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Qdrant
by Qdrant
System Card
OrganizationQdrant
Released2021-05
Architecturevector-rag / Rust-based vector DB
DetailsOpen-source vector search engine written in Rust with strong filterable HNSW, payload-rich documents, and distributed deployments. Popular choice for self-hosted RAG.
Parameters—
Domainrag-retrieval
Open SourceYes
WebsiteVisit
CodeRepository
vector-dbrusthnswopen-source
Capability Profile
Benchmark Scores
5 of 14 benchmarksMulti-Turn Recall0/2
LoCoMo
no dataMemoryBank
no dataCross-Session Memory0/1
LongMemEval
no dataMulti-Hop QA2/3
Agent Task Memory0/1
AgentBench-Mem
no dataPersonalization0/1
PerLTQA
no dataFactuality / Grounding1/1
Sources:Qdrant benchmarksQdrant evalsQdrant (qdrant/qdrant); evaluated on LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding (Tsinghua KEG, 2308)Qdrant (qdrant/qdrant); evaluated on MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries (HKUST, 2401)Qdrant (qdrant/qdrant); evaluated on RULER: What's the Real Context Size of Your Long-Context Language Models (NVIDIA, 2404)