Semantic Search Engines Embedding Tools

There are 27 semantic search engines tools tracked. 1 score above 50 (established tier). The highest-rated is Michael-JB/bm25 at 56/100 with 56 stars and 291,616 monthly downloads.

Get all 27 projects as JSON

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

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#	Tool	Score	Tier	Stars	Language
1	Michael-JB/bm25 A BM25 embedder, scorer, and search engine, written in Rust.	56	Established	56	Rust
2	jeanCarloMachado/PythonSearch A minimalistic search engine for productivity that stores documents as code	45	Emerging	14	Python
3	neuml/codequestion 🔎 Semantic search for developers	42	Emerging	542	Python
4	chnsh/deep-semantic-code-search Deep Semantic Code Search aims to explore a joint embedding space for code...	38	Emerging	66	Jupyter Notebook
5	aws-samples/tabular-column-semantic-search Code accompanying AWS blog post "Build a Semantic Search Engine for Tabular...	37	Emerging	18	Python
6	AstraBert/SenTrEv Simple customizable evaluation for text retrieval performance of Sentence...	36	Emerging	30	Python
7	thesephist/revery A personal semantic search engine capable of surfacing relevant bookmarks,...	33	Emerging	299	JavaScript
8	rahuldan/codesearch Semantic Code Search tool. Query your codebases using natural language	29	Experimental	32	Python
9	Separative-involucre520/SearchPaperByEmbedding 🔍 Search for similar academic papers using semantic search. Utilize local...	23	Experimental	—	Python
10	CodeRafay/wordHunt WordHunt: A semantic word-guessing game powered by sentence embeddings and...	22	Experimental	—	Python
11	anonymous10112025-prog/GLiSE GLiSE: Grey Literature Search Engine	22	Experimental	—	Python
12	oguzsh/semantica Semantica lets you upload any PDF, convert it into searchable chunks, and...	18	Experimental	1	Python
13	selangor-no-1/nus-sentiment NUS Hack&Roll 2023 Team 8: Better + Semantic Reddit Search	18	Experimental	1	Python
14	vicol13/search-engine Inverted index search engine with lemmatized keys and weighted(corpus based)...	17	Experimental	1	Kotlin
15	HarisAli-git/Search-Engine-using-NLP-with-Doc-Similarity-index A search engine with Doc-Doc similarity incidence matrix to show the...	17	Experimental	1	Jupyter Notebook
16	ElfarraDev/NimbleSearch NimbleSearch is a lightweight, efficient search index solution for small to...	17	Experimental	1	Python
17	mahfuzur-mafu/semantic-text-retrieval-system This project implements an end to end semantic text retrieval system based...	17	Experimental	—	Jupyter Notebook
18	LiteObject/demo-semantic-search Semantic search demonstrations using embeddings and distance metrics....	15	Experimental	1	Python
19	TR-3N/smartsearch-ai SmartSearchAI is a live semantic search engine powered by Streamlit for the...	15	Experimental	2	Python
20	durg-giri123/endee-semantic-search Semantic search system using transformer embeddings and vector similarity,...	14	Experimental	—	Python
21	Anshul21107/ECCN-classification Hybrid ECCN classifier API using sentence‑transformer embeddings + FAISS...	13	Experimental	—	Python
22	joeywhelan/eis-elser Demonstration of usage of the EIS GPU-enabled embedding model (ELSER).	13	Experimental	—	Jupyter Notebook
23	IsmaelMousa/reuters-search-engine Information retrieval system spanning data extraction, analysis,...	13	Experimental	—	Jupyter Notebook
24	jonymusky/natural-language-search-llm NLS Search is a flexible Natural Language Search API offering vector-based...	11	Experimental	4	Python
25	rajatasusual/realtime-vector-embeddings This project is created to understand how similar different pieces of text...	10	Experimental	2	JavaScript
26	Dhruv88/Search-Engine A simple search engine made using three different models: binary...	10	Experimental	2	Python
27	IsmaelMousa/books-semantic-search Build a search engine using FAISS (Facebook AI Similarity Search) that can...	10	Experimental	2	Jupyter Notebook