Project Title
lancedb โ Developer-friendly, embedded retrieval engine for multimodal AI
Overview
LanceDB is an open-source, multimodal AI lakehouse designed for fast, scalable, and production-ready vector search. It offers a central location for developers to build, train, and analyze AI workloads, with support for storing, indexing, and searching over petabytes of multimodal data and vectors.
Key Features
- Fast Vector Search: Search billions of vectors in milliseconds with state-of-the-art indexing.
- Comprehensive Search: Support for vector similarity search, full-text search, and SQL.
- Multimodal Support: Store, query, and filter vectors, metadata, and multimodal data (text, images, videos, point clouds, and more).
Use Cases
- AI/ML applications: Fast and scalable vector search for AI/ML applications.
- Data analytics: Efficient storage and analytics of multimodal data.
- Developer tools: Central location for building, training, and analyzing AI workloads.
Advantages
- 100% open source, runs locally or in your cloud, no vendor lock-in.
- Production-scale vector search with no servers to manage.
- Complete data sovereignty and security.
Limitations / Considerations
- License information is currently unknown, which may affect usage in certain projects.
- As an actively developed project, some features may still be in the experimental phase.
Similar / Related Projects
- Faiss: A library for efficient similarity search and clustering of dense vectors. Faiss is optimized for performance but may not offer the same multimodal support as LanceDB.
- Annoy: A library for approximate nearest neighbors. Annoy is simpler to use but may not match LanceDB's comprehensive search capabilities.
- Milvus: An open-source vector database designed for embedding similarity search. Milvus focuses on vector search but may not offer the same level of multimodal support as LanceDB.
Basic Information
- GitHub: lancedb
- Stars: 7,696
- License: Unknown
- Last Commit: 2025-10-10
๐ Project Information
- Project Name: lancedb
- GitHub URL: https://github.com/lancedb/lancedb
- Programming Language: Rust
- โญ Stars: 7,696
- ๐ด Forks: 608
- ๐ Created: 2023-02-28
- ๐ Last Updated: 2025-10-10
๐ท๏ธ Project Topics
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๐ Related Resource Links
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