V7 website screenshot

V7

V7 is an AI training-data and document-automation company. V7 Darwin is a training-data platform for labeling images, video, and documents and orchestrating human-in-the-loop annotation workflows; V7 Go automates document-intensive knowledge work with agentic AI. The Darwin REST API at https://darwin.v7labs.com/api manages datasets, items, annotations, classes, workflow stages, and exports using ApiKey authentication.

V7 publishes 6 API contracts indexed on the APIs.io network, including Annotations API, Classes API, Datasets API, and 3 more. Tagged areas include Artificial Intelligence, Training Data, Data Labeling, Annotation, and Document AI.

V7’s developer surface includes pricing, authentication, documentation, engineering blog, and 10 more developer resources.

🌐 Visit website📡 Profile data on GitHub
34.8/100 thin ▬ flat Agent 21/100 agent aware Front door AI 5/6 prominent saas Full breakdown ↓
scored 2026-10-23 · rubric v0.25.0 · Show this score on your site →
AccessFreemiumSelf serve⚡ Free to try
1 published contract
Artificial IntelligenceTraining DataData LabelingAnnotationDocument AIComputer Vision

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-10-23 · rubric v0.25.0
Composite quality — 34.8/100 · thin
Contract Quality 8.6 / 19
Developer Ergonomics 3.6 / 15
Access Clarity 5.9 / 15
Operational Transparency 2.1 / 10
Contract Governance 0.0 / 9
Discoverability 5.0 / 8
Regulatory Posture 3.1 / 15
Create-or-Update Ergonomics 1.1 / 10
Agent readiness — 21/100 · agent aware
Machine-Readable Contract 18 / 18
Agentic Access Contract 10 / 10
Documented Reversibility 6 / 6
MCP Server 0 / 12
Machine-Readable Auth 10 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 0 / 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
Delegated User Identity 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Well-Known Document 0 / 5
Pagination 0 / 5
Distinct Operations 3 / 3
Regulatory Posture applies to this provider. Its tags matched the Horizontal (data, software, accessibility, platform) regime, so Regulatory Posture carries 15 points of the composite. If this regime is wrong for your business, say so on your provider repo — the applicability map is public and we will correct it.
Create-or-Update Ergonomics applies to this provider. This API accepts writes, so it carries 10 points of the composite. It is scored from the published contracts themselves: whether a caller can create-or-update in one call, whether the write accepts a key the caller already holds, and whether the response says which branch ran. Without that, every write needs a search-and-branch in front of it, and the first time that check is skipped a duplicate record is created. Scored against the observed mean rather than raw — a provider at the catalog average is unchanged by this facet, not penalised by it.
The six quality facets above are damped to 75 points between them, because the conditional facet above carries the other 25. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 75% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.
Show this score on your site. Kin Score badge preview for V7 It updates itself when the score changes. Paste this where you link to your API docs: 
<a href="https://apis.io/providers/v7-labs/"><img src="https://apis.io/badge/v7-labs/card.svg" alt="V7 on APIs.io — Kin Score by API Evangelist"></a>
Other styles, a README pill and a shields.io endpoint are on the badge page.
Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. Every facet and dimension name above is a link: it opens that measurement's own page — what it means, the exact checks that feed it, how the whole catalog distributes on it, and the providers at the top of it. This rating is computed from github.com/api-evangelist/v7-labs: open an issue to ask a question, or submit a pull request to add artifacts. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

Markets this provider is in provisional

The Kin Score Market layer reads a provider inside its market: its position, and how deep its integrations go. Depth is only comparable within a position. Provisional and unweighted: not part of the Kin Score or agent readiness.

MarketPositionDepthRegistered MCP serverDeclares compatibility
RPA and Document AI (RPA marketplaces, intelligent document processing) undeclared - - -
ONVIF Video Analytics (video surveillance, edge cameras, computer vision) undeclared - - -

Registered MCP server and declares compatibility are report only — not weighted. Undeclared means we found nothing we can read, so there is no number: we never infer integrations.

APIs 6

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

V7 Annotations API

Read and import item annotations.

V7 Classes API

Manage annotation classes (labeling taxonomy).

V7 Datasets API

Create and manage datasets.

V7 Exports API

Request and manage dataset exports (releases).

V7 Items API

Register, upload, list, and manage dataset items.

V7 Workflows API

Manage multi-stage annotation workflows and stages.

Open Collections 7

Open, tool-agnostic API collections (OpenAPI-derived and Bruno).

