Semantic Search Applications Embedding Tools

Tools and applications implementing semantic search functionality across various domains (e-commerce, documentation, knowledge bases). Focuses on end-to-end search solutions using embeddings and vector databases. Does NOT include foundational embedding models, vector database infrastructure alone, or domain-specific RAG systems already categorized separately.

There are 177 semantic search applications tools tracked. 4 score above 50 (established tier). The highest-rated is deepset-ai/haystack-tutorials at 56/100 with 351 stars. 1 of the top 10 are actively maintained.

Get all 177 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=semantic-search-applications&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	deepset-ai/haystack-tutorials Here you can find all the Tutorials for Haystack 📓	56	Established	351	Jupyter Notebook
2	unum-cloud/USearch Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary...	55	Established	3,952	C++
3	towhee-io/towhee Towhee is a framework that is dedicated to making neural data processing...	54	Established	3,458	Python
4	aryn-ai/sycamore 🍁 Sycamore is an LLM-powered search and analytics platform for unstructured data.	54	Established	592	Python
5	MaartenGr/PolyFuzz Fuzzy string matching, grouping, and evaluation.	49	Emerging	792	Python
6	pingcap/pytidb TiDB AI SDK: Unified Multi-Modal Data Platform for AI Apps & Agents -...	48	Emerging	32	Python
7	pinecone-io/pinecone-datasets An open-source dataset library for pre-embedded dataset: create your own...	47	Emerging	34	Python
8	raphaelsty/neural-cherche Neural Search	46	Emerging	367	Python
9	deepset-ai/haystack-demos Fully working applications that demonstrate how to use Haystack to implement...	45	Emerging	135	Python
10	datastax/astra-db-java Java Client for Data API	44	Emerging	14	Java
11	hamelsmu/code_search Code For Medium Article: "How To Create Natural Language Semantic Search for...	44	Emerging	490	Jupyter Notebook
12	towhee-io/examples Analyze the unstructured data with Towhee, such as reverse image search,...	43	Emerging	520	Jupyter Notebook
13	AshokHub/locBLAST Local NCBI BLAST+ Search	41	Emerging	12	Hack
14	decodingai-magazine/tabular-semantic-search-tutorial 📚 Tutorial on building a modern search app for Amazon e-commerce products...	39	Emerging	89	Jupyter Notebook
15	nomic-ai/semantic-search-app-template Tutorial and template for a semantic search app powered by the Atlas...	39	Emerging	115	Python
16	gentaiscool/distfuse A library to calculate similarity scores between two collections of text...	39	Emerging	5	Python
17	karlopintaric/omop-concept-automapper An automated system for mapping source medical concepts to OMOP standard...	37	Emerging	4	Python
18	jbmiller10/semantik Semantik is a self-hosted semantic search engine for your documents.	37	Emerging	3	Python
19	DeveloperMindset-com/faiss-mobile FAISS library compiled for iOS, macOS, tvOS, watchOS	36	Emerging	68	Roff
20	IBM/Semantic-Search-for-Sustainable-Development Semantic Search for Sustainable Development is experimental code for...	36	Emerging	28	Python
21	LD-Reborn/embeddingsearch An embeddings based search server written in C#	35	Emerging	1	C#
22	Azure-Samples/eShopLite-SemanticSearch eShopLite - Semantic Search is a reference .NET application implementing an...	35	Emerging	30	C#
23	agrawal-rohit/stackoverflow-semantic-search Word2Vec encodings based search engine for Stackoverflow questions	34	Emerging	26	Jupyter Notebook
24	kameshsampath/postgis-snowflake-intelligence-demo This demo showcases a production-ready architecture for managing smart city...	34	Emerging	2	Python
25	machinelearningZH/ai-search_staatsarchiv Intelligent Document Search for the Staatsarchiv Zurich.	33	Emerging	10	Jupyter Notebook
26	augustwester/searchthearxiv The code powering searchthearxiv.com, a simple semantic search engine for...	33	Emerging	171	Python
