CVE Semantic Search with Encoderfile + Qdrant

A fully local, privacy-first vulnerability search system. Embed CVE descriptions with Encoderfile, store and search them with Qdrant — all self-hosted, no data leaves your network.

This is a good fit for internal security teams that need natural language search for vulnerability reports, pen test findings, or bug bounty submissions where sending data to a cloud embedding API is not an option.

Check out the full code and instructions in GitHub.