Python SDK
JavaScript SDKTopK Database is a search engine for building fast semantic search, vector search, keyword (BM25) search, sparse vector search, multi-vector search or a combination of these — all within a single query. It is powering the TopK Context Engine and is also available as a standalone solution via Python SDK, JavaScript SDK or Rust SDK.Documentation Index
Fetch the complete documentation index at: https://docs.topk.io/llms.txt
Use this file to discover all available pages before exploring further.
Guides
Semantic Search
Get started with semantic search using natural language.
Vector Search
Bring your own embeddings and run nearest-neighbor search.
Sparse Vector Search
Efficient high-dimensional retrieval using sparse representations.
Multi-Vector Search
Index and query multiple vector fields per document.
Keyword Search
BM25-based full-text search for term matching across documents.
True Hybrid Search
Combine semantic and keyword signals in a single query.
APIs
Document API
Upsert, query, get, and delete documents.
Management API
Create, list, get, and delete collections.
SDKs
Python SDK
Full Python SDK reference.
JavaScript SDK
Full TypeScript/JavaScript SDK reference.
Digging Deeper
Consistency
Understand TopK’s consistency model and write freshness guarantees.
Multi-Tenancy
Partition data by tenant within a single collection.