27	kbeaugrand/SemanticKernel.Connectors.Memory.SqlServer SQL Server connector for Semantic Kernel plugin and Kernel Memory	33	Emerging	54	C#
28	raphaelsty/neural-tree Tree-based indexes for neural-search	33	Emerging	31	Python
29	5am-code/ada-laravel This package allows you to enhance your Laravel applications by seamlessly...	32	Emerging	104	PHP
30	Bklieger/Semantic SemanticPDF: Drag, Drop, Semantic Search - SemanticPDF is a simple,...	32	Emerging	80	TypeScript
31	Azure-Samples/eShopLite-SemanticSearch-AzureAISearch eShopLite - Semantic Search is a reference .NET application implementing an...	32	Emerging	23	C#
32	vlados/laravel-related-content Build related content links using vector embeddings and pgvector for Laravel	31	Emerging	12	PHP
33	mensonones/expo-vector-search High-performance on-device vector search engine for Expo & React Native....	30	Emerging	53	C
34	huyhoang17/Semantic_Search [DEPRECATED] Baseline Project for Semantic Searching	29	Experimental	10	Python
35	PrithivirajDamodaran/SPLADERunner Lite weight wrapper for the independent implementation of SPLADE++ models...	28	Experimental	34	Python
36	digikar99/cl-docsearch A tool to search documentation of lisp symbols in the current lisp image.	27	Experimental	5	Common Lisp
37	do-me/semantic-segment-explorer In-browser tool to explore semantic similarity segmenting strategies by...	27	Experimental	5	JavaScript
38	novoselrok/codesnippetsearch Neural bag of words code search implementation using PyTorch and data from...	26	Experimental	72	Python
39	SeanWong17/Semantic-Text-Deduplicator 一个基于 Transformer 模型（如BERT）和 FAISS 索引的高性能文本去重工具，专为处理大规模语料库中的语义重复问题而设计。	26	Experimental	3	Python
40	soulteary/text-retrieval-example Let's talk about text retrieval.	26	Experimental	5	Go
41	0xku/information-retrieval Neural information retrieval / Semantic search / Bi-encoders	26	Experimental	174	Jupyter Notebook
42	Kauxtubh/pinecone Experimenting with Pinecone as vector data continues to take center stage in...	25	Experimental	3	Python
43	SnowLaboratory/Laravel-Mirror Laravel recommendation engine - take your blog to the next level!	25	Experimental	15	PHP
44	Mojne/semantic-index Lightweight, single-file vector database for experiments and small projects.	25	Experimental	3	C#
45	JivkoSp/Drahten Drahten is an open-source project utilizing a microservices architecture...	24	Experimental	2	C#
46	sefgh-ai/hostSefgh well this is for hosting sefgh in case main server is down	24	Experimental	7	HTML
47	bhattbhavesh91/polyfuzz-string-matching-demo Fuzzy string matching, grouping, and evaluation using PolyFuzz	24	Experimental	2	Jupyter Notebook
48	dcarpintero/github-semantic-search Semantic Search on Langchain Github Issues with Weaviate	24	Experimental	4	Python
49	ireapps/ire-archive-backend FastAPI backend for archive.ire.org	23	Experimental	1	Python
50	devicemxl/drs-backend Experimental semantic search backend based on Deferred Re-computation Search...	23	Experimental	1	Go
51	venkatesh-hyper/paperlens Semantic search engine for research papers — find papers by meaning, not keywords.	23	Experimental	1	Python
52	ofirbsh/ai_embedder_engine AI Embedder Engine: An open-source Python engine for generating embeddings...	23	Experimental	8	Python
53	do-me/SDG-Analyzer Frontend-only semantic similarity mapper for SDGs	23	Experimental	6	CSS
54	awaescher/oef Ollama Embeddings Forwarder	23	Experimental	6	C#
55	last-stand/webcrawler Web Data Crawling and Vectorization	23	Experimental	6	JavaScript
56	upstash/vector-laravel Upstash Vector SDK for Laravel	23	Experimental	5	PHP
57	galafis/Semantic-Search-Engine Professional project by Gabriel Demetrios Lafis	23	Experimental	1	Python
58	amrohendawi/roberta-t5-faiss-semantic-search This is a semantic search implementation using RoBERTa + T5 + FAISS	22	Experimental	1	Jupyter Notebook
59	AiraCode/postgis-snowflake-intelligence-demo 🌆 Streamline predictive maintenance for street lights using a modern data...	22	Experimental	—	Python
