Building
Team 1/2
3–5h / week

SignalNest

A research inbox that turns saved articles, papers and notes into searchable working memory.

Python
FastAPI
PostgreSQL
RAG

About the project

SignalNest is for people who save useful research and then lose it across tabs, bookmarks and note apps. It captures sources, extracts structured notes and lets you search across them with citations. The prototype works locally; the current focus is reliable ingestion and a web experience simple enough for a small beta.

Next goal

STARTUP

What already exists

Research · Prototype · Repository

What the project owner brings

Building retrieval, ingestion and evaluation workflows.

Project updates

A short record of real progress, not a marketing feed.

Progress

Aug 16

Citation-aware search now works across saved web pages and PDFs. The rough edge is ingestion, so that is the focus before inviting more testers.

sofialabs

Milestone

Aug 12

The first evaluation set is in place for retrieval quality. It is already catching cases where the demo looked good but the source selection was weak.

sofialabs

Who are we looking for?

This is not a job listing - it is for people who want to co-build the project.

Full-stack

1 open

Build the web product around the retrieval pipeline and make capture and search feel fast.

NNext.jsTSTypeScript

Preferred level: Building

I want to join