Embedding API Servers Vector Databases

RESTful API services and microservices for generating, caching, and serving text embeddings from various models. Includes wrapper APIs around embedding models and embedding infrastructure. Does NOT include vector databases, retrieval systems, or applications that consume embeddings.

There are 13 embedding api servers tools tracked. The highest-rated is different-ai/embedbase at 43/100 with 522 stars.

Get all 13 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=vector-db&subcategory=embedding-api-servers&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	different-ai/embedbase A dead-simple API to build LLM-powered apps	43	Emerging	522	TypeScript
2	guangzhengli/vectorhub Quickly and easily build AI website or application by using embeddings!	42	Emerging	390	TypeScript
3	IngestAI/embedditor ⚡ GUI for editing LLM vector embeddings. No more blind chunking. Upload...	37	Emerging	229	PHP
4	yuniko-software/qwen3-tokenizer-dotnet Multi-language BPE tokenizer implementation for Qwen3 models. Lightweight...	35	Emerging	5	C#
5	ux-nl/laravel-embeddings Create embeddings for your Eloquent models to use with OpenAI	31	Emerging	8	PHP
6	turian/embeddingcache Retrieve text embeddings, but cache them locally if we have already computed them.	22	Experimental	1	Python
7	mpilhlt/embapi EmbAPI (/ɛmˈbɑːpeɪ/) ⚽, a RESTful Embeddings API	21	Experimental	2	Go
8	yuniko-software/qwen3-onnx Qwen3 models family inference using ONNX Runtime	21	Experimental	2	C#
9	North-Shore-AI/embed_ex Vector embeddings service for Elixir—multi-provider support (OpenAI, Cohere,...	16	Experimental	1	Elixir
10	josers18/OpenAI-API-Tutorial Reference guide for the OpenAI API, Hugging Face Transformers, embeddings,...	14	Experimental	—	—
11	faisal-fida/Text-Embeddings-API This project provides a REST API for generating text embeddings using the...	14	Experimental	1	Python
12	maxsagt/lambda-instructor Run text embeddings with Instructor-Large on AWS Lambda.	13	Experimental	8	Shell
13	jacky-xbb/supabase-vector-py how to use LangChain and Supabase to create a vector store for Documents...	12	Experimental	3	Python