Mabl

mabl, the leading AI-native test automation platform, empowers software teams to accelerate innovation while ensuring exceptional quality. Their unified platform streamlines testing across web, mobile, API, accessibility, and performance, enabling teams to release faster with confidence. Trusted by industry leaders like Microsoft, Charles Schwab, and JetBlue, mabl transforms how teams approach software quality.

Mabl publishes 11 API contracts indexed on the APIs.io network, including Applications API, Credentials API, Database Connections API, and 8 more. Tagged areas include Test Automation, QA, DevOps, AI Testing, and Platform.

Mabl’s developer surface includes authentication, documentation, API reference, engineering blog, and 11 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

28.4/100 thin ▬ flat Agent 32/100 agent ready Front door AI 5/6 prominent Full breakdown ↓
scored 2026-10-23 · rubric v0.25.0 · Show this score on your site →

AccessFreemiumSelf serve⚡ Free to try

1 published contract 1 MCP Servers

Test Automation QA DevOps AI Testing Platform Testing

What this lets a business do 1

Business capabilities this provider's published APIs can perform, derived from its own contracts. Browse all capabilities →

Software Product Engineering Management

BC-4200

IssuesTest RunsTests

Kin Score

Kin Score How this is scored →
scored 2026-10-23 · rubric v0.25.0

Composite quality — 28.4/100 · thin

Contract Quality 9.1 / 19

Developer Ergonomics 4.1 / 15

Access Clarity 2.4 / 15

Operational Transparency 1.0 / 10

Contract Governance 0.0 / 9

Discoverability 5.0 / 8

Regulatory Posture 2.5 / 15

Create-or-Update Ergonomics 0.0 / 10

Agent readiness — 32/100 · agent ready

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 10

Documented Reversibility 0 / 6

MCP Server 12 / 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 5 / 5

Registration Without a Human 0 / 6

Agentic Commerce Well-Known Document 0 / 5

Pagination 5 / 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.

It updates itself when the score changes. Paste this where you link to your API docs:

<a href="https://apis.io/providers/mabl/"><img src="https://apis.io/badge/mabl/card.svg" alt="Mabl 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/mabl: 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.

Market	Position	Depth	Registered MCP server	Declares compatibility
Jenkins Plugins + CD Foundation Landscape	undeclared	-	1	-

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 11

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

Mabl API

Manage resources in your workspace programmatically with the mabl API. By integrating mabl API endpoints into your workflow, you can manage tests, runs, environments, applicatio...

Mabl Applications API

The Applications API from Mabl — 2 operation(s) for applications.

Mabl Credentials API

The Credentials API from Mabl — 2 operation(s) for credentials.

Mabl Database Connections API

The Database Connections API from Mabl — 2 operation(s) for database connections.

Mabl Deployment Events API

The Deployment Events API from Mabl — 2 operation(s) for deployment events.

Mabl Environments API

The Environments API from Mabl — 2 operation(s) for environments.

Mabl Flows API

The Flows API from Mabl — 1 operation(s) for flows.

Mabl Issues API

The Issues API from Mabl — 2 operation(s) for issues.

Mabl Test Runs API

The Test Runs API from Mabl — 3 operation(s) for test runs.

Mabl Tests API

The Tests API from Mabl — 1 operation(s) for tests.

Mabl Users API

The Users API from Mabl — 1 operation(s) for users.

Scroll for all 11

Open Collections 11

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

mabl Applications API

OPEN COLLECTION

mabl Applications Credentials API

OPEN COLLECTION

mabl Applications Database Connections API

OPEN COLLECTION

mabl Applications Deployment Events API

OPEN COLLECTION

mabl Applications Environments API

OPEN COLLECTION

mabl Applications Flows API

OPEN COLLECTION

mabl Applications Issues API

OPEN COLLECTION

mabl Applications Test Runs API

OPEN COLLECTION

mabl Applications Tests API

OPEN COLLECTION

mabl Applications Users API

OPEN COLLECTION

mabl API

OPEN COLLECTION

Scroll for all 11

MCP Servers 1

Model Context Protocol servers that expose these APIs to AI agents.

Mabl MCP Server

Remote MCP server at mcp.mabl.com over HTTP.

