GMS

Search GitHub by what it does, not what it's called.

Semantic search across GitHub's public repository corpus. Describe what you're looking for in plain language — we find the projects that match, even when the words don't.

Coming soon
34M+ repositories indexed
820K+ READMEs embedded
Growing every day

Try something like:

a tool that helps roommates split household choresbrowser-based collaborative whiteboard with real-time syncCLI tool for converting markdown documents into slide deckslightweight alternative to Elasticsearch for small projectsprivacy-focused analytics platform that doesn't use cookiesfast CSV parser written in Rust

How it works

No keyword gymnastics. No browsing "awesome" lists. Just describe what you need.

1

Describe

Type a plain-language description of the project, tool, or capability you're looking for.

2

Search

Our embedding model converts your description into a semantic vector and searches across millions of repository READMEs.

3

Discover

Get a ranked list of real GitHub repositories, sorted by conceptual similarity — not keyword overlap.

Who it's for

Developers

Stop building what already exists. Find the project, library, or framework that does what you need — even if you'd never guess its name.

Researchers & Analysts

Build comprehensive landscape surveys without worrying about what you missed. Search by concept, not by the terms you happened to think of.

Engineering Teams

Make better build-vs-adopt decisions backed by evidence. See the full open-source landscape for any capability in seconds.

Investors & Due Diligence

See the competitive landscape a pitch deck didn't show you. Find every open-source project operating in the same space.

Ready to find what exists?

Create a free account and get 15 searches per day. No credit card required.