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What is Memgraph?

Memgraph is a high performance, in memory graph database for real time AI context and graph analytics at scale. Vector search identifies what is similar. Graph reasoning reveals what is connected by traversing relationships, dependencies, and hierarchies that similarity alone cannot capture. Modern AI systems need both. Memgraph provides the graph layer that delivers precise structural context, full auditability, and sub millisecond performance. It powers GraphRAG pipelines, AI memory systems, and agentic workflows through a single high performance layer built for connected, structured context. The same architecture also supports real time graph analytics for fraud detection, network analysis, infrastructure monitoring, and other operational workloads where milliseconds directly affect outcomes. NASA uses Memgraph to connect people, skills, and projects across the agency in a queryable knowledge graph for real time expert discovery and workforce planning. Cedars Sinai uses it to connect genes, drugs, and clinical pathways in an Alzheimer’s knowledge graph spanning more than 230,000 entities, supporting drug repurposing research and multi hop biomedical reasoning. Across cybersecurity, finance, retail, and other knowledge intensive industries, organizations use Memgraph to turn connected data into real time insight.

What is HotKV?

HotKV is a commercial, Redis-compatible in-memory data storage solution designed specifically for application developers and infrastructure teams. It utilizes a C++20 server that effectively processes commands across multiple CPU cores and supports both RESP2 and RESP3 clients, while also providing features like persistence, Lua scripting, clustering, key-value operations, and vector similarity searching. Furthermore, it offers additional modules for prompt and semantic caching, retrieval-augmented generation (RAG), as well as monitoring the usage and budgets associated with large language models (LLMs) and memory for AI agents; these AI functionalities are available through HotKV Cloud's Performance and Scale plans or via a licensing option for on-premises deployments. HotKV Cloud functions as a managed service with dedicated instances, while the On-Premise option is compatible with x86_64 or ARM64 Linux systems, which allows it to integrate seamlessly into a customer's existing infrastructure. Since the compatibility of Redis commands and behaviors can vary, it is essential for teams to verify that all required commands and features are supported prior to migration, ensuring a seamless transition that maximizes application performance. Moreover, the comprehensive features offered by HotKV empower teams to effectively handle workloads and significantly improve their applications' overall capabilities, facilitating enhanced productivity and innovation.

Media

Media

No images available

Integrations Supported

Amazon Web Services (AWS)
KeyLines
MapWeave
ReGraph

Integrations Supported

Claude
Cursor
LangChain
LangGraph
LiteLLM
LlamaIndex
Model Context Protocol (MCP)
OpenAI
Vercel AI SDK

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Pricing Information

$0.03/hour
HotKV Cloud Starter starts at $0.03/hour and is billed monthly or yearly in advance. Starter instances have 2 vCores, 2–8 GB RAM, and 10–40 GB disk; prices vary by region and instance size. On-premise licensing is separate.

Supported Platforms

SaaS
Windows
Mac
Linux

Supported Platforms

SaaS
On-Prem
Linux

Customer Service / Support

24 Hour Support
Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training

Training Options

Documentation Hub

Company Facts

Organization Name

Memgraph

Date Founded

2016

Company Location

United Kingdom

Company Website

memgraph.com

Company Facts

Organization Name

HotKV Ltd

Date Founded

2026

Company Location

United Kingdom

Company Website

hotkv.com

Categories and Features

Categories and Features

In-Memory Databases

Not specified

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