MCP SERVER

Pricing Plans 1

Published pricing tiers and plan structures.

Mabl Plans Pricing

3 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Mabl Rate Limits

5 limits

RATE LIMITS

FinOps 1

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

Mabl Finops

FINOPS

Security Posture 3

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

Mabl Authentication

http · 1 scheme

SECURITY

Mabl Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Mabl Trust Center

SOC 2

SECURITY

Agentic Access 1

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

Mabl Agentic Access

36 operations · 18 acting

AGENTIC

Resources

Documentation 2

Reference material describing how the API behaves

Documentation

Documentation

APIReference

APIReference

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 3

Authentication, authorization, and security posture

TrustCenter

TrustCenter

DomainSecurity

DomainSecurity

Authentication

Authentication

Operate 1

Status, limits, changes, and where to get help

RateLimits

RateLimits

Commercial 2

Pricing, plans, and the legal terms of use

Plans

Plans

FinOps

FinOps

Company 3

The organization behind the API

LinkedIn

Website

Website

Blog

Blog

Other 1

Properties that don't map to a standard resource type

CapabilityMap

CapabilityMap

Source (apis.yml)

aid: mabl
name: Mabl
url: https://raw.githubusercontent.com/api-evangelist/mabl/refs/heads/main/apis.yml
kind: contract
deliveryModel:
  model: unknown
  open_source: false
  commercial: false
  callable_host: true
  label: Delivery model not determined — needs a product licence on record
  confidence: low
  source:
  - openapi
  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/mabl.png
access: 3rd-Party
x-docs-platform: readme
x-docs-platform-confidence: high
x-docs-platform-checked: 2026-10-03
tags:
- Test Automation
- QA
- DevOps
- AI Testing
- Platform
- Testing
created: '2025-01-08'
modified: '2026-04-28'
position: Consuming
specificationVersion: '0.23'
description: mabl, the leading AI-native test automation platform, empowers software teams to accelerate innovation while
  ensuring exceptional quality. Their unified platform streamlines testing across web, mobile, API, accessibility, and performance,
  enabling teams to release faster with confidence. Trusted by industry leaders like Microsoft, Charles Schwab, and JetBlue,
  mabl transforms how teams approach software quality.
apis:
- aid: mabl:mabl-api
  name: Mabl API
  description: Manage resources in your workspace programmatically with the mabl API. By integrating mabl API endpoints into
    your workflow, you can manage tests, runs, environments, applications, plans, deployments, and reporting. Authentication
    uses API tokens generated from the mabl Workspace settings.
  humanURL: https://mabl.com
  tags:
  - Test Automation
  - QA
  tags_raw:
  - Test Automation
  - QA
  - API
  properties:
  - type: Documentation
    url: https://help.mabl.com/
  - type: APIReference
    url: https://api.help.mabl.com/reference/intro-to-the-mabl-api
- aid: mabl:mabl-applications-api
  name: Mabl Applications API
  description: The Applications API from Mabl — 2 operation(s) for applications.
  humanURL: https://mabl.com
  tags:
  - Application
  tags_raw:
  - Applications
  properties:
  - type: OpenAPI
    url: openapi/mabl-applications-api-openapi.yml
- aid: mabl:mabl-credentials-api
  name: Mabl Credentials API
  description: The Credentials API from Mabl — 2 operation(s) for credentials.
  humanURL: https://mabl.com
  tags:
  - Credentials
  properties:
  - type: OpenAPI
    url: openapi/mabl-credentials-api-openapi.yml
- aid: mabl:mabl-database-connections-api
  name: Mabl Database Connections API
  description: The Database Connections API from Mabl — 2 operation(s) for database connections.
  humanURL: https://mabl.com
  tags:
  - Database Connections
  properties:
  - type: OpenAPI
    url: openapi/mabl-database-connections-api-openapi.yml
- aid: mabl:mabl-deployment-events-api
  name: Mabl Deployment Events API
  description: The Deployment Events API from Mabl — 2 operation(s) for deployment events.
  humanURL: https://mabl.com
  tags:
  - Deployment Events
  properties:
