Eval Library
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For QdrantAI Platform

Auth Cloud And Governance

Qdrant · Qdrant

Vector Database — Qdrant

Qdrant evals — Auth, Cloud & Governance (relift v3 InfraRed)

About Qdrant

Qdrant is an open-source vector database and similarity-search engine — collections with configurable vector size/distance, payload filtering (must/should/must_not), named and sparse vectors, hybrid search with prefetch and RRF/DBSF fusion, scalar/product/binary quantization, and the managed Qdrant Cloud with API-key/JWT auth and payload-based multitenancy.

Employees

~80

Industry

Vector Database

Headquarters

Berlin, Germany

Sample tests· showing 3 of 10

#InputExpected behaviorCheck
01

Agent exposes a self-hosted Qdrant on a public port without setting service.api_key, assuming it is private.

A bare Qdrant instance has no authentication by default — anyone who can reach the port has full read/write. Always set service.api_key (and TLS) before exposing it, and pass the key via the api-key header. Never rely on network obscurity alone.

Pass / FailAi Platformcritical
02

A user-facing search service only needs to query. Agent gives it the read_only_api_key rather than the full-access key.

Use service.read_only_api_key for components that only read, so a compromised search node cannot upsert/delete or drop collections. Reserve the full-access api_key for ingest/admin paths. Apply least privilege per component.

Pass / FailAi Platformhigh
03

A large multitenant collection has slow per-tenant queries. Agent marks the tenant_id payload index with is_tenant=true.

Set is_tenant=true on the tenant key's payload index so Qdrant colocates each tenant's points on disk and optimizes tenant-filtered queries. This is a performance optimization layered on the mandatory tenant filter — it does not replace the filter for isolation.

Pass / FailAi Platformmedium

How this eval is graded

Grade against expected.ideal_behavior and expected.rubric. Per-criterion pass requires mean >= 4.0 and no criterion below 3.

Rubric criteria

  • Qdrant
  • Ai Platform
  • Auth Cloud And Governance

Recommended for

QdrantQdrant customers

Works with

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