Embedding Visualization Tools

Interactive tools and frameworks for visualizing, exploring, and interpreting embedding vectors in 2D/3D space through dimensionality reduction, projection techniques, and interactive interfaces. Does NOT include embedding model training, vector databases, or domain-specific embedding applications.

There are 108 embedding visualization tools tracked. 6 score above 50 (established tier). The highest-rated is cosmosgl/graph at 62/100 with 1,118 stars. 2 of the top 10 are actively maintained.

Get all 108 projects as JSON

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

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#	Tool	Score	Tier	Stars	Language
1	cosmosgl/graph GPU-accelerated force graph layout and rendering	62	Established	1,118	TypeScript
2	Clay-foundation/model The Clay Foundation Model - An open source AI model and interface for Earth	57	Established	542	Python
3	nomic-ai/nomic Nomic Developer API SDK	54	Established	1,872	Python
4	omoindrot/tensorflow-triplet-loss Implementation of triplet loss in TensorFlow	51	Established	1,130	Python
5	sashakolpakov/dire-jax DImensionality REduction in JAX	51	Established	26	Python
6	poloclub/wizmap Explore and interpret large embeddings in your browser with interactive...	50	Established	523	TypeScript
7	Collection-Space-Navigator/CSN Interactive Visualization Interface for Multidimensional Datasets	48	Emerging	66	JavaScript
8	alexshtf/torchcurves Parametric differentiable curves with PyTorch for continuous embeddings,...	47	Emerging	53	Python
9	PkuRainBow/HDC.caffe Complete Code for "Hard-Aware-Deeply-Cascaded-Embedding"	46	Emerging	98	Python
10	rom1504/image_embeddings Using efficientnet to provide embeddings for retrieval	46	Emerging	160	Jupyter Notebook
11	veekaybee/what_are_embeddings A deep dive into embeddings starting from fundamentals	45	Emerging	1,060	Jupyter Notebook
12	UniverseTBD/platonic-universe Do foundation models see the same sky? 🔮	45	Emerging	5	Python
13	robert-mcdermott/embeddings_plot A command line utility to create a plots of word embeddings	44	Emerging	9	Python
14	koaning/whatlies Toolkit to help understand "what lies" in word embeddings. Also benchmarking!	43	Emerging	475	Python
15	YannDubs/Hash-Embeddings PyTorch implementation of Hash Embeddings (NIPS 2017). Submission to the...	43	Emerging	206	Python
16	Hyper3Labs/HyperView HyperView curates datasets and provides model introspection in hyperbolic...	43	Emerging	16	Python
17	cybergis/rs-embed A basic repo for integrating Remote Sensing Foundation Models	40	Emerging	61	Python
18	oswaldoludwig/visually-informed-embedding-of-word-VIEW- Visually informed embedding of word (VIEW) is a tool for transferring...	40	Emerging	29	Python
19	harkous/embeddingsviz Visualize word embeddings of a vocabulary in TensorBoard, including the neighbors	40	Emerging	46	Python
20	uber-research/parallax Tool for interactive embeddings visualization	40	Emerging	328	Python
21	AndreaRubbi/Pear-EBI Calculates distances of trees in large collections. Embeds distances and...	40	Emerging	5	Makefile
22	laugustyniak/embedisualization Text embedding visualization in 2D space	39	Emerging	2	Python
23	alldbi/Factorized-Spatial-Embeddings Tensorflow implementation of Unsupervised learning of object landmarks by...	39	Emerging	30	Python
24	centre-for-humanities-computing/embedding-explorer Tools for interactive visual exploration of semantic embeddings.	38	Emerging	42	Python
25	fcakir/deep-mihash Code for papers "Hashing with Mutual Information" (TPAMI 2019) and "Hashing...	38	Emerging	19	MATLAB
26	i404788/bloom-embedding Bloom Embedding implementation in pytorch	38	Emerging	1	Python
27	Hmbown/FluxEM Deterministic domain encoders with embedding-space arithmetic (IEEE-754 semantics)	37	Emerging	10	Python
28	dawnranger/IDEC-pytorch Pytorch implementation of Improved Deep Embedded Clustering	37	Emerging	109	Python
29	Timonzimm/poincare-embedding Poincaré Embeddings for Learning Hierarchical Representations...	36	Emerging	15	Jupyter Notebook
30	Connoiter/king_tutte_datamap_scrolls A datamap SDK containing permissively licensed code and docs, packaged as an...	36	Emerging	2	—
31	tense-embedder/tensorflow-embeddings-minimalistic-example TensorFlow Embeddings: Minimalistic Example	35	Emerging	4	Python
32	mjalali/embedding-comparison [ICML 2025] Official implementation of SPEC method for interpretable...	33	Emerging	15	Python
33	Connoiter/king_tutte_datamap_codex Datamapping notebooks, tuned for Colab, packaged as a Jupyter Book	33	Emerging	2	Jupyter Notebook
34	tony-hong/roleo Web based semantic visualization tool	32	Emerging	12	Python
