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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 benchmarks
Data Transparency:2 self-reported3 estimated
Long-Context Retrieval
2/5
RULER
77.992pEstimated
NIAH
no data
LooGLE
no data
LongBench
603pEstimated
∞Bench
no data
Multi-Turn Recall
0/2
LoCoMo
no data
MemoryBank
no data
Cross-Session Memory
0/1
LongMemEval
no data
Multi-Hop QA
2/3
BABILong
no data
MultiHop-RAG
7579pEstimated
HotpotQA
51.84pSelf-Reported
Agent Task Memory
0/1
AgentBench-Mem
no data
Personalization
0/1
PerLTQA
no data
Factuality / Grounding
1/1
RAGAS
72.676pSelf-Reported
Sources:Qdrant benchmarksQdrant evalsArena estimate — derived from capability profile, not independently verified