2026 Best AI Knowledge Graph tools

AI Knowledge Graph tools help connect entities, facts, and relationships, enrich data, and build smarter search, analytics, and AI applications.

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data.world preview
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data.world

AI Knowledge Graph

An enterprise data catalog for discovering, understanding, governing, and querying data.

Polygres preview
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Polygres

AI Knowledge Graph

Polygres is a PostgreSQL-based platform for agent workflows, combining graph traversal, vector search, and hybrid retrieval in one system. Self-host it or use managed cloud hosting to turn live database rows into queryable context for AI agents.

Freemium
Polygraph preview
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Polygraph

AI Knowledge Graph

Polygraph connects repositories into one working graph and preserves session context across handoffs, helping teams coordinate cross-repo development, debugging, and PR workflows.

Freemium
GraphRAG preview
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GraphRAG

AI Knowledge Graph

GraphRAG is a research project and data pipeline for extracting structured information from unstructured text with language models, then using graph-based context to support question answering over private data.

Freemium
Neo4j Graph Intelligence Platform preview
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Neo4j Graph Intelligence Platform

AI Knowledge Graph

Neo4j Graph Intelligence Platform connects data as a graph so teams can query relationships, analyze connected data, and build knowledge layers for AI systems. It supports fully managed cloud services and self-managed deployments.

Freemium
TRM Labs preview
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TRM Labs

AI Knowledge Graph

Blockchain intelligence and AI-assisted investigations for agencies and financial institutions.

Diffbot preview
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Diffbot

AI Knowledge Graph

Diffbot transforms unstructured public web content into structured data for AI applications. Its APIs and agent skills support web search, page extraction, crawling, entity resolution, natural-language processing, and Knowledge Graph research.

Freemium
Cognee preview
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Cognee

AI Knowledge Base

Cognee is an open-source memory platform for AI agents and applications. It connects data across sources, builds connected memory using vector, graph, and relational storage, and makes that context available through SDK, cloud, or self-hosted deployments.

Freemium
Graphiti preview
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Graphiti

AI Knowledge Graph

Graphiti is an open-source GitHub project for building real-time knowledge graphs for AI agents. It provides a codebase that developers can inspect, extend, and contribute to through the repository’s development workflow.

Freemium
Memgraph preview
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Memgraph

AI Knowledge Graph

Memgraph is an in-memory graph database for GraphRAG, AI memory, agentic AI, and real-time graph analytics. It uses Cypher and provides tools for querying, visualization, algorithms, and streaming data workflows.

Freemium
Stardog preview
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Stardog

AI Knowledge Graph

Stardog is an enterprise knowledge graph-powered semantic AI platform that unifies distributed data and adds ontology-based context for analytics, AI applications, and connected decision-making. It is available for on-premises and cloud enterprise deployments, with a free commercial license for exploration.

Freemium
Lettria preview
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Lettria

AI Knowledge Graph

Graph-native document intelligence for regulated industries and complex enterprise knowledge.

Paid
FalkorDB preview
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FalkorDB

AI Knowledge Graph

FalkorDB is a Redis-based graph database for graph analytics, GraphRAG, agent memory, and other applications built on interconnected data. It helps technical teams structure and query relationships for AI applications, chatbots, fraud detection, and security analysis.

Freemium
Fluree preview
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Fluree

AI Knowledge Base

Fluree is a hosted enterprise AI data platform that turns raw data into trusted, queryable knowledge graphs for AI, analytics, dashboards, apps, and agents. It supports connected, permissioned data workflows instead of scattered context.

Freemium
DrDroid preview
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DrDroid

AI Knowledge Graph

AI SRE agent connecting tools for incident response and remediation

Freemium
Curiosity preview
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Curiosity

AI Knowledge Graph

Search connected company data, build internal apps in Studio, and choose how your AI workflows are hosted.

Saphira AI preview
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Saphira AI

AI Knowledge Graph

AI agents for engineering teams analyzing and validating complex physical systems.

Freemium
System preview
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System

AI Knowledge Graph

Explore connected scientific evidence with an AI-powered graph, research applications, and APIs.

Freemium
Sixtyfour preview
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Sixtyfour

AI Knowledge Graph

AI intelligence infrastructure for sourced people and entity profiles

Freemium
Graphlit preview
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Graphlit

AI Knowledge Base

Context layer for AI agents with searchable, grounded content

Freemium

Frequently asked questions

What problems do AI Knowledge Graph tools address?

AI Knowledge Graph tools help connect entities, facts, and relationships, enrich data, and build smarter search, analytics, and AI applications.

How can I verify an AI-generated chart or analysis?

Check scope, missing values, units and aggregation, then inspect original records. A clear chart does not establish correct calculations. Keep a reproducible query, formula or transformation for important numbers.

Is recognizing text the same as extracting usable data?

Text recognition is one step. Invoices, tables and scans also need correct field associations, rows, columns and page references. Test varied layouts and poor scans to identify cases that need human correction.

What matters when connecting a database or collecting web data?

Start with read-only access and narrow queries. Confirm that sensitive fields stay within approved services. For web collection, check access rules, permissions and privacy, along with freshness, duplicates and retry behavior.