Video Semantic Search Embedding Tools

Tools for indexing, retrieving, and discovering videos through semantic embeddings and content-based similarity matching. Does NOT include general video processing, transcription, or RAG systems that treat videos as secondary content sources.

There are 29 video semantic search tools tracked. 1 score above 50 (established tier). The highest-rated is ssrajadh/sentrysearch at 58/100 with 894 stars. 1 of the top 10 are actively maintained.

Get all 29 projects as JSON

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

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	ssrajadh/sentrysearch Semantic search over videos using Gemini Embedding 2.	58	Established	894	Python
2	hayabhay/frogbase Transform audio-visual content into navigable knowledge.	46	Emerging	778	Python
3	zilliz-bootcamp/audio_search This project use PANNs for audio tagging and sound event detection, and...	39	Emerging	28	Python
4	kyegomez/Pegasus PegasusX: The Future of Multimodal Embeddings 🦄 🦄	36	Emerging	14	Python
5	tomfalainen/word_spotting Semantic and Verbatim Word Spotting in Torch	34	Emerging	6	Lua
6	ashvardanian/SwiftSemanticSearch Real-time on-device text-to-image and image-to-image Semantic Search with...	29	Experimental	149	Swift
7	SCSE-Biomedical-Computing-Group/SPOTS Salient Patterns Over Time and Space (SPOTS) - a model for decoding brain task states	24	Experimental	1	Python
8	StressTestor/pr-prism triage tool for repos drowning in PRs. finds duplicates, ranks quality,...	24	Experimental	3	TypeScript
9	machnevegor/frameverse Frameverse is a new way to search for movies 🎞️ Describe a moment, motive,...	24	Experimental	2	TypeScript
10	OpenAdaptAI/openadapt-retrieval Multimodal demo retrieval for GUI automation	23	Experimental	—	Python
11	rafaelmtro/gif-hunter Gif Hunter is a web app for searching and sharing animated GIFs, built with...	22	Experimental	—	Dart
12	gamertrumpfi/semantic-search-kit Drop-in on-device semantic search for iOS/macOS apps. Swift 6 package with...	22	Experimental	1	Swift
13	RichardStoker-USDA/FoodMapper Match free-text food descriptions to standardized reference databases using...	22	Experimental	1	Swift
14	marqo-ai/marqo-ecommerce-embeddings State-of-the-art embedding models fine-tuned for the ecommerce domain. +67%...	21	Experimental	45	Python
15	mxchinegod/prismatica A vectorize-and-search application built on top of LangChain, Qdrant, and...	20	Experimental	6	CSS
16	TaaroBravo/semantic-audio-search Self-hosted semantic audio search engine powered by CLAP + FastAPI + Qdrant...	20	Experimental	4	Python
17	Waelson/multimodal-search Implementação de um sistema de busca multimodal que permite realizar...	20	Experimental	6	Python
18	KirillKlem/CU_in_ML Этот проект представляет собой микросервис для автоматического обнаружения...	19	Experimental	3	Jupyter Notebook
19	lezaf/quaternion-phocnet Image keyword spotting (KWS) system for handwritten documents that utilizes...	19	Experimental	4	Python
20	rudra-swnt-12/prism Index video streams so you can search them semantically.	17	Experimental	—	Python
21	birdalugur/NeptuneSearch Perform a semantic search on your video.	13	Experimental	—	Python
22	NatashaKamalay/Multimodel-Embeddings A multimodal semantic image search system that retrieves the most relevant...	13	Experimental	—	Python
23	mixpeek/multimodal-benchmarks Open evaluation suite for multimodal retrieval systems with benchmarks for...	13	Experimental	2	Python
24	mayurbhangale/multimodal-retrieval Code for paper "Multimodal semantic retrieval for product search"	12	Experimental	3	Python
25	aRUsh-codes/GiffySearch An ai app to search gifs based on the semantic meaning🌟	11	Experimental	—	Jupyter Notebook
26	PChaparro/search-engine Full stack search-engine created from youtube videos obtained using "web-scraping"	11	Experimental	—	Jupyter Notebook
27	abdulhakkeempa/video-context-search Video search engine for contextual video content discovery using embeddings	11	Experimental	2	Python
28	altamsh04/pixmap On-device image similarity search	11	Experimental	—	TypeScript
29	VladimirZelenokor1/Information-Retrieval-Project---Multimodal-Search-Engine A multimodal search engine combining text and image embeddings for unified,...	10	Experimental	1	Jupyter Notebook