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LEADERBOARD
Vector Databases
Databases optimized for storing and querying vector embeddings
15tools ranked
Vector Databases Rankings
Ranked by overall ToolRoute Score across all benchmark dimensions
| Rank | Tool Name | ToolRoute Score | Output | Reliability | Efficiency | Cost | Trust | Stars |
|---|---|---|---|---|---|---|---|---|
| 🥇 | Qdrant | 7.0 | 6.7 | 6.9 | 6.8 | 7.0 | 9.0 | 30,611 |
| 🥈 | Milvus | 7.0 | 6.7 | 6.8 | 6.7 | 6.9 | 9.0 | 43,936 |
| 🥉 | LanceDB | 6.9 | 6.6 | 6.5 | 7.0 | 7.2 | 9.0 | 10,059 |
| #4 | Typesense | 6.9 | 6.5 | 6.7 | 6.9 | 7.1 | 9.0 | 25,663 |
| #5 | pgvector | 6.9 | 6.5 | 6.7 | 6.8 | 7.2 | 8.8 | 20,963 |
| #6 | Vespa | 6.9 | 6.6 | 6.8 | 6.6 | 6.7 | 9.0 | 6,892 |
| #7 | Supabase Vector | 6.9 | 6.4 | 6.6 | 6.8 | 7.0 | 9.5 | 101,325 |
| #8 | ChromaDB | 6.9 | 6.5 | 6.4 | 6.9 | 7.2 | 9.0 | 27,607 |
| #9 | TurbopufferOfficial | 6.9 | 6.6 | 6.7 | 7.0 | 6.0 | 9.5 | 121 |
| #10 | Redis VectorOfficial | 6.8 | 6.5 | 6.8 | 7.0 | 6.5 | 8.5 | 73,970 |
| #11 | Pinecone MCPOfficial | 6.7 | 6.7 | 6.9 | 6.5 | 5.5 | 9.0 | 64 |
| #12 | Marqo | 6.7 | 6.5 | 6.4 | 6.6 | 6.9 | 8.6 | 5,024 |
| #13 | Vald | 6.7 | 6.3 | 6.4 | 6.7 | 7.0 | 9.0 | 1,700 |
| #14 | MongoDB Atlas VectorOfficial | 6.6 | 6.4 | 6.7 | 6.6 | 5.7 | 9.0 | 28,257 |
| #15 | Weaviate MCP | 6.6 | 6.5 | 6.7 | 6.6 | 6.9 | 6.8 | 1,700 |
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Why Qdrant is #1
Qdrant leads Milvus by +0.1 in Reliability, and also wins in Cost, Efficiency.
Output Quality
6.7
vs 6.7
Reliability
6.9
vs 6.8
Efficiency
6.8
vs 6.7
Cost
7.0
vs 6.9
Trust
9.0
vs 9.0
Score Guide:9+ Exceptional8+ Excellent7+ Good6+ Fair<6 Below Avg
Contribute Benchmark Data
Help improve these rankings by submitting real-world telemetry. Contributors earn routing credits for every data point.