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 27 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 27 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.	39	Emerging	778	Python
3	zilliz-bootcamp/audio_search This project use PANNs for audio tagging and sound event detection, and...	32	Emerging	28	Python
4	kyegomez/Pegasus PegasusX: The Future of Multimodal Embeddings 🦄 🦄	29	Experimental	14	Python
5	tomfalainen/word_spotting Semantic and Verbatim Word Spotting in Torch	27	Experimental	6	Lua
6	uriahje9503/MotionMatch 🎥 Discover similar motion dynamics in videos with MotionMatch, a...	24	Experimental	2	Python
7	machnevegor/frameverse Frameverse is a new way to search for movies 🎞️ Describe a moment, motive,...	24	Experimental	2	TypeScript
8	RichardStoker-USDA/FoodMapper Match free-text food descriptions to standardized reference databases using...	23	Experimental	1	Swift
9	ashvardanian/SwiftSemanticSearch Real-time on-device text-to-image and image-to-image Semantic Search with...	22	Experimental	149	Swift
10	rafaelmtro/gif-hunter Gif Hunter is a web app for searching and sharing animated GIFs, built with...	22	Experimental	—	Dart
11	SCSE-Biomedical-Computing-Group/SPOTS Salient Patterns Over Time and Space (SPOTS) - a model for decoding brain task states	22	Experimental	1	Python
12	StressTestor/pr-prism triage tool for repos drowning in PRs. finds duplicates, ranks quality,...	22	Experimental	3	TypeScript
13	sjanney/prism local-first semantic search for autonomous vehicle datasets (YOLOv8 +...	21	Experimental	—	Python
14	OpenAdaptAI/openadapt-retrieval Multimodal demo retrieval for GUI automation	21	Experimental	—	Python
15	gamertrumpfi/semantic-search-kit Drop-in on-device semantic search for iOS/macOS apps. Swift 6 package with...	20	Experimental	1	Swift
16	iamvibhorsingh/MotionMatch A physics-based video search engine using Meta's V-JEPA 2 world model to...	16	Experimental	1	Python
17	rudra-swnt-12/prism Index video streams so you can search them semantically.	15	Experimental	—	Python
18	marqo-ai/marqo-ecommerce-embeddings State-of-the-art embedding models fine-tuned for the ecommerce domain. +67%...	14	Experimental	45	Python
19	TaaroBravo/semantic-audio-search Self-hosted semantic audio search engine powered by CLAP + FastAPI + Qdrant...	14	Experimental	4	Python
20	NatashaKamalay/Multimodel-Embeddings A multimodal semantic image search system that retrieves the most relevant...	14	Experimental	—	Python
21	altamsh04/pixmap On-device image similarity search	14	Experimental	—	TypeScript
22	mxchinegod/prismatica A vectorize-and-search application built on top of LangChain, Qdrant, and...	13	Experimental	6	CSS
23	Waelson/multimodal-search Implementação de um sistema de busca multimodal que permite realizar...	13	Experimental	6	Python
24	KirillKlem/CU_in_ML Этот проект представляет собой микросервис для автоматического обнаружения...	12	Experimental	3	Jupyter Notebook
25	lezaf/quaternion-phocnet Image keyword spotting (KWS) system for handwritten documents that utilizes...	12	Experimental	4	Python
26	borednlonely/Vidsearch VidSearch🔍 - A local video analysis and Q&A pipeline that extracts...	11	Experimental	—	Python
27	birdalugur/NeptuneSearch Perform a semantic search on your video.	11	Experimental	—	Python