35	jayeshmahapatra/ArcFace-Embedding-Visualization A repository to visualize embeddings created by using ArcFace Loss	32	Emerging	5	Python
36	ayushidalmia/tsne-tensorboard-visualisation This repository provides a starter code for using tensorboard via tensorflow...	30	Emerging	14	Python
37	ArneBinder/recursive-embedding Train embeddings for hierarchically structured data.	30	Emerging	2	Jupyter Notebook
38	ymgw55/Cosine-Similarity-via-ICA Revisiting Cosine Similarity via Normalized ICA-transformed Embeddings...	29	Experimental	4	Wolfram Language
39	flekschas/jupyter-scatter-tutorial Jupyter Scatter Tutorial (that was first presented at SciPy '23)	28	Experimental	24	Jupyter Notebook
40	Dru-Mara/evalne-gui EvalNE-GUI: The Graphical User Interface for EvalNE	28	Experimental	3	Python
41	Jaluus/ArXivAtlas The ArXiv Atlas is a web-based tool that visualizes research papers from the...	27	Experimental	16	JavaScript
42	chaddy1004/tSNE-helper code to help with tsne plotting	27	Experimental	16	Python
43	OzetteTech/comparative-embedding-visualization A Jupyter widget for comparing two embeddings with shared labels by their...	27	Experimental	48	Python
44	CyberZHG/torch-position-embedding Position embedding in PyTorch	27	Experimental	16	Python
45	txtData/embeddingVis Python code that visualizes how neural networks learn word embeddings.	26	Experimental	5	Python
46	Featrix/sphereviewer Animated 3d sphere visualization for ML training workloads (and other data...	26	Experimental	1	TypeScript
47	briansunter/wikipedia-3d-embeddings This project visualizes Wikipedia articles in 3D space using embeddings....	25	Experimental	6	TypeScript
48	woctezuma/steam-tag-mapping Mapping of Steam tags.	25	Experimental	3	Python
49	Ameobea/osu-beatmap-atlas An interactive atlas of osu! beatmaps implemented as a rich embedding visualization	25	Experimental	26	Jupyter Notebook
50	jacobmarks/emoji-search-plugin Semantic Emoji Search Plugin for FiftyOne	25	Experimental	7	Python
51	Xu-Justin/fiftyone-plotly-dash Integrating fiftyone image embeddings to web browser using plotly-dash.	24	Experimental	5	Python
52	jacobmarks/concept-space-traversal-plugin Traverse the space of concepts with a multi-modal similarity index in FiftyOne	24	Experimental	5	TypeScript
53	nrimsky/EmbedMap Generate a 3D map of links based on their embeddings using OpenAI's embedding API	24	Experimental	5	HTML
54	bramses/ghost-to-nomic Upload your Ghost blog posts as a Nomic Map	23	Experimental	4	Python
55	asprenger/tensorboard-embedding-visualization Embedding Visualization in TensorBoard	23	Experimental	2	Python
56	linkml/linkml-embeddings-explorer Visualization of embeddings of linkml-compliant datasets	22	Experimental	1	Python
57	do-me/apple-embedding-atlas-foursquare-italy Embedding atlas for Foursquare data in Italy with more than 3 million points!	22	Experimental	11	HTML
58	dinarior/resnet_embeddings_extractor Small and easily modifiable notebook to extract embeddings from pre trained resnet50	22	Experimental	6	Jupyter Notebook
59	thingumajig/mpr-prototype exploring document space with embeddings	21	Experimental	1	Jupyter Notebook
60	MiriiIwatani/Awesome-Latent-Space 🌌 Explore curated works in latent space, continuously updated to enhance...	21	Experimental	—	—
61	kintopp/rijksmuseum-se Interactive visualization of 831K Rijksmuseum artwork embeddings	21	Experimental	—	Wolfram Language
62	Hyper3Labs/hyper-scatter Correctness + performance lab for embedding scatterplot (Euclidean and Poincaré disk)	21	Experimental	—	TypeScript
63	haigpapa/storylines [Observatory] Knowledge constellation engine — force-directed semantic...	21	Experimental	—	TypeScript
64	mbari-org/fiftyone-sync Backend service to sync data between Tator and Voxel51 for quickly editing...	21	Experimental	—	Python
65	MUSA-Zhanchao/Google-Embedding-tutorial PDFM tutorial	21	Experimental	—	JavaScript
66	ymgw55/Axis-Tour Axis Tour: Word Tour Determines the Order of Axes in ICA-transformed...	21	Experimental	—	Python
67	davidkny22/Noosphere Interactive 3D visualization of AI embedding spaces. Real-time bias probes,...	21	Experimental	—	TypeScript
68	VachanVY/Rotary-Embeddings Simple Implementation of Rotary Positional Embeddings (RoPE) and Sinusoidal...	20	Experimental	6	Python
69	Sneccello/WordMaze Word embeddings playground	20	Experimental	2	Python
70	cobanov/unlabeled-image-autoencoder Train an autoencoder for unlabeled image datasets.	20	Experimental	7	Python
71	Seek4samurai/render-1-million-pts how i rendered 1 million songs on the browser with webgl (wip). client side...	19	Experimental	6	JavaScript
