Qdrant

Qdrant is a vector similarity search engine that provides a production-ready service with a convenient API to store, search, and manage points (i.e. vectors) with an additional payload. You can think of the payloads as additional pieces of information that can help you hone in on your search and also receive useful information that you can give to your users.

Qdrant publishes 9 APIs on the APIs.io network, including Aliases API, Beta API, Collections API, and 6 more. Tagged areas include AI, Artificial Intelligence, and Vector Databases.

The Qdrant catalog on APIs.io includes 1 Spectral governance ruleset.

Qdrant’s developer surface includes authentication, getting-started guide, documentation, pricing, engineering blog, and 7 more developer resources.

🌐 Visit website 📡 Source on GitHub

49.3/100 developing ▬ flat Agent 44/100 agent ready Full breakdown ↓
scored 2026-07-28 · rubric v0.6

AccessFreemiumSelf serve⚡ Free to try

9 APIs 16 Features

AIArtificial IntelligenceVector Databases

Kin Score

Kin Score How this is scored →
scored 2026-07-28 · rubric v0.6

Composite quality — 49.3/100 · developing

Contract Quality 15.4 / 25

Developer Ergonomics 6.5 / 20

Commercial Clarity 10.0 / 20

Operational Transparency 4.8 / 13

Governance 7.0 / 12

Discoverability 5.6 / 10

Agent readiness — 44/100 · agent ready

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 10

MCP Server 0 / 12

Machine-Readable Auth 10 / 10

Idempotency 0 / 9

Stable Error Semantics 8 / 8

Request/Response Examples 7 / 7

Rate-Limit Signaling 7 / 7

Typed Event Surface 0 / 6

Agent Skills 0 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/qdrant: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

APIs 9

Individual APIs this provider publishes, each with its own machine-readable definition.

GraphQL 1

GraphQL schemas published by this provider.

Rate Limits 1

Documented rate limits and quota policies.

Qdrant Rate Limits

4 limits

RATE LIMITS

FinOps 1

Cost, billing, and metering signals for API financial operations.

Qdrant Finops

FINOPS

Features 16

Notable capabilities this provider offers.

Free Tier: single-node 0.5 vCPU / 1 GB RAM / 4 GB disk

Standard: usage-based dedicated resources, 99.5% SLA

Premium: SSO, private VPC, 99.9% SLA

Hybrid Cloud: runs on your infra, managed via Qdrant Cloud

Private Cloud: dedicated isolated deployment

REST and gRPC APIs

Throughput scales with cluster resources

Batch upsert up to 10,000 points/request

Sparse vectors and hybrid search

Quantization (scalar, binary, product)

Snapshot backup / restore

Multi-tenancy via collections + payload filtering

Distributed deployment with sharding

Web UI for collection management

Cloud Inference for embeddings (selected models free)

Open-source self-hosted alternative

Scroll for all 16

Spectral Rules 1

Spectral governance rulesets for linting and validating these APIs.

Qdrant API Rules

5 rules · 4 warnings 1 info

SPECTRAL

JSON Schema 386

Standalone JSON Schema definitions for this provider's data models.

Scroll for all 386

Get Started 1

Portal, sign-up, and the first successful call

GettingStarted

GettingStarted

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 2

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess

AgenticAccess

LlmsText

LlmsText

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Access & Security 2

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Authentication

Authentication

Learn 1

Tutorials, courses, talks, and written guidance

Tutorials

Tutorials

Commercial 1

Pricing, plans, and the legal terms of use

Pricing

Pricing

Company 3

The organization behind the API

LinkedIn

Blog

Blog

Website

Website

Source (apis.yml)

