Aient

aient-ai is a company surfaced via the API Evangelist harvest backlog (source: mcp-registry) and added to the network as a stub for full-pipeline profiling.

Aient is listed with 1 API on the APIs.io network. Tagged areas include AI SRE, Automated Fixes, and DevOps.

The Aient catalog on APIs.io includes 1 event-driven AsyncAPI specification.

Aient’s developer surface includes changelog, authentication, API reference, documentation, pricing, engineering blog, getting-started guide, and 22 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

50.2/100 developing ▬ flat Agent 48/100 agent ready Full breakdown ↓
scored 2026-11-02 · rubric v0.26.0 · Show this score on your site →

AccessPaidSelf serve

1 API 1 MCP Servers

AI SREAutomated FixesDevOps

Kin Score

Kin Score How this is scored →
scored 2026-11-02 · rubric v0.26.0

Composite quality — 50.2/100 · developing

Contract Quality 8.3 / 21

Developer Ergonomics 9.6 / 17

Access Clarity 15.7 / 17

Operational Transparency 3.8 / 11

Contract Governance 0.0 / 10

Discoverability 3.4 / 9

Regulatory Posture 4.6 / 15

Agent readiness — 48/100 · agent ready

Machine-Readable Contract 18 / 18

Agentic Access Contract 0 / 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 0 / 7

Typed Event Surface 6 / 6

Agent Skills 5 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 8 / 8

Dry-Run / Simulate Mode 0 / 4

Delegated User Identity 6 / 6

Protected Resource Metadata 5 / 5

Registration Without a Human 6 / 6

Agentic Commerce Well-Known Document 0 / 5

Pagination 5 / 5

Distinct Operations 3 / 3

MCP Tool Quality 6 / 6

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 could not be measured. We hold no machine-readable contract for this provider to read, so there is nothing to measure a write surface against. Excluded rather than scored zero: never-measured and measured-empty are different facts. Publishing an OpenAPI is what makes this facet — and several others — scorable at all.

The six quality facets above are damped to 85 points between them, because the conditional facet above carries the other 15. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 85% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.

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Agent readiness — checks not met, largest first (exact, from this profile):

Agentic Access Contract +10 pts — agentic_access artifact present (x-agentic-access), graded by author
Idempotency +9 pts — OpenAPI mutating operations declare an idempotency key — a header, a request-body property, or a named de-duplication token whose own description says so (verified); else common[].type matches /idempoten/i (documented)
Stable Error Semantics +8 pts — OpenAPI $refs a shared error schema across 4xx/5xx responses (verified), else common[].type includes ErrorCatalog / ErrorCodes / DeclineCodes
Rate-Limit Signaling +7 pts — OpenAPI responses document X-RateLimit-* / RateLimit headers (verified), else a rate_limits artifact or RateLimits link (documented)
Request/Response Examples +7 pts — share of operations carrying request/response examples; else an Examples / Code Samples link
Documented Reversibility +6 pts — a reversal operation in the contract, graded up when a window is documented too

4 more unmet checks in the Agent Readiness table above.

Kin Score — facets with the most composite points still available (weight × headroom):

Contract Quality scores 39.0 — up to +15.3 composite points
Contract Governance scores 0.0 — up to +12.0 composite points
Developer Ergonomics scores 56.4 — up to +8.7 composite points

Each check links to what satisfies it. Publish the artifact, or tell us where it already lives, and the score moves on the next scoring run.

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 the provider profile at artifacts.apis.io/aient-ai/apis.yml: open an issue on github.com/api-evangelist/aient-ai to ask a question or point us at an artifact you publish. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

Standards implemented 4

Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.

Agent2Agent

measured — observed by APIs.io (conformant)

Model Context Protocol (MCP)

measured — observed by APIs.io (documented)

OAuth 2.0 Protected Resource Metadata

measured — observed by APIs.io (verified)

Dynamic Client Registration

measured — observed by APIs.io (published)

APIs 1

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

Aient AI API

Aient AI provides telemetry SDKs and server APIs as documented in the reference.

MCP Servers 1

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

Aient MCP Server

Remote MCP server at docs.aient.ai.

MCP SERVER

Pricing Plans 1

Published pricing tiers and plan structures.

Aient Ai Plans Pricing

3 plans

PLANS

Event Specifications 1

AsyncAPI definitions for this provider's event-driven and streaming APIs.

Aient Ai Webhooks

ASYNCAPI

Security Posture 4

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

Aient Ai Authentication

2 schemes

SECURITY

Aient Ai Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Aient Ai Vulnerability Disclosure

security.txt · contact published

SECURITY

Aient Ai Trust Center

SOC 2, GDPR

SECURITY

Resources

Get Started 2

Portal, sign-up, and the first successful call

Login

GettingStarted

GettingStarted

Documentation 2

Reference material describing how the API behaves

APIReference

APIReference

Documentation

Documentation

Agent Surfaces 4

MCP servers, agent skills, and machine-readable catalogs

AgentSkill

LLMsTxt

MCPServer

WellKnown

Design & Contract 1

Pagination, idempotency, versioning, errors, and events

Webhooks

Webhooks

Build 2

SDKs, sample code, and the tooling you integrate with

SDKs

SDKs

Packages

Packages

Access & Security 7

Authentication, authorization, and security posture

Compliance

Authentication

SecurityTxt

Security

TrustCenter

VulnerabilityDisclosure

VulnerabilityDisclosure

DomainSecurity

DomainSecurity

Scroll for all 7

Operate 2

Status, limits, changes, and where to get help

ChangeLog

ChangeLog

ChangeLog

ChangeLog

Commercial 4

Pricing, plans, and the legal terms of use

Plans

TermsOfService

PrivacyPolicy

Pricing

Company 2

The organization behind the API

Website

Website

Blog

Blog

Other 3

Properties that don't map to a standard resource type

AgentCard

AgentCard

Hosts

Hosts

Vendors

Vendors

Source (apis.yml)