V7 Darwin Annotations API

OPEN COLLECTION

V7 Darwin Annotations Classes API

OPEN COLLECTION

V7 Darwin Annotations Datasets API

OPEN COLLECTION

V7 Darwin Annotations Exports API

OPEN COLLECTION

V7 Darwin Annotations Items API

OPEN COLLECTION

V7 Darwin Annotations Workflows API

OPEN COLLECTION

V7 Darwin API

OPEN COLLECTION

Scroll for all 7

Pricing Plans 1

Published pricing tiers and plan structures.

V7 Labs Plans Pricing

1 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

V7 Labs Rate Limits

4 limits

RATE LIMITS

FinOps 1

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

V7 Labs Finops

FINOPS

Security Posture 4

Authentication, domain security, vulnerability disclosure, and trust-center signals.

V7 Labs Authentication

apiKey · 1 scheme

SECURITY

V7 Labs Domain Security

TLSv1.3 · HSTS · DNSSEC · DMARC

SECURITY

V7 Labs Vulnerability Disclosure

security.txt · contact published

SECURITY

V7 Labs Trust Center

SOC 2, ISO 27001, HIPAA, GDPR

SECURITY

Agentic Access 1

Recommended x-agentic-access execution contracts for AI agents.

V7 Labs Agentic Access

25 operations · 14 acting

25 operations · 14 acting

AGENTIC

Resources

Documentation 1

Reference material describing how the API behaves

Documentation
Documentation

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess
AgenticAccess

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization
GitHubOrganization

Access & Security 4

Authentication, authorization, and security posture

TrustCenter
TrustCenter
 VulnerabilityDisclosure
VulnerabilityDisclosure
 DomainSecurity
DomainSecurity
 Authentication
Authentication

Operate 1

Status, limits, changes, and where to get help

RateLimits
RateLimits

Commercial 3

Pricing, plans, and the legal terms of use

Pricing
Pricing
 Plans
Plans
 FinOps
FinOps

Company 3

The organization behind the API

LinkedIn
LinkedIn
 Website
Website
 Blog
Blog

Source (apis.yml)