aid: qdrant
name: Qdrant
description: Qdrant is a vector similarity search engine that provides a production-ready service with a convenient API to
  store, search, and manage points (i.e. vectors) with an additional payload. You can think of the payloads as additional
  pieces of information that can help you hone in on your search and also receive useful information that you can give to
  your users.
type: Index
accessModel:
  pricing: freemium
  onboarding: self-serve
  trial: false
  try_now: true
  public: false
  label: Freemium · Self-serve signup
  confidence: high
  source:
  - plans
  - authentication
  generated: '2026-07-22'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/qdrant.png
tags:
- AI
- Artificial Intelligence
- Vector Databases
url: https://raw.githubusercontent.com/api-evangelist/qdrant/refs/heads/main/apis.yml
created: '2024-06-18'
modified: '2026-05-19'
specificationVersion: '0.19'
apis:
- aid: qdrant:qdrant-aliases-api
  name: Qdrant Aliases API
  description: Additional names for existing collections.
  humanURL: https://qdrant.tech/documentation/
  tags:
  - Aliases
  properties:
  - type: OpenAPI
    url: openapi/qdrant-aliases-api-openapi.yml
  - type: Documentation
    url: https://qdrant.tech/documentation/
  - type: GraphQL
    url: graphql/qdrant-graphql.md
- aid: qdrant:qdrant-beta-api
  name: Qdrant Beta API
  description: Beta features, do not depend on these yet.
  humanURL: https://qdrant.tech/documentation/
  tags:
  - Beta
  properties:
  - type: OpenAPI
    url: openapi/qdrant-beta-api-openapi.yml
  - type: Documentation
    url: https://qdrant.tech/documentation/
  - type: GraphQL
    url: graphql/qdrant-graphql.md
- aid: qdrant:qdrant-collections-api
  name: Qdrant Collections API
  description: Searchable collections of points.
  humanURL: https://qdrant.tech/documentation/
  tags:
  - Collections
  properties:
  - type: OpenAPI
    url: openapi/qdrant-collections-api-openapi.yml
  - type: Documentation
    url: https://qdrant.tech/documentation/
  - type: GraphQL
    url: graphql/qdrant-graphql.md
- aid: qdrant:qdrant-distributed-api
  name: Qdrant Distributed API
  description: Service distributed setup.
  humanURL: https://qdrant.tech/documentation/
  tags:
  - Distributed
  properties:
  - type: OpenAPI
    url: openapi/qdrant-distributed-api-openapi.yml
  - type: Documentation
    url: https://qdrant.tech/documentation/
  - type: GraphQL
    url: graphql/qdrant-graphql.md
- aid: qdrant:qdrant-indexes-api
  name: Qdrant Indexes API
  description: Indexes for payloads associated with points.
  humanURL: https://qdrant.tech/documentation/
  tags:
  - Indexes
  properties:
  - type: OpenAPI
    url: openapi/qdrant-indexes-api-openapi.yml
  - type: Documentation
    url: https://qdrant.tech/documentation/
  - type: GraphQL
    url: graphql/qdrant-graphql.md
- aid: qdrant:qdrant-points-api
  name: Qdrant Points API
  description: Float-point vectors with payload.
  humanURL: https://qdrant.tech/documentation/
  tags:
  - Points
  properties:
  - type: OpenAPI
    url: openapi/qdrant-points-api-openapi.yml
  - type: Documentation
    url: https://qdrant.tech/documentation/
  - type: GraphQL
    url: graphql/qdrant-graphql.md
- aid: qdrant:qdrant-search-api
  name: Qdrant Search API
  description: Find points in a collection.
  humanURL: https://qdrant.tech/documentation/
  tags:
  - Search
  properties:
  - type: OpenAPI
    url: openapi/qdrant-search-api-openapi.yml
  - type: Documentation
    url: https://qdrant.tech/documentation/
  - type: GraphQL
    url: graphql/qdrant-graphql.md
- aid: qdrant:qdrant-service-api
  name: Qdrant Service API
  description: Qdrant service utilities.
  humanURL: https://qdrant.tech/documentation/
  tags:
  - Service
  properties:
  - type: OpenAPI
    url: openapi/qdrant-service-api-openapi.yml
  - type: Documentation
    url: https://qdrant.tech/documentation/
  - type: GraphQL
    url: graphql/qdrant-graphql.md
- aid: qdrant:qdrant-snapshots-api
  name: Qdrant Snapshots API
  description: Storage and collections snapshots.
  humanURL: https://qdrant.tech/documentation/
  tags:
  - Snapshots
  properties:
  - type: OpenAPI
    url: openapi/qdrant-snapshots-api-openapi.yml
  - type: Documentation
    url: https://qdrant.tech/documentation/
  - type: GraphQL
    url: graphql/qdrant-graphql.md
common:
- type: AgenticAccess
  url: agentic-access/qdrant-agentic-access.yml
- type: DomainSecurity
  url: security/qdrant-domain-security.yml
- type: Authentication
  url: authentication/qdrant-authentication.yml
- type: GitHubOrganization
  url: https://github.com/qdrant
- type: LinkedIn
  url: https://www.linkedin.com/company/qdrant
- url: https://qdrant.tech/documentation/quick-start/
  type: GettingStarted
- url: https://qdrant.tech/documentation/concepts/
  type: Documentation
- url: https://qdrant.tech/documentation/tutorials/
  type: Tutorials
- url: https://qdrant.tech/pricing/
  type: Pricing
- url: https://qdrant.tech/blog/
  type: Blog
- url: https://qdrant.tech
  type: Website
- type: Features
  data:
  - 'Free Tier: single-node 0.5 vCPU / 1 GB RAM / 4 GB disk'
  - 'Standard: usage-based dedicated resources, 99.5% SLA'
  - 'Premium: SSO, private VPC, 99.9% SLA'
  - 'Hybrid Cloud: runs on your infra, managed via Qdrant Cloud'
  - 'Private Cloud: dedicated isolated deployment'
  - REST and gRPC APIs
  - Throughput scales with cluster resources
  - Batch upsert up to 10,000 points/request
  - Sparse vectors and hybrid search
  - Quantization (scalar, binary, product)
  - Snapshot backup / restore
  - Multi-tenancy via collections + payload filtering
  - Distributed deployment with sharding
  - Web UI for collection management
  - Cloud Inference for embeddings (selected models free)
  - Open-source self-hosted alternative
  sources:
  - https://qdrant.tech/pricing/
  updated: '2026-05-04'
- type: Integrations
  url: https://qdrant.tech/partners/
- type: LlmsText
  url: https://qdrant.tech/llms.txt
integrations:
- name: logo
- name: Partners logos
- name: AWS marketplace
- name: Google Cloud marketplace
- name: Microsoft Azure
- name: Tara Walker Avatar
- name: Cohere
- name: Gemini
- name: OpenAI
- name: Aleph Alpha
- name: Jina
- name: AWS
- name: 1M-Open-AI-Embeddings
- name: LangChain
- name: LlamaIndex
- name: Airbyte
- name: Unstructured
- name: DocArray
- name: AutoGen
- name: Traversaal.ai
- name: Domino
- name: Revelry
- name: Softlandia
- name: Qdrant
- name: SOC2
- name: heyData GDPR
- name: GDPR
- name: HIPAA
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com