  - type: OpenAPI
    url: openapi/mabl-deployment-events-api-openapi.yml
- aid: mabl:mabl-environments-api
  name: Mabl Environments API
  description: The Environments API from Mabl — 2 operation(s) for environments.
  humanURL: https://mabl.com
  tags:
  - Environment
  tags_raw:
  - Environments
  properties:
  - type: OpenAPI
    url: openapi/mabl-environments-api-openapi.yml
- aid: mabl:mabl-flows-api
  name: Mabl Flows API
  description: The Flows API from Mabl — 1 operation(s) for flows.
  humanURL: https://mabl.com
  tags:
  - Flow
  tags_raw:
  - Flows
  properties:
  - type: OpenAPI
    url: openapi/mabl-flows-api-openapi.yml
- aid: mabl:mabl-issues-api
  name: Mabl Issues API
  description: The Issues API from Mabl — 2 operation(s) for issues.
  humanURL: https://mabl.com
  tags:
  - Issues
  properties:
  - type: OpenAPI
    url: openapi/mabl-issues-api-openapi.yml
- aid: mabl:mabl-test-runs-api
  name: Mabl Test Runs API
  description: The Test Runs API from Mabl — 3 operation(s) for test runs.
  humanURL: https://mabl.com
  tags:
  - Test Runs
  properties:
  - type: OpenAPI
    url: openapi/mabl-test-runs-api-openapi.yml
- aid: mabl:mabl-tests-api
  name: Mabl Tests API
  description: The Tests API from Mabl — 1 operation(s) for tests.
  humanURL: https://mabl.com
  tags:
  - Tests
  properties:
  - type: OpenAPI
    url: openapi/mabl-tests-api-openapi.yml
- aid: mabl:mabl-users-api
  name: Mabl Users API
  description: The Users API from Mabl — 1 operation(s) for users.
  humanURL: https://mabl.com
  tags:
  - User
  tags_raw:
  - Users
  properties:
  - type: OpenAPI
    url: openapi/mabl-users-api-openapi.yml
common:
- type: Plans
  url: plans/mabl-plans-pricing.yml
- type: RateLimits
  url: rate-limits/mabl-rate-limits.yml
- type: FinOps
  url: finops/mabl-finops.yml
- type: CapabilityMap
  url: capabilities/mabl-capability-edges.yml
  name: Mabl Business Capability Map
- type: AgenticAccess
  url: agentic-access/mabl-agentic-access.yml
- type: TrustCenter
  url: security/mabl-trust-center.yml
- type: DomainSecurity
  url: security/mabl-domain-security.yml
- type: Authentication
  url: authentication/mabl-authentication.yml
- type: GitHubOrganization
  url: https://github.com/mablhq
- type: LinkedIn
  url: https://www.linkedin.com/company/mabl
- type: Website
  url: https://www.mabl.com
- type: Documentation
  url: https://help.mabl.com/
- type: APIReference
  url: https://api.help.mabl.com/reference/intro-to-the-mabl-api
- type: LlmsText
  url: https://api.help.mabl.com/llms.txt
- url: https://www.mabl.com/blog/rss.xml
  type: Blog
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com

Work with this as data

Every provider here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for providers

9 MCP tools reach this

find_providersBrowse and filter every provider in the catalog.
get_provider_artifactsEvery artifact this provider publishes, grouped by type.
get_provider_operationsEvery operation across all of their OpenAPIs — one call instead of parsing every spec.
get_provider_toolsEvery MCP tool they ship, with the operation each wraps.
get_provider_evidenceHow each part of their score was established. Free — the basis for a claim should not sit behind it.
get_provider_ratingPRO — composite, band, trend and facet scores.
apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
resolveTurn a domain, URL or GitHub org into the provider it belongs to.
find_cohortsEvery scored population of providers in the catalog.

All 92 tools →

Call it yourself

curl for this page

This provider

curl "https://apis.io/api/v1/providers/mabl"

All providers

curl "https://apis.io/api/v1/providers?limit=25"

Every operation they expose

curl "https://apis.io/api/v1/providers/mabl/operations?limit=25"

How their score was established

curl "https://apis.io/api/v1/providers/mabl/evidence"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no form to fill in. Signing in shares your email address with us — we store it to create your key and to recognise you if you sign in with another provider. See our Privacy Policy and Terms.

GitHub Google LinkedIn

A second provider on the same verified email joins the account you already have.