60	bwconrad/manga-semantic-search Search for a manga using a description of its story	22	Experimental	1	Python
61	YertleTurtleGit/rajs Semantic search for documents and transcription files inside your browser...	22	Experimental	—	JavaScript
62	DevExpress-Examples/asp-net-web-forms-grid-semantic-search Integrates AI-powered semantic search into the ASP.NET Web Forms Grid View...	22	Experimental	—	C#
63	nyo16/faiss_ex Elixir NIF bindings for FAISS — Facebook's library for efficient similarity...	22	Experimental	—	Elixir
64	hsm207/weaviate-txtai An integration of the weaviate vector search engine with txtai	22	Experimental	7	Python
65	Paulanerus/TextVariantExplorer A tool designed for the exploration, analysis, and comparison of textual...	22	Experimental	4	Kotlin
66	reformetech/haystack 🛠️ Build powerful search systems effortlessly with Haystack, a framework for...	22	Experimental	—	Python
67	DavidChen617/eShopX A scalable e-commerce system built with Clean Architecture, CQRS, and modern...	22	Experimental	—	C#
68	gsavla6-hue/vector-search-engine High-performance semantic vector search engine with hybrid search, filtering...	22	Experimental	—	Python
69	DHTMLX/gantt-semantic-search-ai-demo Semantic search demo for DHTMLX Gantt - find tasks by meaning using embeddings	22	Experimental	—	Python
70	gsavla6-hue/semantic-search-engine Advanced semantic search engine with dense retrieval, cross-encoder...	22	Experimental	—	Python
71	r0hankrishnan/racquet-sem-search [WIP] Hybrid search over tennis racquets (structured filters + semantic...	22	Experimental	—	Jupyter Notebook
72	ElliotOne/nl-semantic-runbook-search A local tool that finds the most relevant engineering runbooks using...	21	Experimental	2	C#
73	anakin87/who-killed-laura-palmer Simple Question Answering system, based on data crawled from Twin Peaks...	21	Experimental	11	Jupyter Notebook
74	asmexcaliburwoods/holosemantic We need to create & establish & maintain a multiscoped holistic semantic...	20	Experimental	1	—
75	TolaniSilas/web3-semantic-search The Web3 Semantic Search Project is a decentralized content retrieval system...	20	Experimental	1	Jupyter Notebook
76	Navy10021/SLS SLS : Neural Information Retrieval(IR)-based Semantic Search model	20	Experimental	13	Jupyter Notebook
77	thinktecture-labs/semantic-kernel-semanticsearch Example how to implement a question & answer flow using semantic search with...	20	Experimental	28	C#
78	ian-cowley/LinksAndMore- Organize links and more	20	Experimental	1	C#
79	ElliotOne/nl-embeddings-vector-search-feedback-triage-engine A local-first C# semantic feedback triage engine using embeddings and cosine...	20	Experimental	1	C#
80	muazhari/semantic-search Semantic Search with streamlit user interface	19	Experimental	7	Python
81	leungkimming/SK-DocumentSearch Using Semantic Kernel to obtain answer from a PDF document, with embeddings...	19	Experimental	10	C#
82	manueljcmatos/neural-search ```	19	Experimental	—	Python
83	Anshu-312/llm-semantic-search A lightweight FastAPI service for ingesting documents, creating embeddings...	19	Experimental	—	Python
84	petlukk/eavec Fast vector similarity search. SIMD kernels via Eä, called from Python....	19	Experimental	—	Python
85	ahmedeldamaty20/Intelligent-Search-and-Insights-Engine A production-ready e-commerce search and analytics platform built with .NET...	19	Experimental	—	C#
86	Huffon/semantic-search-faiss Semantic Search using FAISS & ElasticSearch	19	Experimental	31	Python
87	dfeen87/Semantic-Dropdown-Search Semantic Dropdown Search is a schema-driven, open-source framework for...	19	Experimental	—	Python
88	kieranpcremin/semantic-search-using-FAISS Semantic search engine for technical documents using SentenceTransformers...	19	Experimental	—	Python
89	gaiaverseltd/semantic-turning-point-detector The Semantic Turning Point Detector is a lightweight but powerful tool for...	18	Experimental	3	TypeScript
