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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 | 86.0 | 84.0 | 88.0 | 86.0 | 90.0 | 88.0 | 22,000 |
| 🥈 | Pinecone MCPOfficial | 85.0 | 84.0 | 88.0 | 80.0 | 60.0 | 90.0 | 2,100 |
| 🥉 | Milvus | 85.0 | 84.0 | 86.0 | 84.0 | 88.0 | 86.0 | 30,000 |
| #4 | Vespa | 84.0 | 82.0 | 86.0 | 82.0 | 85.0 | 86.0 | 6,000 |
| #5 | TurbopufferOfficial | 83.0 | 82.0 | 84.0 | 90.0 | 70.0 | 84.0 | 1,500 |
| #6 | Redis VectorOfficial | 83.0 | 80.0 | 86.0 | 90.0 | 80.0 | 88.0 | 65,000 |
| #7 | Weaviate MCP | 82.0 | 80.0 | 84.0 | 82.0 | 88.0 | 86.0 | 1,700 |
| #8 | pgvector | 82.0 | 80.0 | 84.0 | 86.0 | 95.0 | 85.0 | 12,000 |
| #9 | Typesense | 82.0 | 80.0 | 84.0 | 88.0 | 92.0 | 84.0 | 20,000 |
| #10 | LanceDB | 81.0 | 82.0 | 80.0 | 90.0 | 95.0 | 80.0 | 4,000 |
| #11 | MongoDB Atlas VectorOfficial | 81.0 | 78.0 | 84.0 | 82.0 | 65.0 | 88.0 | 26,000 |
| #12 | ChromaDB | 80.0 | 80.0 | 78.0 | 88.0 | 95.0 | 78.0 | 16,000 |
| #13 | Supabase Vector | 80.0 | 78.0 | 82.0 | 86.0 | 90.0 | 84.0 | 72,000 |
| #14 | Marqo | 79.0 | 80.0 | 78.0 | 82.0 | 88.0 | 78.0 | 5,000 |
| #15 | Vald | 78.0 | 76.0 | 78.0 | 84.0 | 90.0 | 76.0 | 1,500 |
Score Guide
9.0+ Exceptional
8.0+ Excellent
7.0+ Good
6.0+ Fair
<6.0 Below Average
Contribute Benchmark Data
Help improve these rankings by submitting real-world telemetry. Contributors earn routing credits for every data point.