LLM Knowledge Graph Generation LLM Tools

Tools and frameworks for automatically constructing, extracting, and building knowledge graphs from unstructured text, documents, or data sources using LLMs. Does NOT include general knowledge graph visualization, reasoning systems, or knowledge base management platforms without extraction/construction capabilities.

There are 46 llm knowledge graph generation tools tracked. 1 score above 50 (established tier). The highest-rated is dylanhogg/llmgraph at 53/100 with 503 stars and 617 monthly downloads.

Get all 46 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	dylanhogg/llmgraph Create knowledge graphs with LLMs	53	Established	503	Jupyter Notebook
2	aitomatic/semikong First Open-Source Industry-Specific Model for Semiconductors	49	Emerging	396	Python
3	spcl/knowledge-graph-of-thoughts Official Implementation of "Affordable AI Assistants with Knowledge Graph of...	48	Emerging	214	Python
4	Plale-Lab/patra-kg Knowledge Graph to capture AI/ML model lifecycle from creation through deployments.	38	Emerging	2	Python
5	fusion-jena/automatic-KG-creation-with-LLM Automatic Ontology and Knowledge Graph construction with LLM	38	Emerging	330	Python
6	LHRLAB/ChatKBQA [ACL 2024] Official resources of "ChatKBQA: A Generate-then-Retrieve...	35	Emerging	337	Python
7	zjunlp/AutoKG [WWWJ 2024] LLMs for Knowledge Graph Construction and Reasoning: Recent...	34	Emerging	465	Python
8	LHRLAB/KBQA-o1 [ICML 2025] Official resources of "KBQA-o1: Agentic Knowledge Base Question...	34	Emerging	34	Python
9	RManLuo/ChatRule Mining Logical Rules with Large Language Models for Knowledge Graph...	32	Emerging	74	Python
10	CPU-DS/CourseGraph 使用大模型自动构建课程知识图谱	30	Emerging	36	Python
11	DataArcTech/ToG This is the official github repo of Think-on-Graph (ICLR 2024). If you are...	30	Emerging	631	Python
12	HLTCHKUST/ke-dialogue KE-Dialogue: Injecting knowledge graph into a fully end-to-end dialogue system.	30	Emerging	47	Python
13	damianoduranti/LLMknowextra LLM-Driven Knowledge Extraction: Results in Temporal and Description Logics...	27	Experimental	4	Python
14	zjunlp/Generative_KG_Construction_Papers [EMNLP 2022] Generative Knowledge Graph Construction: A Review	27	Experimental	113	—
15	Seaual/meta-knowledge-graph LLM-powered Academic Knowledge Graph Engine - Extract hierarchical concepts...	26	Experimental	8	Python
16	Ananyaiitbhilai/KGViz [KGC '24] This application is for visualisation of Knowledge Graphs. We...	26	Experimental	11	JavaScript
17	Langboat/mengzi-retrieval-lm An experimental implementation of the retrieval-enhanced language model	26	Experimental	75	Python
18	vladistan/linkml-pokemon Adaptation of Pokemon Knowledge Graph as LinkML Schema	25	Experimental	3	Python
19	navidre/lm_vision_kg_expansion Utilizing Language Models to Expand Vision-based Commonsense Knowledge Graphs	25	Experimental	3	Python
20	maximilliangeorge/prime-md A machine-readable graph of truth claims, built on Git and Markdown	25	Experimental	3	TypeScript
21	Knowledge-aware-AI/GPTKB Code for KB construction from LLMs - ACL 2025 paper: "Enabling LLM Knowledge...	23	Experimental	10	Python
22	yhao-wang/LLM-Knowledge-Boundary Implementation of "Investigating the Factual Knowledge Boundary of Large...	23	Experimental	21	Python
23	badchars/ai-knowledge-graph Interactive AI/ML Knowledge Graph — 132 terms, 531 relationships, 11...	23	Experimental	1	JavaScript
24	CursedSeraphim/bikg_app SHACLens is a web-based knowledge graph SHACL constraint analysis tool to...	21	Experimental	—	Jupyter Notebook
25	kaankvrck/LLM-Based-KG-Generator This project compares manually curated knowledge graphs with those...	20	Experimental	17	Jupyter Notebook
26	CodeNinjaSarthak/fiction-graph-verifier A graph-based system for verifying claims about fictional worlds using...	20	Experimental	1	Python
27	Weizhe-Chen/KnowledgeGraph The Knowledge Graph is tool for organizing and sharing your knowledge...	20	Experimental	14	HTML
28	benthecoder/pansophy knowledge graph with LLMs	20	Experimental	8	HTML
29	vtrnnhlinh/Graph-of-Models My proposed idea to create a graph of models, or a network of models...	19	Experimental	—	Jupyter Notebook
30	zjunlp/Knowledge2Data [TASLP 2025] Spatial Knowledge Graph-Guided Synthesis for Multimodal LLMs	19	Experimental	8	Python
31	DeperiasKerre/qKG An Approach for QCL properties KG Generation from Text	16	Experimental	1	Jupyter Notebook
32	IonutIga/LLMs-for-KGC Repository for experiments regarding the assessment of the suitability of...	16	Experimental	7	Jupyter Notebook
33	blacksmithop/LLM-Graph-Builder Build Neo4J Knowledge Graphs from Excel files	14	Experimental	23	Python
34	piizei/cosmosdb-llm-knowledge-graph Example how to construct knowledge graph from document with LLM (Langchain),...	14	Experimental	12	Jupyter Notebook
35	ngavu2004/text-to-knowledge-graph Turn your Text into a mind map based on LLMs knowledge graph	14	Experimental	4	Jupyter Notebook
36	nurulainifauziah99/gnosys Build and manage complex knowledge graphs with Gnosys, enabling efficient...	14	Experimental	—	HTML
37	8Dionysus/Tree-of-Sophia A living knowledge architecture for philosophy and world thought, tracing...	14	Experimental	—	—
38	adithyaiyer1999/text2knowledgeGraph Convert any pdf/text/website/youtube video into a graph, and chat with it.	13	Experimental	8	Python
39	NoviceStone/Keqing An interpretable KBQA system that operates at the natural language level...	13	Experimental	5	Python
40	johaun-hatchett/Words2Wisdom Using large language models (ChatGPT) to automatically construct a knowledge...	13	Experimental	5	Python
41	sachin-kumar-2003/Knowledge_Graph An intelligent conversational AI system combining memory management,...	12	Experimental	1	Python
42	pvhoang14/VeGraph Codes for Paper "Verify-in-the-Graph: Entity Disambiguation Enhancement for...	11	Experimental	—	Python
43	meanderinghuman/PanamaPapers-LLM-KnowledgeGraph Knowledge graph construction and analysis of the Panama Papers using Large...	11	Experimental	—	HTML
44	harshmriduhash/Erudite Erudite is a cutting-edge knowledge graph generation system that combines...	11	Experimental	—	TypeScript
45	d1egoprog/KG-SLR4LLM A resource for scientific discovery using neuro-symbolic AI and LLMs with...	10	Experimental	1	—
46	Farhaj499/KnowledgeGraph_with_Neo4j_DB This project builds a knowledge graph about movies, allowing users to ask...	10	Experimental	1	Jupyter Notebook