Qdrant Vector Search Vector Databases

Tools, demonstrations, and applications built on Qdrant vector database for similarity search, retrieval, and hybrid search implementations. Does NOT include general vector database comparisons, non-Qdrant vector stores, or unrelated logging/monitoring infrastructure.

There are 40 qdrant vector search tools tracked. 2 score above 70 (verified tier). The highest-rated is qdrant/qdrant at 94/100 with 29,544 stars and 15,117,788 monthly downloads. 2 of the top 10 are actively maintained.

Get all 40 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=vector-db&subcategory=qdrant-vector-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	qdrant/qdrant Qdrant - High-performance, massive-scale Vector Database and Vector Search...	94	Verified	29,544	Rust
2	qdrant/qdrant-client Python client for Qdrant vector search engine	76	Verified	1,240	Python
3	qdrant/qdrant-js JavaScript/Typescript SDK for Qdrant Vector Database	63	Established	430	TypeScript
4	qdrant/n8n-nodes-qdrant Official n8n node for interfacing with Qdrant	61	Established	73	TypeScript
5	k8ssandra/k8ssandra-operator The Kubernetes operator for K8ssandra	56	Established	218	Go
6	qdrant/java-client Official Java client for Qdrant	44	Emerging	84	Java
7	Robothy/local-s3 An Amazon S3 service implementation based on Netty.	42	Emerging	62	Java
8	marinac-dev/qdrant Elixir client for Qdrant vector search engine	39	Emerging	31	Elixir
9	raulcarlomagno/qdrant_vsql Bringing some SQL to Qdrant	36	Emerging	15	Python
10	Mohitkr95/qdrant-multi-node-cluster Scalable Qdrant vector database cluster with Docker Compose, monitoring, and...	34	Emerging	30	Python
11	yuniko-software/bge-m3-qdrant-sample A demonstration of hybrid search with reranking using Qdrant and BGE-M3...	33	Emerging	28	Jupyter Notebook
12	karailker/awesome-docker-compose A curated collection of Docker Compose configurations for popular services...	31	Emerging	4	Python
13	suriya-mca/Docker_Compose_Files In this repo, we have different docker-compose files for open-source and...	28	Experimental	8	Dockerfile
14	qdrant/qdrant-edge-demo POC visual search with smart glasses and Qdrant Edge.	27	Experimental	45	Python
15	ganochenkodg/qdrant-operator Kubernetes operator for Qdrant	26	Experimental	54	JavaScript
16	libraryofcelsus/Basic-Qdrant-Upload-and-Search-Example Example code on how to upload and search a Qdrant Vector Database for Ai...	23	Experimental	2	Python
17	hansdoebel/zed-mcp-qdrant A Zed extension to access Qdrant vector database	22	Experimental	—	JavaScript
18	tryAGI/Qdrant C# SDK for the Qdrant API -- vector database with points, collections,...	22	Experimental	—	C#
19	qdrant-operator/qdrant-operator Qdrant operator creates and manages Qdrant clusters running in Kubernetes	22	Experimental	24	C#
20	AiratTop/qdrant-self-hosted A simple Docker Compose setup for self-hosting the Qdrant vector database....	21	Experimental	2	Shell
21	CTOFriendly/terraform-aws-qdrant Terraform module to deploy QDrant vector DB on EC2 AWS	21	Experimental	11	HCL
22	Anush008/qdrant-npm Helper package to spin-up a Qdrant instance without Docker	20	Experimental	13	JavaScript
23	xtenzin/Qubist A user-friendly web management tool for Qdrant vector database, built with...	19	Experimental	—	Vue
24	siddhantprateek/qdrant Inside the repository, you can find the DevOps task that was given to...	19	Experimental	7	Go
25	hansdoebel/qdrant-swift Swift gRPC/REST Client for Qdrant Vector Database	19	Experimental	—	Swift
26	gururaser/qdrant-intent-aware-hybrid-search Intent-aware hybrid search for e-commerce using Qdrant, IBM Granite...	17	Experimental	3	Jupyter Notebook
27	alibaghernejad/raven-the-embedder Raven – The Embedder is a standalone Python module from the Retraven project...	17	Experimental	2	Python
28	wawanwidiantara/local-docker-stacks A personal collection of Docker-based dev services managed via Makefiles	17	Experimental	2	Makefile
29	kylemclaren/qdrant-on-fly Bootstrap a Qdrant vector database cluster on Fly.io	15	Experimental	18	Shell
30	mahimairaja/blog-migrate-elasticsearch-to-qdrant A practical demonstration of migrating vector search workloads from...	15	Experimental	—	Python
31	mahimairaja/geo-spatial-chat-qdrant Climate Monitoring Search Engine built on MultiVectors using Qdrant	15	Experimental	—	Python
32	karimFin/cloud-native-k8s ⚙️	14	Experimental	—	HCL
33	GeorgePearse/QDrant-NLP QDrant-NLP	12	Experimental	12	Python
34	gururaser/qdrant-edge-skill Qdrant Edge Skill for coding agents	12	Experimental	1	—
35	migrx-io/vault-plugin-secrets-qdrant A Vault plugin for the Qdrant vector database	12	Experimental	3	Go
36	amitpuri/qdrant-quickstart Vector Database - Qdrant	11	Experimental	—	Python
37	nikirg/qdrant_odm Object-Document Mapping Library for Qdrant	11	Experimental	—	Python
38	meibraransari/qdrant-multi-node-cluster 🚀 Qdrant Vector DB Cluster with Docker Compose – Lightning-fast AI...	11	Experimental	—	—
39	qdrant/qdrant-stars-handbook The primary goal of Qdrant Stars is to recognize, reward, and support our...	11	Experimental	7	—
40	meibraransari/qdrant-data-migration 🚀 Qdrant Data Migration: Source → Target Server	11	Experimental	—	Shell

Comparisons in this category

qdrant and qdrant-client (94 vs 76) qdrant and qdrant-js (94 vs 63) qdrant and java-client (94 vs 44) qdrant and n8n-nodes-qdrant (94 vs 61) qdrant and qdrant-operator (94 vs 26) qdrant and qdrant-multi-node-cluster (94 vs 34) qdrant and qdrant-operator (94 vs 22) qdrant and Basic-Qdrant-Upload-and-Search-Example (94 vs 23) qdrant and qdrant-self-hosted (94 vs 21) qdrant and Qdrant (94 vs 22)