Qdrant — AI Stack Rating 2026
Qdrant has a Nerq AI Rating of B (54/100), based on analysis of 14 identified AI tools. No critical issues detected. Industry: vector_db. Last analyzed June 2026.
54
AI Score
14
AI Tools
0
Critical
1
Warnings
0
Dependencies
AI Stack Overview
| Tool | Trust Score | Grade | Category |
|---|---|---|---|
| qdrant | 72 | B | AI tool |
| onnx | 72 | B | AI tool |
| onnxruntime | 72 | B | AI tool |
| examples | 72 | B | other |
| tokenizers | 69 | C | other |
| qdrant-js | 67 | C | |
| vector-database | 67 | C | |
| pillow | 54 | D | infrastructure |
| qdrant-client | 53 | D | |
| fastembed | 52 | D | |
| faiss-cpu | 52 | D | |
| huggingface-hub | 52 | D | |
| rust-client | 50 | D | |
| go-client | 49 | D |
Predictions
| Components at risk (6 months) | 1 |
| Predicted incidents (12 months) | 0.7 |
| Weakest link | go-client (trust: 49) |
Industry Comparison
| Entity | Rating | Score | Tools |
|---|---|---|---|
| Weaviate | BBB | 70 | 15 |
| Pinecone | BBB | 69 | 21 |
Methodology
Based on analysis of public GitHub repositories, published dependencies, and public documentation. Ratings reflect publicly observable AI stack health and may not represent the complete internal technology stack.
Frequently Asked Questions
What AI tools does Qdrant use?
Based on public repository analysis, Qdrant uses 14 AI tools including qdrant, onnx, onnxruntime.
Is Qdrant's AI safe?
Qdrant has a Nerq AI Rating of B (54/100). No critical issues detected.
What is Qdrant's AI risk level?
AI risk rating: B. Elevated risk.
How does Qdrant compare to competitors?
View industry comparison at nerq.ai/industry/vector-db.
Does Qdrant have AI vulnerabilities?
0 critical issues and 1 health warnings detected across 14 AI tools.
curl nerq.ai/v1/entity/saas/qdrant