Toshi is described as 'Is meant to be a full-text search engine similar to Elasticsearch. Toshi strives to be to Elasticsearch what Tantivy is to Lucene' and is an app. There are eight alternatives to Toshi for a variety of platforms, including Linux, Web-based, Mac, Windows and SaaS apps. The best Toshi alternative is Meilisearch. It's not free, so if you're looking for a free alternative, you could try Elasticsearch or Apache Solr. Other great apps like Toshi are Carrot2, Qdrant, Milvus and ParadeDB.
Meilisearch helps you shape a delightful search experience in a snap, offering features that work out-of-the-box to speed up your workflow.
Unmatched relevance. Real-time insights. Anything is possible — when the precision of search meets the intelligence of AI.
Solr is an open source enterprise search server based on Lucene search library, with XML/HTTP and JSON APIs. Its major features include powerful full-text search, hit highlighting, faceted search, dynamic clustering, database integration, and rich document handling.
Carrot2 organizes your search results into topics. With an instant overview of what's available, you will quickly find what you're looking for.
Qdrant (read: quadrant) is a vector similarity search engine and vector database. It provides a production-ready service with a convenient API to store, search, and manage points—vectors with an additional payload Qdrant is tailored to extended filtering support.
Milvus is an open-source vector database built to power embedding similarity search and AI applications. Milvus makes unstructured data search more accessible, and provides a consistent user experience regardless of the deployment environment.
ParadeDB is a modern Elasticsearch alternative built on Postgres. Built for real-time, update-heavy workloads.
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