The retrieval engine beyond

Hybrid search, multi-vector retrieval, custom ranking, and managed inference in one API. Built on object storage for 10x lower cost and massive scale.

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1B+ docs

per collection

17ms p99

query latency

70MB/s

write throughput

Up to70%

higher recall

See full benchmarks →
topk_search.py
topk.collection("earnings_reports").query(
	select(
		"content",
		# Semantic similarity
		semantic = fn.semantic_similarity(
			"content",
			"NVDA data center revenue in Q4 2025"
		),
		# Multi-vector retrieval
		visual = fn.multi_vector_distance(
			"page_embedding",
			[[0.97, 0.17, ..], [0.14, 0.99, ..], ..]
		)
	)
	# Keyword search
	.filter(match("nvidia") | match("nvda")),
	# Metadata filtering
	.filter(field("fiscal_year").eq(2025))
	# Custom scoring
	.topk(
	    (0.7 * field("semantic") + 0.3 * field("visual"))
        * field("source_quality"),
	    10
	)
)

Inference

EmbeddingOCRDocument Parsing

Unified Retrieval

Vector SearchLate InteractionKeyword SearchCustom Scoring

API

Integrate with your stack
Python SDKTypeScript SDKRust SDKCLIMCP Server
Agent
Human
TopK Platform

Your search pipeline. In one API.

TopK is a unified retrieval engine for search, RAG, and agents. Combine semantic, (multi) vector, and lexical search with metadata filters and custom scoring in a single query. No complex pipeline to build an manage.

Benchmarks

Higher accuracy. Faster. Cheaper.

TopK delivers state-of-the-art database performance and retrieval quality enabling more accurate answers while burning up to 10x fewer tokens.

Document Search84.59%
Gemini File Search72.17%
Bedrock Knowledge Base63.75%

Answer accuracy judged by GPT5 on Vidore V3 Finance

Developer tools

All the tools you need. In your stack.

TopK comes with tooling to get you started fast. Python, Javascript, and Rust SDKs to integrate your app. CLI and MCP to connect your agents.

Python SDK

Native Python client for ingestion and retrieval.

$ pip install topk-sdk

JavaScript SDK

JavaScript/TypeScript client for Node.js and edge runtimes.

$ npm install topk-js

CLI

Manage, ingest, and query directly from your terminal.

$ brew tap topk-io/topk$ brew install topk

MCP Server

Connect TopK to any MCP-compatible agent or editor.

Setup MCP Server
Read the documentation
Security & compliance

Security & Data protection

TopK is built from the ground up with enterprise security in mind. Data is encrypted in transit and at rest, access is scoped by role, and our infrastructure is audited continuously. When you need full control, we can deploy to your VPC or on-prem.

Encryption at rest & in transit
Role-based access control
Audit logging
Private deployment
SOC 2 Type I certified
SOC 2 Type IView Trust Center
FAQs

Common questions

Ship better search today.

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