Typesense (26,402 Stars) 2026: High-Performance Typo-Tolerant Search with Vector Support

Typesense (26,402 stars) is a fast, typo-tolerant search engine with native vector support for hybrid search. Here is how to deploy it and build instant search.

💡 What You Will Learn

Typesense (26,402 stars) is a fast, typo-tolerant search engine with native vector support for hybrid search. Here is how to deploy it and build instant search.

## The short answer **typesense/typesense** (26,402 stars, C++) is an open-source, typo-tolerant search engine optimized for speed. A single node handles hundreds of queries per second, and it natively supports vector embeddings - so you can combine keyword search and semantic search (hybrid) in one query. ## Key features - **Typo tolerance**: fuzzy matching out of the box - **Vector search**: store embeddings, search by similarity - **Hybrid ranking**: merge keyword + vector scores - **Instant search**: designed for type-ahead UX - **Grouping**: collapse results (e.g. group products by vendor) ## Deploy with Docker ```bash docker run -p 8108:8108 -v $PWD/data:/data typesense/typesense \n --data-dir /data --api-key=yourApiKey --enable-cors ``` Index documents and search: ```bash curl -X POST 'http://localhost:8108/collections/books/documents?action=create' \n -H 'X-TYPESENSE-API-KEY: yourApiKey' -H 'Content-Type: application/json' \n -d '{"id": "1", "title": "The Great Gatsby", "embedding": [0.1, 0.2, ...]}' curl 'http://localhost:8108/multi_search' \n -H 'X-TYPESENSE-API-KEY: yourApiKey' -H 'Content-Type: application/json' \n -d '{"searches": [{"collection": "books", "q": "gatsby", "query_by": "title"}]}' ``` ## Building hybrid search Enable vector search in the collection schema with an `embedding` field, then pass `vector_query` together with `q` - Typesense merges both signals into the ranking. ## Practical tips - Set a strong API key and restrict CORS origins in production. - Use `query_by` to control which fields are searched. - Typesense Cloud or clustering handles scale; one node covers most apps. ## FAQ **Is it free?** Yes - GPL v3 open source, with hosted cloud available. **How is it different from Meilisearch?** Typesense (26,402 stars) adds native vector search and is tuned for high-QPS facets; Meilisearch (58,868 stars) is more opinionated and simpler. **Does it support Chinese?** Yes - with appropriate tokenization and language settings.