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 36 embedding clustering tools tracked. 1 score above 50 (established tier). The highest-rated is TorchDR/TorchDR at 59/100 with 199 stars and 2,234 monthly downloads.

Get all 36 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=embedding-clustering-tools&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	TorchDR/TorchDR TorchDR - PyTorch Dimensionality Reduction	59	Established	199	Python
2	derrickburns/generalized-kmeans-clustering Production-ready K-Means clustering for Apache Spark with pluggable Bregman...	49	Emerging	342	Scala
3	abhilash1910/ClusterTransformer Topic clustering library built on Transformer embeddings and cosine...	47	Emerging	44	Python
4	md-experiments/picture_text Interactive tree-maps with SBERT & Hierarchical Clustering (HAC)	45	Emerging	30	Python
5	mainlp/semantic_components Finding semantic components in your neural representations.	38	Emerging	4	Python
6	scientist-labs/clusterkit High-performance UMAP dimensionality reduction for Ruby, powered by the...	36	Emerging	6	Ruby
7	nlpub/watset-java An implementation of the Watset clustering algorithm in Java.	32	Emerging	30	Java
8	abojchevski/rsc Robust Spectral Clustering. Implementation of "Robust Spectral Clustering...	31	Emerging	26	Jupyter Notebook
9	kjpou1/regimetry Unsupervised regime detection for financial time series using embeddings and...	31	Emerging	11	Jupyter Notebook
10	amazon-science/supervised-intent-clustering This is a package to fine-tune language models in order to create...	29	Experimental	6	Python
11	demegire/eksi-cluster Tool for clustering homonymous eksisozluk.com page entries	26	Experimental	6	Python
12	dcarpintero/taxonomy-completion Taxonomy Completion with Embedding Quantization and an LLM-based Pipeline: A...	26	Experimental	8	Jupyter Notebook
13	houshuang/limbic Embedding, search, novelty detection, and clustering for knowledge-dense...	23	Experimental	1	Python
14	VincentGaoHJ/Taxonomic-Relation-Identification Awesome research paper on taxonomy (information retrieval). Study notes...	23	Experimental	2	—
15	molgenis/variable-taxon-mapper A tool for mapping elements to a (biomedical) taxonomy	21	Experimental	—	Python
16	manickbhan/content-pruning-by-semantic-distance-topical-dilution Visualize Page Embeddings for all Nodes on a Website	20	Experimental	4	Jupyter Notebook
17	uhh-lt/Taxonomy_Refinement_Embeddings Taxonomy refinement method to improve domain-specific taxonomy systems.	20	Experimental	29	Python
18	Baho73/cluster-optimization Text embedding clustering pipeline: outlier detection (KNN + LOF +...	19	Experimental	—	Jupyter Notebook
19	FabienCadoret/autokluster Auto-k spectral clustering for text embeddings	19	Experimental	—	Python
20	jacobmarks/clustering-plugin Compute clustering on your data in a visual, intuitive way with FiftyOne and Sklearn!	18	Experimental	11	Python
21	duanyu/embedding_application Some applications of text embedding model, e.g., semantic retrieval and clustering.	16	Experimental	2	Jupyter Notebook
22	NoYo25/ClusteringTableHeaders This project aims at creating an RDF schema given a list of column headers...	15	Experimental	2	Python
23	ankaba-x00/ml-anomdetect Anomaly Detection on Network Traffic Data	15	Experimental	—	Python
24	tes69ducker/Image-Clustering-ML 🌟 Explore unsupervised image clustering with dynamic K-Means and Cosine...	14	Experimental	—	HTML
25	sahandv/science_science A framework to analyze, visualize abd predict scientific trends	12	Experimental	3	HTML
26	VieVie31/TAL_synonymy trying some stuffs about synonymy and other NLP stuffs...	12	Experimental	4	Jupyter Notebook
27	esantus/Outlier_Detection Data and code for the experiments in the Outlier Detection task proposed by...	12	Experimental	13	Python
28	amazon-science/frictional-utterances-clustering This is a package to apply clustering algorithms to utterances, embedded...	11	Experimental	2	Python
29	haschka/semantic-trees A repository for collaboration on semantic-trees	11	Experimental	—	C
30	sergeyklay/clusterium Text Clustering Toolkit for Bayesian Nonparametric Analysis	11	Experimental	2	Python
31	panos-span/rogets_thesaurus Semantic clustering and classification of Roget's Thesaurus words	11	Experimental	—	Jupyter Notebook
32	Shiv33ndu/msgvault_exploration Semantic grouping of archived emails built on top of the local email archive...	11	Experimental	—	Jupyter Notebook
33	Marta-Barea/embeddings-clustering-songs-lyrics Analyze and group song lyrics by semantic meaning using machine learning techniques.	10	Experimental	1	Python
34	emrecncelik/weighted-bert Nonofficial implementation of the paper A Text Document Clustering Method...	10	Experimental	4	Python
35	marsidmali/Roget-s-Thesaurus-in-the-21st-Century An investigation into how modern machine learning techniques align with...	10	Experimental	1	Jupyter Notebook
36	RubenBroekx/SemiSupervisedClustering Cluster context-less embedded language data in a semi-supervised manner.	10	Experimental	1	Python