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AI · April 16, 2026

Witchcraft and Pickbrain – fast multi-vector semantic search in Rust

Witchcraft is from-scratch Rust reimplementation of Stanford's XTR-Warp (SIGIR'25, https://arxiv.org/abs/2501.17788 ) multi-vector semantic search engine. Witchcraft runs out of a single SQLite database, is blazing-fast (21ms p.95 end-to-end search latency on NFCorpus on a MacBook Pro), accurate (33% NDCG@10), and easy to deploy in your own apps. The Witchcraft repo also comes with Pickbrain, a sample app and agent skill that you can use to instantly query across all your Claude Code and Codex CLI sessions, effectively giving your agents global long-term memory. Please…

Witchcraft and Pickbrain – fast multi-vector semantic search in Rust launched on April 16, 2026 with 6 votes, #1,677 of 21,248 launches that month and more than 75% of that year's launches.

Visit github.com ↗Alternativestop 8% of April 2026

What it does

Contribute to dropbox/witchcraft development by creating an account on GitHub.

In the maker’s words, at launch

Witchcraft is from-scratch Rust reimplementation of Stanford's XTR-Warp (SIGIR'25, https://arxiv.org/abs/2501.17788 ) multi-vector semantic search engine. Witchcraft runs out of a single SQLite database, is blazing-fast (21ms p.95 end-to-end search latency on NFCorpus on a MacBook Pro), accurate…

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