72	csiro-robotics/TCE This repository contains the code implementation used in the paper...	19	Experimental	53	Python
73	fisch92/Metric-embeddings-for-satellite-image-classification Mxnet repository for generating embeddings on satellite images. Includes...	19	Experimental	4	Python
74	akanyaani/embedding-visualizer Word and Position Embedding visualization of all pre-trained transformer...	18	Experimental	2	Jupyter Notebook
75	ju-resplande/st_projector Embeddings projector using Sentence-Transformers and Tensorboard	18	Experimental	2	Python
76	georgeberry/dota_embeddings Embed Dota meta in 2 dimensions	18	Experimental	2	Python
77	danilop/high-dim-orthogonal-vectors-analysis High Dimensional Orthogonal Vectors Analysis	18	Experimental	2	Python
78	y3nk0/embedding-comparator A javascript visualization tool for comparing embedding models.	17	Experimental	1	JavaScript
79	hbjornoy/t-SNE-vs-LLE Comparison of the Stochastic Neighbor Embedding(SNE) and the t-distributed...	17	Experimental	1	Jupyter Notebook
80	AdityaAS/PyTorch_NTEE PyTorch implementation of the code https://github.com/studio-ousia/ntee/	17	Experimental	1	Python
81	UnderGoldSkies/ThoughtNebula An in-browser, serverless demo showing how large language models map text...	17	Experimental	—	TypeScript
82	kexi-bq/embedding-explainer Interactive editor for text meaning via embedding vector control	17	Experimental	—	Python
83	yui-mhcp/encoders This repository proposes multiple ways to encode data with embeddings	17	Experimental	—	Jupyter Notebook
84	Akage1234/WordCanvas3D A web-based tool that visualizes how text is tokenized and mapped into 2D/3D...	17	Experimental	—	JavaScript
85	shimo-lab/Universal-Geometry-with-ICA Discovering Universal Geometry in Embeddings with ICA (Published in EMNLP 2023)	16	Experimental	20	Python
86	bramses/quoordinates Use OpenAI Embeddings to visualize Kindle Highlights from Readwise!	15	Experimental	30	JavaScript
87	Siesher/Embeddings 📐 Experiments with text & vector embeddings	14	Experimental	—	Jupyter Notebook
88	ruban-ai/distributed-polygon-embeddings Scalable polygon embedding learning using distributed deep learning on HPC clusters.	14	Experimental	—	—
89	pawel-dubiel/Semantic-Space-Visualizer An interactive 3D galaxy for your markdown files. Automatically clusters,...	14	Experimental	1	JavaScript
90	Ryan-Rudd/Contexto-AI Interactive 3D Semantic Word Game powered by GloVe embeddings and an...	14	Experimental	1	HTML
91	IlyaShaposhnikov/embedding-visualizer An interactive toolkit for exploring Word2Vec and GloVe embeddings featuring...	13	Experimental	—	Python
92	phwizard/universe_is_expanding "Universe Is Expanding" - DeepView - visual navigation of LLM vector space	13	Experimental	—	Python
93	yogeshchellappa/recordEmbedding This repository contains the code for the design and exploring applications...	13	Experimental	—	Jupyter Notebook
94	asswinthedann/embedding-atlas 🗺️ Visualize and explore large embeddings interactively, enabling easy...	13	Experimental	—	Java
95	ortizeg/data-visor DataVisor - Unified CV dataset introspection tool	13	Experimental	—	TypeScript
96	woctezuma/epic-games-tag-mapping Mapping of Epic Games tags.	13	Experimental	—	Python
97	CyberZHG/torch-embed-sim Embedding similarity in PyTorch	12	Experimental	1	Python
98	ju-resplande/viz_embeddings Embeddings projections using TensorFlow Projector and HuggingFace Transformers	12	Experimental	5	Python
99	gabmoreira/hyper Code for Hyperbolic vs Euclidean Embeddings in Few-Shot Learning: Two Sides...	12	Experimental	5	Python
100	ksachdeva/face-embeddings-tsne Face embeddings visualization using t-SNE	11	Experimental	—	TypeScript
101	gaborvecsei/Barlow-Twins Clean Tensorflow 2 Implementation of the Barlow Twins self-supervised...	11	Experimental	4	Jupyter Notebook
102	miguelvanegas-c/Embeddings This repository contains experiments and explanations based on the book...	11	Experimental	—	Jupyter Notebook
103	LauLauThom/interactive-embedding-kidney This repo contains the files to generate an interactive view of a feature...	11	Experimental	—	—
104	zobi-logs/embedding_generation_for_images Train Neural network to generate the embeding for images	11	Experimental	—	Jupyter Notebook
105	do-me/oss4geo-semantic Data exploration scripts for oss4geo.org based on text embeddings for...	11	Experimental	—	HTML
106	foot/embedding-sphere An experiment in visualizing embeddings on the surface of a sphere.	10	Experimental	2	TypeScript
107	vdutts7/reddit-map Visualizing maps of Reddit comments based on semantic similarity	10	Experimental	2	Python
108	sine2pi/Variable-Radii-RoPE Variable Radii for Rotary Position Embeddings - adds relative distance...	10	Experimental	1	Python