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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 | 32,265 |
| 🥈 | Milvus | 7.0 | 6.7 | 6.8 | 6.7 | 6.9 | 9.0 | 44,774 |
| 🥉 | LanceDB | 6.9 | 6.6 | 6.5 | 7.0 | 7.2 | 9.0 | 10,602 |
| #4 | pgvector | 6.9 | 6.5 | 6.7 | 6.8 | 7.2 | 8.9 | 21,749 |
| #5 | Typesense | 6.9 | 6.5 | 6.7 | 6.9 | 7.1 | 9.0 | 26,009 |
| #6 | Vespa | 6.9 | 6.6 | 6.8 | 6.6 | 6.7 | 9.0 | 6,958 |
| #7 | Supabase Vector | 6.9 | 6.4 | 6.6 | 6.8 | 7.0 | 9.5 | 104,195 |
| #8 | ChromaDB | 6.9 | 6.5 | 6.4 | 6.9 | 7.2 | 9.0 | 28,428 |
| #9 | TurbopufferOfficial | 6.9 | 6.6 | 6.7 | 7.0 | 6.0 | 9.5 | 141 |
| #10 | Redis VectorOfficial | 6.8 | 6.5 | 6.8 | 7.0 | 6.5 | 8.5 | 74,869 |
| #11 | Marqo | 6.8 | 6.5 | 6.4 | 6.6 | 6.9 | 8.9 | 5,021 |
| #12 | Vald | 6.7 | 6.3 | 6.4 | 6.7 | 7.0 | 9.0 | 1,704 |
| #13 | Pinecone MCPOfficial | 6.7 | 6.7 | 6.9 | 6.5 | 5.5 | 8.7 | 68 |
| #14 | MongoDB Atlas VectorOfficial | 6.6 | 6.4 | 6.7 | 6.6 | 5.7 | 9.0 | 28,364 |
| #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.