90	mashrulhaque/EasyAppDev.Blazor.AutoComplete A high-performance, feature-rich AutoComplete component for Blazor...	18	Experimental	20	C#
91	easonlai/product_semantic_search_streamlit This code repo demonstrates how to use the word embedding model from Azure...	18	Experimental	4	Python
92	arnicas/simple-embedded-text-navigator small embedded text app that uses fairy tales, with selection, to navigate...	18	Experimental	3	JavaScript
93	dgtlss/semantica A Laravel package that enables semantic search using vector embeddings for...	18	Experimental	3	PHP
94	amitportal/doc-semantic-search A semantic search application that allows users to upload documents and...	17	Experimental	2	JavaScript
95	EdDuarte/semantic-graph Semantic search web application with graph visualization in Django	17	Experimental	12	Python
96	Trevato/csv_semantic_search Semantic search app using streamlit and txtai.	17	Experimental	4	Python
97	machinelearningZH/ogd_ai-search Semantic, lexical, multilingual search in your OGD metadata catalog.	17	Experimental	2	Jupyter Notebook
98	garystafford/nova-mm-embedding-model-demo Demonstrating the use of Amazon Nova Multimodal Embeddings and TwelveLabs...	17	Experimental	2	Jupyter Notebook
99	haolamnm/jneurite A simple vector database indexer with Ollama written in Java	16	Experimental	1	Java
100	ashvardanian/SpaceV Billion-scale Semantic Search dataset derived from Microsoft SpaceV for...	16	Experimental	9	Python
101	ayanalamMOON/multilingual-search-engine A modern semantic search engine for discovering songs and poems across...	16	Experimental	1	TeX
102	Betawi10/Nyc311-Infrastructure-Hotspots-Google-Cloud-BigQuery-Hackathon-PoC 🛠️ Transform NYC 311 complaints into ranked infrastructure hotspots using...	16	Experimental	—	JavaScript
103	svakulenk0/semantic_coherence Measuring semantic (in)coherence in Ubuntu dialogue corpus using different...	16	Experimental	18	Python
104	Talina06/arxiv-semantic-search Arxiv Semantic Search enables semantic search on arXiv research papers using...	16	Experimental	2	Jupyter Notebook
105	phifib/next-llm-app nextjs template with langchain + typescript + zustand + tailwind	16	Experimental	3	TypeScript
106	claire-np/semantic-course-navigator Semantic course search and role-based learning-path generation using SBERT...	16	Experimental	1	Jupyter Notebook
107	easonlai/azure_openai_semantic_search_sample This code repo demonstrates how to use the word embedding model from Azure...	16	Experimental	3	Jupyter Notebook
108	hsm207/txtai-weaviate-docker-compose A demo on how to integrate weaviate with txtai	16	Experimental	4	Dockerfile
109	Wesley-Nunes/news-semantic-search A semantic search system for news articles using BBC News dataset and...	15	Experimental	—	Jupyter Notebook
110	garystafford/twelve-labs-bedrock-opensearch-demo How TwelveLabs AI Models on Amazon Bedrock and OpenSearch enable...	15	Experimental	6	Jupyter Notebook
111	aaronroman/semantic-search-langchain Building a semantic search engine using LangChain and OpenAI	15	Experimental	6	Python
112	JMJuarez/modulo_pln_vf Buscador semántico básico de frases específicas en español usando NLP y...	15	Experimental	—	Python
113	codebased-sh/codebased Embedded AI search engine for code	15	Experimental	21	Python
114	Krixna-Kant/radiology-trust A privacy-preserving AI system for secure radiology case retrieval and...	15	Experimental	—	JavaScript
115	JashT14/VectorVault VectorVault - Offline Semantic Search Engine with GloVe Embeddings	15	Experimental	—	C
116	massimobonanni/EmbeddingAnalyzer This repository contains a console application that calculates the cosine...	15	Experimental	—	C#
117	vedaant00/uhsr UHSR (Unified Hyperbolic Spectral Retrieval) is a next-generation hybrid...	15	Experimental	—	Python
118	Muhomorik/SemanticKernel-FundDocsQnA-dotnet-nextjs AI-powered Q&A over investment fund factsheets (PRIIP/KID documents)....	15	Experimental	1	C#
