Alternatives

Qdrant Client alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Qdrant Client

Python client for Qdrant vector search engine

100
Quality
87
Trust
1.3K
Stars
#1

Searx

Similarity 126Trust 90Excellent 100

Privacy-respecting metasearch engine

14K starsMay 14, 2026 pushrag-knowledgePythonSearch
$ npx skills add searx/searx
#2

FlagEmbedding

Similarity 125Trust 90Excellent 100

Retrieval and Retrieval-augmented LLMs

12K starsApr 22, 2026 pushrag-knowledgePythonEmbeddings
$ npx skills add FlagOpen/FlagEmbedding
#3

Cognee

Similarity 125Trust 92Excellent 100

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

27K starsJul 3, 2026 pushrag-knowledgePythonVector Search
$ npx skills add topoteretes/cognee
#4

PageIndex

Similarity 125Trust 90Excellent 100

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

34K starsJun 29, 2026 pushrag-knowledgePythonVector Search
$ npx skills add VectifyAI/PageIndex
#5

Anything Llm

Similarity 119Trust 92Excellent 100

Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience

62K starsJul 1, 2026 pushrag-knowledgeJavaScriptVector Search
$ npx skills add Mintplex-Labs/anything-llm
#6

Qdrant

Similarity 119Trust 92Excellent 100

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

33K starsJun 30, 2026 pushrag-knowledgeRustVector Search
$ npx skills add qdrant/qdrant
#7

Oceanbase

Similarity 117Trust 89Excellent 100

The Fastest Distributed Database for Transactional, Analytical, and AI Workloads.

10K starsJun 19, 2026 pushrag-knowledgeC++Vector Search
$ npx skills add oceanbase/oceanbase
#8

Server

Similarity 117Trust 91Excellent 100

MariaDB server is a community developed fork of MySQL server. Started by core members of the original MySQL team, MariaDB actively works with outside developers to deliver the most featureful, stable, and sanely licensed open SQL server in the industry.

7.7K starsJun 15, 2026 pushrag-knowledgeC++Vector Search
$ npx skills add MariaDB/server
#9

Deeplake

Similarity 117Trust 89Excellent 100

Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable retrieval and training.

9.2K starsMay 21, 2026 pushrag-knowledgeC++Vector Search
$ npx skills add activeloopai/deeplake
#10

Orama

Similarity 117Trust 87Excellent 100

🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.

10K starsJun 30, 2026 pushrag-knowledgeTypeScriptVector Search
$ npx skills add oramasearch/orama
#11

Databend

Similarity 116Trust 87Excellent 100

Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.

9.3K starsJun 15, 2026 pushrag-knowledgeRustVector Search
$ npx skills add databendlabs/databend
#12

Vespa

Similarity 116Trust 89Excellent 100

The AI search platform

7.0K starsJun 20, 2026 pushrag-knowledgeJavaVector Search
$ npx skills add vespa-engine/vespa
#13

Elasticsearch

Similarity 113Trust 88Excellent 100

Free and Open Source, Distributed, RESTful Search Engine

77K starsJun 16, 2026 pushrag-knowledgeJavaSearch
$ npx skills add elastic/elasticsearch
#14

Dgraph

Similarity 112Trust 90Excellent 100

high-performance graph database for real-time use cases

22K starsJun 19, 2026 pushrag-knowledgeGoKnowledge Graph
$ npx skills add dgraph-io/dgraph
#15

Tantivy

Similarity 112Trust 93Excellent 100

Tantivy is a full-text search engine library inspired by Apache Lucene and written in Rust

15K starsJun 16, 2026 pushrag-knowledgeRustSearch
$ npx skills add quickwit-oss/tantivy
#16

OpenSearch

Similarity 112Trust 92Excellent 100

🔎 Open source distributed and RESTful search engine.

13K starsJun 16, 2026 pushrag-knowledgeJavaSearch
$ npx skills add opensearch-project/OpenSearch

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Qdrant Client if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.