aid: aient-ai
name: Aient
accessModel:
  pricing: paid
  onboarding: self-serve
  trial: false
  try_now: false
  public: false
  gated: none
  gated_source:
  - onboarding
  label: Paid · Self-serve signup
  confidence: medium
  probe_state: gated
  source:
  - plans
  - authentication
  - security
  generated: '2026-11-02'
  method: derived
image: https://aient.ai/opengraph-image
description: 'aient-ai is a company surfaced via the API Evangelist harvest backlog (source: mcp-registry) and added to the
  network as a stub for full-pipeline profiling.'
url: https://artifacts.apis.io/aient-ai/apis.yml
x-type: company
x-source: harvest:mcp-registry
x-tier: profiled
x-tier-reason: enrichment pass 2026-11-01 (modular-v1; was harvest)
specificationVersion: '0.20'
created: '2026-11-01'
modified: '2026-11-01'
tags:
- AI SRE
- Automated Fixes
- DevOps
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Plans
  url: plans/aient-ai-plans-pricing.yml
- type: AgentSkill
  url: skills/_index.yml
- type: Webhooks
  url: asyncapi/aient-ai-webhooks.yml
- type: ChangeLog
  url: changelog/aient-ai-changelog.yml
- type: Compliance
  url: https://aient.ai/security
- type: Authentication
  url: authentication/aient-ai-authentication.yml
- type: LLMsTxt
  url: llms/aient-ai-llms.txt
- type: AgentCard
  url: a2a/aient-ai-a2a.yml
- type: MCPServer
  url: mcp/aient-ai-mcp.yml
- type: SecurityTxt
  url: well-known/aient-ai-security.txt
- type: WellKnown
  url: well-known/aient-ai-well-known.yml
- type: Hosts
  url: hosts/aient-ai-hosts.yml
- type: Vendors
  url: vendors/aient-ai-vendors.yml
- type: SDKs
  url: packages/aient-ai-packages.yml
- type: Packages
  url: packages/aient-ai-packages.yml
- type: TermsOfService
  url: https://aient.ai/legal/terms
- type: Security
  url: https://aient.ai/security
- type: PrivacyPolicy
  url: https://aient.ai/legal/privacy
- type: Login
  url: https://aient.ai/auth/login
- type: ChangeLog
  url: https://docs.aient.ai/changelog
- type: APIReference
  url: https://docs.aient.ai/llms-full.txt
- type: TrustCenter
  url: security/aient-ai-trust-center.yml
- type: VulnerabilityDisclosure
  url: security/aient-ai-vulnerability-disclosure.yml
- type: DomainSecurity
  url: security/aient-ai-domain-security.yml
- type: Website
  url: https://aient.ai/
- type: Documentation
  url: https://docs.aient.ai/
- type: Pricing
  url: https://aient.ai/pricing
- type: Blog
  url: https://aient.ai/blog
- type: GettingStarted
  url: https://docs.aient.ai/quickstart/opentelemetry
  x-coverage:
    state: unreadable
    reason: no-machine-readable-spec
    detail: Provider documentation is public but no OpenAPI, AsyncAPI, GraphQL, gRPC, or WSDL contracts were found.
    evidence:
    - url: https://api.aient.ai/openapi.json
      status: 404
    checked: '2026-11-01'
apis:
- name: Aient AI API
  description: Aient AI provides telemetry SDKs and server APIs as documented in the reference.
  humanURL: https://docs.aient.ai/reference/sdk-server
  baseURL: null
  aid: aient-ai:aient-ai-api
x-coverage:
  state: gated
  reason: partner-login
  method: derived
  generated: '2026-11-01'
  generator: derive-coverage.py (pre-flight evidence)
  detail: the company serves an API surface but requires credentials before any description of it can be read
  evidence:
  - url: https://docs.aient.ai/mcp
    status: null
  - url: https://aient.ai/mcp
    status: 401
  - url: https://aient.ai/
    status: 200
x-enrichment:
  date: '2026-11-01'
  status: enriched
  artifacts_added: 29
  pass: modular-v1
  engine: identity=local,contract=local,surfaces=local,docs=local,regulatory=local

Aient API — frequently asked questions

Does Aient have an API?

Yes. APIs.io lists 1 API from Aient, including Aient AI API.

How do I authenticate with the Aient API?

Aient documents its authentication (2 schemes). The details are profiled on APIs.io as Aient Ai Authentication.

How much does the Aient API cost?

APIs.io lists 3 pricing plans for Aient, with each plan's price, limits and inclusions under Pricing Plans on this page.

Does Aient have an MCP server?

Yes. APIs.io lists 1 MCP server for Aient: Remote MCP server at docs.aient.ai.

Is the Aient API ready for AI agents?

Aient has a Kin Score of 50.2 out of 100 (developing) and an Agent Readiness score of 48.4 (agent-ready), scored by API Evangelist on 2026-11-02.

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get_provider_evidenceHow each part of their score was established. Free — the basis for a claim should not sit behind it.
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