119	zaafira12/Semantic-news-search "A scalable semantic search engine for news articles using transformer...	15	Experimental	1	Python
120	guilhermebkel/semantic-search-llm-ai 🤖 That's a simple LLM semantic search that implements RAG concepts with help...	14	Experimental	1	TypeScript
121	montraydavis/SemanticKernel_SqliteVec_Example In-depth demonstration of C# Semantic Kernel SQLiteVec Hybrid Search...	14	Experimental	4	Jupyter Notebook
122	iai-group/ecir2018-intents Towards an Understanding of Entity-Oriented Search Intents - ECIR'18	14	Experimental	9	—
123	Phrase-in-Context/eval EACL 2023	14	Experimental	7	Python
124	eddiedunn/engram Knowledge corpus service with vector search — FastAPI + PostgreSQL +...	14	Experimental	—	Python
125	Ayush-srivastava504/AI-Search-Engine AI-powered search engine for technical articles using FastAPI,...	14	Experimental	—	Python
126	Sanschinu95/maxcrawler Research-Grade Async Web Crawler with AI Summarization, PDF Extraction,...	14	Experimental	—	Python
127	ANSHIKA1220/cluster-aware-semantic-search Cluster-aware semantic search system using embeddings, FAISS vector search,...	14	Experimental	—	Python
128	Rolika15/holosemantic 🌐 Build a holistic semantic system for managing data and actor objects...	14	Experimental	—	HTML
129	DeepeshChethanath/AspireIfus-genai Blazor + Minimal API sample with SQL Server, Dapper, OpenAI-compatible AI...	14	Experimental	—	C#
130	Komortes/novacms-headless AI-powered headless CMS, featuring async content generation pipelines,...	14	Experimental	—	PHP
131	AalokBaxi/Local-Semantic-Search Local-first hybrid semantic search using .NET 10, ONNX Runtime, and SIMD.	14	Experimental	—	C#
132	sreelakshmisajith05/trademarkia-semantic-search Semantic search over 20 Newsgroups- fuzzy clustering, vector store &...	14	Experimental	—	Python
133	dannykd/zotsearch UCI course discovery platform with NLP via OpenAI. Discover any of the 6,140...	13	Experimental	6	TypeScript
134	lambda-capture/semantic-search-api 🔎 Free API for Text-retrieval & Semantic Search of Macro Data for Quant Research	13	Experimental	2	Jupyter Notebook
135	DFMERA/azure-ai-search-embeddings Azure AI Search: Cómo optimizar la búsqueda para tus aplicaciones RAG	13	Experimental	—	Jupyter Notebook
136	SaharZargarzadeh/semantic-movie-search-hackathon6 A Streamlit-based semantic search app for movies built with Pinecone,...	13	Experimental	—	Python
137	lachlanjc/spatial-twitter-search Prototype of embeddings-based search of Twitter likes/bookmarks on an infinite canvas	13	Experimental	8	TypeScript
138	aaryanved/originality-engine A system to measure conceptual originality using semantic, structural, and...	12	Experimental	1	Python
139	LiveisFpv/ALib A system for semantic search of scientific publications across large...	12	Experimental	1	Python
140	DareDev256/vector-vs-keyword-search Side-by-side comparison of semantic vector search vs BM25 keyword search ...	12	Experimental	1	Python
141	angelafeliciaa/xCreator UGC Marketplace for X	12	Experimental	13	TypeScript
142	jonathanlimsc/arxiv-scout A microservice API that allows you to query the latest Arxiv AI articles...	12	Experimental	1	Jupyter Notebook
143	julian-8897/arxiv-semantic-search An LLM-powered semantic search tool for arXiv papers using sentence...	12	Experimental	1	Python
144	elango5292/sg-medishield-semantic-search Semantic search for MediShield Life policy document	12	Experimental	1	Python
145	do-me/cordis-semantic-search A simple semantic search application for CORDIS running entirely in the browser	12	Experimental	3	JavaScript
146	nabito/hls Human Localization Sensor Ontology (HLS)	12	Experimental	3	Web Ontology Language
147	do-me/copernicus-services-semantic-search A basic semantic search app based on 834 entries from Copernicus Services Catalogue	12	Experimental	4	Jupyter Notebook
148	habanoz/crawl-for-vector-db A web site crawler for semantic search.	12	Experimental	4	Jupyter Notebook
