Embedding Clustering Tools

Tools for clustering and organizing data (text, URLs, tables, time series) using embeddings and unsupervised/semi-supervised algorithms. Includes dimensionality reduction and clustering visualization. Does NOT include general semantic search, similarity matching, or domain-specific applications (recommendation systems, RAG, etc.).

There are 42 embedding clustering tools tracked. 3 score above 50 (established tier). The highest-rated is TorchDR/TorchDR at 58/100 with 199 stars.

Get all 42 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	TorchDR/TorchDR TorchDR - PyTorch Dimensionality Reduction	58	Established	199	Python
2	derrickburns/generalized-kmeans-clustering Production-ready K-Means clustering for Apache Spark with pluggable Bregman...	56	Established	342	Scala
3	abhilash1910/ClusterTransformer Topic clustering library built on Transformer embeddings and cosine...	51	Established	44	Python
4	md-experiments/picture_text Interactive tree-maps with SBERT & Hierarchical Clustering (HAC)	49	Emerging	30	Python
5	mainlp/semantic_components Finding semantic components in your neural representations.	42	Emerging	4	Python
6	scientist-labs/clusterkit High-performance UMAP dimensionality reduction for Ruby, powered by the...	42	Emerging	6	Ruby
7	nlpub/watset-java An implementation of the Watset clustering algorithm in Java.	39	Emerging	30	Java
8	abojchevski/rsc Robust Spectral Clustering. Implementation of "Robust Spectral Clustering...	38	Emerging	26	Jupyter Notebook
9	kjpou1/regimetry Unsupervised regime detection for financial time series using embeddings and...	37	Emerging	11	Jupyter Notebook
10	amazon-science/supervised-intent-clustering This is a package to fine-tune language models in order to create...	36	Emerging	6	Python
11	dcarpintero/taxonomy-completion Taxonomy Completion with Embedding Quantization and an LLM-based Pipeline: A...	33	Emerging	8	Jupyter Notebook
12	demegire/eksi-cluster Tool for clustering homonymous eksisozluk.com page entries	33	Emerging	6	Python
13	VincentGaoHJ/Taxonomic-Relation-Identification Awesome research paper on taxonomy (information retrieval). Study notes...	30	Emerging	2	—
14	uhh-lt/Taxonomy_Refinement_Embeddings Taxonomy refinement method to improve domain-specific taxonomy systems.	27	Experimental	29	Python
15	manickbhan/content-pruning-by-semantic-distance-topical-dilution Visualize Page Embeddings for all Nodes on a Website	26	Experimental	4	Jupyter Notebook
16	jacobmarks/clustering-plugin Compute clustering on your data in a visual, intuitive way with FiftyOne and Sklearn!	25	Experimental	11	Python
17	molgenis/variable-taxon-mapper A tool for mapping elements to a (biomedical) taxonomy	23	Experimental	—	Python
18	houshuang/limbic Embedding, search, novelty detection, and clustering for knowledge-dense...	23	Experimental	1	Python
19	duanyu/embedding_application Some applications of text embedding model, e.g., semantic retrieval and clustering.	23	Experimental	2	Jupyter Notebook
20	NoYo25/ClusteringTableHeaders This project aims at creating an RDF schema given a list of column headers...	22	Experimental	2	Python
21	FabienCadoret/autokluster Auto-k spectral clustering for text embeddings	21	Experimental	—	Python
22	Baho73/cluster-optimization Text embedding clustering pipeline: outlier detection (KNN + LOF +...	21	Experimental	—	Jupyter Notebook
23	sahandv/science_science A framework to analyze, visualize abd predict scientific trends	19	Experimental	3	HTML
24	esantus/Outlier_Detection Data and code for the experiments in the Outlier Detection task proposed by...	19	Experimental	13	Python
25	VieVie31/TAL_synonymy trying some stuffs about synonymy and other NLP stuffs...	19	Experimental	4	Jupyter Notebook
26	amazon-science/frictional-utterances-clustering This is a package to apply clustering algorithms to utterances, embedded...	18	Experimental	2	Python
27	Marta-Barea/embeddings-clustering-songs-lyrics Analyze and group song lyrics by semantic meaning using machine learning techniques.	17	Experimental	1	Python
28	RubenBroekx/SemiSupervisedClustering Cluster context-less embedded language data in a semi-supervised manner.	17	Experimental	1	Python
29	emrecncelik/weighted-bert Nonofficial implementation of the paper A Text Document Clustering Method...	17	Experimental	4	Python
30	marsidmali/Roget-s-Thesaurus-in-the-21st-Century An investigation into how modern machine learning techniques align with...	17	Experimental	1	Jupyter Notebook
31	haschka/semantic-trees A repository for collaboration on semantic-trees	13	Experimental	—	C
32	sergeyklay/clusterium Text Clustering Toolkit for Bayesian Nonparametric Analysis	13	Experimental	2	Python
33	panos-span/rogets_thesaurus Semantic clustering and classification of Roget's Thesaurus words	13	Experimental	—	Jupyter Notebook
34	Shiv33ndu/msgvault_exploration Semantic grouping of archived emails built on top of the local email archive...	13	Experimental	—	Jupyter Notebook
35	tes69ducker/Image-Clustering-ML 🌟 Explore unsupervised image clustering with dynamic K-Means and Cosine...	13	Experimental	—	HTML
36	Guizinx/guilhermearthursantosmachado_Valida-odemodelosdeclusteriza-o-25E4_3-_pd Clusterização de textos negativos com SBERT + K-Means/DBSCAN para apoio à moderação.	12	Experimental	1	Jupyter Notebook
37	ozlerhakan/keywords_clustering cluster text data using sentence bert	12	Experimental	5	Jupyter Notebook
38	url-clusterer/white-paper An implementation of a methodology to cluster dynamic URLs using word embeddings.	11	Experimental	—	—
39	sian0x0/Roud-Song-Clusters Lyrics clustering	11	Experimental	4	Jupyter Notebook
40	arj1211/cluster-links pipeline that extracts, cleans, embeds, and clusters web links into topical...	11	Experimental	3	Jupyter Notebook
41	jacksongrove/idea-generator Research paper: Predictive Idea Generation Through Clustering Narrow Word Embeddings	10	Experimental	2	Jupyter Notebook
42	sakbarpu/Clustering_DimReduction The implementations in this repository deal with clustering and...	10	Experimental	2	Python