# Qdrant Cloud

by [Qdrant](/organizations/qdrant/)

- **ID:** `a6b42fb9-c659-45e9-8de2-18268c82d57b`
- **JSON API:** /api/v1/catalog/products/a6b42fb9-c659-45e9-8de2-18268c82d57b/
- **Slug:** qdrant-cloud
- **Product website:** https://qdrant.tech
- **Documentation:** https://qdrant.tech/documentation/
- **llms.txt:** https://qdrant.tech/llms.txt
- **Pricing:** https://qdrant.tech/pricing/
- **Organization website:** https://qdrant.tech
- **Categories:** [Vector Databases](/categories/vector-database/)

## Description

Qdrant Cloud is a managed vector search engine for semantic search and retrieval over unstructured data.

## AI-native score

**Tier C — 43/100 · research coverage 46/100.** This grade measures agent-readiness and is not a substitute for your own security or vendor-risk review. See [methodology](/methodology/) for how the grade and coverage are computed. Unresearched decision fields score zero in the grade.

| Component | Applies | Raw | Effective weight | Nominal weight | Contribution |
| --- | --- | --- | --- | --- | --- |
| Integration | Yes | 2/10 | 35% | 35% | 7.0 |
| Trust | Yes | 1/6 | 30% | 30% | 5.0 |
| Portability | Yes | 4/4 | 20% | 20% | 20.0 |
| Security | Yes | 3/4 | 15% | 15% | 11.2 |

- **Integration signals:** SDK / developer kit (+1); Verified llms.txt (+1)
- **Trust signals:** Verified trust center (+1)
- **Portability signals:** Data export (partial, +1); Data import (partial, +1); Standard protocol access (+1); No proprietary-SDK lock-in (+1)
- **Security signals:** MFA available (+1); Compliance certifications (+1); Access controls — RBAC / ABAC (+1)

## Trust & Data Policy

- **Trust center:** [Vendor trust center](<https://qdrant.tech/security/>)
- **WebMCP:** – No
- **Multi-factor authentication:** ✓ Available
- **Data export:** ○ Partial
- **Data import:** ○ Partial
- **Standard protocol access:** ✓ Yes
- **No proprietary-SDK lock-in:** ✓ Yes
- **Not yet researched:** Headless signup, Zero data retention, No generative AI training, Hard budget caps, Sandbox environment, Open standards, Documented provider swap, Self-hostable, Open source

## Confirmed absences

These decision fields were researched and confirmed absent — not available based on current evidence, until contrary information supersedes the finding. Each carries the check performed, the page checked, and the date, so you can act on the negative without repeating the research. A label-scoped absence applies only to its label (e.g. no SOC 2 does not mean no certifications).

- **A2A servers** — confirmed absent (whole field), checked 2026-10-13. Checked the comprehensive developer documentation index for Agent2Agent protocol support, an A2A server, or Agent Cards; none is documented. Source: https://qdrant.tech/documentation/
- **Web-MCP** — confirmed absent (whole field), checked 2026-10-13. Checked the comprehensive developer documentation index for browser WebMCP tool registration or browser modelContext integration; none is documented. Remote MCP support, where present, is a separate protocol. Source: https://qdrant.tech/documentation/

## Security & Compliance

We confirm that cited vendor pages support these certification claims; we do not independently audit the reports. A shared trust or security page can support several certifications. We do not require separate public report links because reports may require login, vendor approval, or a nondisclosure agreement. Ask the vendor for reports and applicable coverage before a procurement decision. These listings expose no per-claim check date; the entry's updated date does not date the supporting evidence.

- **Compliance certifications:** General Data Protection Regulation, Health Insurance Portability and Accountability Act, System and Organization Controls 2
- **Access controls:** Role-Based Access Control

## Capabilities

No capabilities listed.

## Jobs To Be Done

No jobs to be done listed.

## Offers

**Pricing page:** https://qdrant.tech/pricing/

No offers listed.

## Reviews

No approved reviews yet.

## Benchmarks

No benchmarks listed.

## Documentation

The primary documentation link is at the top of this page. No other documentation links listed.

## API Specs

Not yet researched.

## MCP Servers

Not yet researched.

## A2A Servers

Confirmed absent based on current evidence — no A2A servers. See Confirmed absences above for method, source, and date.

## Native Connectors

Not yet researched.

## Command-Line Interfaces

Not yet researched.

## Developer Kits

- [Qdrant Python Client](https://github.com/qdrant/qdrant-client) — Languages: Python

## Agent Skills

Not yet researched.

## Related products

- [Upstash Vector](/organizations/upstash/products/upstash-vector/) by Upstash — Tier C. Shared category: Vector Databases.
- [turbopuffer](/organizations/turbopuffer/products/turbopuffer-search/) by turbopuffer — Tier C. Shared category: Vector Databases.
- [Chroma Cloud](/organizations/chroma/products/chroma-cloud/) by Chroma — Tier C. Shared category: Vector Databases.
- [Pinecone](/organizations/pinecone/products/pinecone/) by Pinecone — Unrated. Shared category: Vector Databases.
- [Weaviate Cloud](/organizations/weaviate/products/weaviate-cloud/) by Weaviate — Unrated. Shared category: Vector Databases.


## Add this badge to your site

Own this product? The Open Agent Guide badge shows visitors and crawling agents your verified AI-native grade, stays current as your entry is verified, and links back to this page. It reflects only the verified tier and can't be self-set.

Badge image: https://www.openagentguide.com/organizations/qdrant/products/qdrant-cloud/badge.svg (seal), https://www.openagentguide.com/organizations/qdrant/products/qdrant-cloud/badge.svg?style=flat (flat). For the copy-paste HTML and Markdown embed code and the optional schema.org `Review` snippet, open the badge panel on [this product's page](https://www.openagentguide.com/organizations/qdrant/products/qdrant-cloud/#badge-embed-heading). See [how scoring works](/methodology/).

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Content licensed under [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/).