149	AgesFranciscoTeran/ecuador-news-nlp-pipeline Modular NLP pipeline for large-scale historical newspaper processing with...	11	Experimental	—	Python
150	AliSoleimaniNet/Uber-Data-Intelligence-Platform An end-to-end data platform built with .NET Aspire, featuring Medallion...	11	Experimental	—	JavaScript
151	codebywiam/semantic-search-faiss This project implements a semantic search pipeline using the 20 Newsgroups...	11	Experimental	—	Jupyter Notebook
152	machnevegor/ssssearch Static Site Semantic Search	11	Experimental	—	Python
153	fusion-jena/semantic-search-usability-analysis Supplementary material for a usability evaluation of a semantic search for...	11	Experimental	2	Jupyter Notebook
154	r0hankrishnan/racket-semantic-search (WIP) Using semantic search to find the right tennis racket from Tennis Warehouse.	11	Experimental	—	Jupyter Notebook
155	AutohostAI/langchain-vector-search Serverless API for indexing and searching documents with LLM	11	Experimental	—	JavaScript
156	Disha-04/ai-semantic-search AI-powered semantic search and Q&A application using LLMs, vector search,...	11	Experimental	—	Python
157	Poonam7828/vectormind-semantic-search AI-powered Semantic Search Engine using MongoDB, Sentence Transformers, and...	11	Experimental	—	Python
158	clxmente/tuffysearch-api 🎓 A FastAPI-powered semantic search API for CSUF course catalog, enabling...	11	Experimental	—	Python
159	michelderu/vector-wildcard-search Wildcard search for Cassandra - using semantic recall and lexical filtering	11	Experimental	—	Python
160	gedankrayze/splade-rest-api Memsplora - An in-memory SPLADE (SParse Lexical AnD Expansion) content...	11	Experimental	—	Python
161	wmjg-alt/nlp-systems-review NLP lessons with implementations of Information Retrieval algorithms, Data...	11	Experimental	—	Python
162	Dherya27/Retrieval-based-Object-Recognition-and-Reconstruction-via-VAE-and-FAISS Developed a robust system for object recognition and reconstruction based on...	11	Experimental	2	—
163	samiksengupta/laravel-ai-demo A Demo showcasing use of Laravel AI SDK, embeddings and vector search	11	Experimental	—	Blade
164	faraaawo-debug/ai-act-semantic-search Semantic search system to retrieve relevant passages from the European AI Act	11	Experimental	—	Jupyter Notebook
165	mateus-holanda/kassa Kassa Assessment: AI-powered Furniture Search	11	Experimental	—	TypeScript
166	evokateur/what-was-that-word A terminal program that embeds a word list and does semantic search over it.	11	Experimental	—	Python
167	fridalyf412/manwen-viewer Streamlit tool for keyword/semantic search, transliteration, and AI...	11	Experimental	—	Python
168	dappros/site_crawler Site crawler used in Ethora platform as an option to import your specific...	11	Experimental	—	Python
169	brushplain/Public_test_SemAnkTic This program does semantic search with embeds, reranking, and DeepSeek	11	Experimental	—	Python
170	GradientFlow-ai/eaas NextJS-based frontend	11	Experimental	2	JavaScript
171	VasanthPrabahar/Distributed_E-Commerce_SemanticSearch_Platform- Distributed e-commerce semantic search system built incrementally using...	11	Experimental	—	Python
172	aacister/eshop-with-Aspire-and-GenAI Cloud-native eCommerce microservices app built with .NET Aspire, featuring...	11	Experimental	—	C#
173	fusion-jena/daisi-semantic-search Semantic Search Extension for Dataset Search UI [Dai:Si]	11	Experimental	2	TypeScript
174	ddmitov/fupi Serverless multilingual semantic search based on LanceDB	11	Experimental	2	Python
175	yash-srivastava19/Semantic_Search A jupyter notebook implementing semantic search(with visualization) using...	10	Experimental	1	Jupyter Notebook
176	umitkrkmz/CorporateKnowledgeBase-legacy A feature-rich knowledge sharing platform for companies, featuring blogs,...	10	Experimental	1	C#
177	zack-zzq/TrueFuzzyMatch TrueFuzzyMatch is a powerful tool for fuzzy matching material names between...	10	Experimental	1	Python

Comparisons in this category

towhee and examples (54 vs 43)