well they match your intent.

Map & profile

Explore the Topic Map and deep-profile the labs behind the work.

Find the prior work. Spot the gap. Plan the path.

Join researchers using Eratosthenes to map their field and find where their next contribution fits.