apis.yml Raw ↑ 
aid: v7-labs
url: https://raw.githubusercontent.com/api-evangelist/v7-labs/refs/heads/main/apis.yml
name: V7
kind: company
description: V7 is an AI training-data and document-automation company. V7 Darwin is a training-data platform for labeling
  images, video, and documents and orchestrating human-in-the-loop annotation workflows; V7 Go automates document-intensive
  knowledge work with agentic AI. The Darwin REST API at https://darwin.v7labs.com/api manages datasets, items, annotations,
  classes, workflow stages, and exports using ApiKey authentication.
deliveryModel:
  model: saas
  open_source: false
  commercial: true
  callable_host: true
  label: Hosted service · you call their endpoint
  confidence: high
  source:
  - openapi
  - pricing
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: freemium
  onboarding: self-serve
  trial: false
  try_now: true
  public: false
  label: Freemium · Self-serve signup
  confidence: medium
  source:
  - plans
  - authentication
  - security
  generated: '2026-09-03'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/v7-labs.png
x-docs-platform: readme
x-docs-platform-confidence: high
x-docs-platform-checked: 2026-10-17
tags:
- Artificial Intelligence
- Training Data
- Data Labeling
- Annotation
- Document AI
- Computer Vision
tags_raw:
- AI
- Training Data
- Data Labeling
- Annotation
- Document AI
- Computer Vision
- Computer-Vision
created: '2026-06-21'
modified: '2026-06-21'
specificationVersion: '0.23'
apis:
- aid: v7-labs:v7-labs-annotations-api
  name: V7 Annotations API
  description: Read and import item annotations.
  humanURL: https://docs.v7labs.com/reference/introduction
  baseURL: https://darwin.v7labs.com/api
  tags:
  - Annotation
  tags_raw:
  - Annotations
  properties:
  - type: OpenAPI
    url: openapi/v7-labs-annotations-api-openapi.yml
  - type: Documentation
    url: https://docs.v7labs.com/docs/getting-started-1
  - type: APIReference
    url: https://docs.v7labs.com/reference/introduction
  - type: PostmanCollection
    url: collections/v7-labs.postman_collection.json
  - type: OpenCollection
    url: collections/v7-labs.opencollection.json
  - type: Documentation
    url: https://docs.v7labs.com/docs/import-annotations-made-outside-of-v7
- aid: v7-labs:v7-labs-classes-api
  name: V7 Classes API
  description: Manage annotation classes (labeling taxonomy).
  humanURL: https://docs.v7labs.com/reference/introduction
  baseURL: https://darwin.v7labs.com/api
  tags:
  - Classes
  properties:
  - type: OpenAPI
    url: openapi/v7-labs-classes-api-openapi.yml
  - type: Documentation
    url: https://docs.v7labs.com/docs/getting-started-1
  - type: APIReference
    url: https://docs.v7labs.com/reference/introduction
  - type: PostmanCollection
    url: collections/v7-labs.postman_collection.json
  - type: OpenCollection
    url: collections/v7-labs.opencollection.json
  - type: Documentation
    url: https://docs.v7labs.com/docs/import-annotations-made-outside-of-v7
- aid: v7-labs:v7-labs-datasets-api
  name: V7 Datasets API
  description: Create and manage datasets.
  humanURL: https://docs.v7labs.com/reference/introduction
  baseURL: https://darwin.v7labs.com/api
  tags:
  - Datasets
  properties:
  - type: OpenAPI
    url: openapi/v7-labs-datasets-api-openapi.yml
  - type: Documentation
    url: https://docs.v7labs.com/docs/getting-started-1
  - type: APIReference
    url: https://docs.v7labs.com/reference/introduction
  - type: PostmanCollection
    url: collections/v7-labs.postman_collection.json
  - type: OpenCollection
    url: collections/v7-labs.opencollection.json
  - type: Documentation
    url: https://docs.v7labs.com/docs/import-annotations-made-outside-of-v7
- aid: v7-labs:v7-labs-exports-api
  name: V7 Exports API
  description: Request and manage dataset exports (releases).
  humanURL: https://docs.v7labs.com/reference/introduction
  baseURL: https://darwin.v7labs.com/api
  tags:
  - Export
  tags_raw:
  - Exports
  properties:
  - type: OpenAPI
    url: openapi/v7-labs-exports-api-openapi.yml
  - type: Documentation
    url: https://docs.v7labs.com/docs/getting-started-1
  - type: APIReference
    url: https://docs.v7labs.com/reference/introduction
  - type: PostmanCollection
    url: collections/v7-labs.postman_collection.json
  - type: OpenCollection
    url: collections/v7-labs.opencollection.json
  - type: Documentation
    url: https://docs.v7labs.com/docs/import-annotations-made-outside-of-v7
- aid: v7-labs:v7-labs-items-api
  name: V7 Items API
  description: Register, upload, list, and manage dataset items.
  humanURL: https://docs.v7labs.com/reference/introduction
  baseURL: https://darwin.v7labs.com/api
  tags:
  - Item
  tags_raw:
  - Items
  properties:
  - type: OpenAPI
    url: openapi/v7-labs-items-api-openapi.yml
  - type: Documentation
    url: https://docs.v7labs.com/docs/getting-started-1
  - type: APIReference
    url: https://docs.v7labs.com/reference/introduction
  - type: PostmanCollection
    url: collections/v7-labs.postman_collection.json
  - type: OpenCollection
    url: collections/v7-labs.opencollection.json
  - type: Documentation
    url: https://docs.v7labs.com/docs/import-annotations-made-outside-of-v7
- aid: v7-labs:v7-labs-workflows-api
  name: V7 Workflows API
  description: Manage multi-stage annotation workflows and stages.
  humanURL: https://docs.v7labs.com/reference/introduction
  baseURL: https://darwin.v7labs.com/api
  tags:
  - Workflows
  properties:
  - type: OpenAPI
    url: openapi/v7-labs-workflows-api-openapi.yml
  - type: Documentation
    url: https://docs.v7labs.com/docs/getting-started-1
  - type: APIReference
    url: https://docs.v7labs.com/reference/introduction
  - type: PostmanCollection
    url: collections/v7-labs.postman_collection.json
  - type: OpenCollection
    url: collections/v7-labs.opencollection.json
  - type: Documentation
    url: https://docs.v7labs.com/docs/import-annotations-made-outside-of-v7
common:
- type: Pricing
  url: https://www.v7labs.com/pricing
- type: AgenticAccess
  url: agentic-access/v7-labs-agentic-access.yml
- type: TrustCenter
  url: security/v7-labs-trust-center.yml
- type: VulnerabilityDisclosure
  url: security/v7-labs-vulnerability-disclosure.yml
- type: DomainSecurity
  url: security/v7-labs-domain-security.yml
- type: Authentication
  url: authentication/v7-labs-authentication.yml
- type: GitHubOrganization
  url: https://github.com/v7labs
- type: LinkedIn
  url: https://www.linkedin.com/company/v7labs
- type: Website
  url: https://www.v7labs.com
- type: Documentation
  url: https://docs.v7labs.com
- type: Plans
  url: plans/v7-labs-plans-pricing.yml
- type: RateLimits
  url: rate-limits/v7-labs-rate-limits.yml
- type: FinOps
  url: finops/v7-labs-finops.yml
- type: Blog
  url: https://www.v7labs.com/blog
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com

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