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 96 embedding visualization tools tracked. 2 score above 50 (established tier). The highest-rated is cosmosgl/graph at 58/100 with 1,118 stars. 2 of the top 10 are actively maintained.

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