Milana

Milana (formerly Vantara, a Homebrew-backed AI startup) is "the AI product engineer" — it records user sessions through a lightweight open-source browser SDK (milana-js) and uses vision AI to watch the replays, understand what users came to do and whether they succeeded, and surface friction that traditional analytics miss. Beyond the dashboard it exposes a hosted remote MCP server so Claude, Cursor, ChatGPT, and other agents can search sessions, trace user journeys, and run analyses, plus a GitHub codebase integration that lets the Milana agent read code alongside session data and open pull requests that ship fixes.

Milana is profiled on the APIs.io network. Tagged areas include Company, Artificial Intelligence, Session Replay, Product Analytics, and Developer Tools.

Milana’s developer surface includes documentation, API reference, getting-started guide, engineering blog, support, authentication, changelog, and 24 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

37.0/100 thin ▬ flat Agent 19/100 agent aware Front door AI 4/6 moderate Heartbeat 35/100 slowing saas Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →

0 APIs 1 MCP Servers 1 Agent Skills

Company Artificial Intelligence Session Replay Product Analytics Developer Tools Agents SDK

Kin Score

Kin Score How this is scored →
scored 2026-11-06 · rubric v0.27.0

Composite quality — 37.0/100 · thin

Contract Quality 0.0 / 21

Developer Ergonomics 10.5 / 17

Access Clarity 6.0 / 17

Operational Transparency 4.9 / 11

Contract Governance 1.9 / 10

Discoverability 4.7 / 9

Regulatory Posture 6.3 / 15

Agent readiness — 19/100 · agent aware

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 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 0 / 7

Typed Event Surface 0 / 6

Agent Skills 5 / 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 6 / 6

Protected Resource Metadata 0 / 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):

Machine-Readable Contract +18 pts — api_specs includes an OpenAPI document
MCP Server +12 pts — deployment.mode + probe verdict on the mcp/ manifest, not the pointer; an unprobed slug falls back to authorship
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
A2A Agent Card +8 pts — a2a/-a2a.yml manifest, graded on conformance.grade against A2A 1.0.0

9 more unmet checks in the Agent Readiness table above.

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

Contract Quality scores 0.0 — up to +25.0 composite points
Access Clarity scores 35.5 — up to +12.9 composite points
Contract Governance scores 18.2 — up to +9.8 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/vantara/apis.yml: open an issue on github.com/api-evangelist/vantara 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 2

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.

Agent Skills

measured — observed by APIs.io (published)

Dynamic Client Registration

measured — observed by APIs.io (published)

MCP Servers 1

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

Milana MCP Server

Remote MCP server at app.getmilana.ai over HTTP.

MCP SERVER

Agent Skills 1

Packaged agent skills for driving this provider's APIs from an AI assistant.

Install and configure the Milana SDK in a codebase

AGENT SKILL

Security Posture 4

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

Vantara Authentication

oauth2/apiKey · 2 schemes

SECURITY

Vantara Domain Security

TLSv1.3 · DMARC

SECURITY

Vantara Vulnerability Disclosure

security.txt · contact published

SECURITY

Vantara Trust Center

trust center published

SECURITY

Scopes 1

OAuth scopes governing access to this provider's APIs.

Vantara Scopes

7 scopes · authorizationCode

7 scopes

SCOPES

Resources

Get Started 2

Portal, sign-up, and the first successful call

GettingStarted

GettingStarted

Login

Documentation 2

Reference material describing how the API behaves

Documentation

Documentation

APIReference

APIReference

Agent Surfaces 4

MCP servers, agent skills, and machine-readable catalogs

LLMsTxt

MCPServer

WellKnown

AgentSkill

Design & Contract 2

Pagination, idempotency, versioning, errors, and events

Lifecycle

Lifecycle

Conformance

Conformance

Build 3

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Packages

Packages

SDKs

SDKs

Access & Security 7

Authentication, authorization, and security posture

DomainSecurity

Security

SecurityTxt

OAuthScopes

Authentication

VulnerabilityDisclosure

VulnerabilityDisclosure

TrustCenter

TrustCenter

Scroll for all 7

Operate 3

Status, limits, changes, and where to get help

Support

Support

StatusPage

StatusPage

ChangeLog

ChangeLog

Commercial 2

Pricing, plans, and the legal terms of use

TermsOfService

TermsOfService

PrivacyPolicy

PrivacyPolicy

Company 6

The organization behind the API

Website

Website

FormerWebsite

FormerWebsite

Blog

Blog

LinkedIn

Twitter

Twitter

Careers

Careers

Source (apis.yml)

aid: vantara
deliveryModel:
  model: saas
  open_source: false
  commercial: true
  callable_host: false
  label: Hosted service · you call their endpoint
  confidence: medium
  source:
  - pricing
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  source:
  - authentication
  - scopes
  - security
  generated: '2026-11-06'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/vantara.png
name: Milana
x-docs-platform: mintlify
x-docs-platform-confidence: medium
x-docs-platform-checked: 2026-10-17
x-enrichment:
  date: '2026-07-21'
  status: enriched
  artifacts_added: 17
  pass: local-v1
description: Milana (formerly Vantara, a Homebrew-backed AI startup) is "the AI product engineer" — it records user sessions
  through a lightweight open-source browser SDK (milana-js) and uses vision AI to watch the replays, understand what users
  came to do and whether they succeeded, and surface friction that traditional analytics miss. Beyond the dashboard it exposes
  a hosted remote MCP server so Claude, Cursor, ChatGPT, and other agents can search sessions, trace user journeys, and run
  analyses, plus a GitHub codebase integration that lets the Milana agent read code alongside session data and open pull requests
  that ship fixes.
url: https://raw.githubusercontent.com/api-evangelist/vantara/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- homebrew
x-tier: profile
x-tier-reason: enriched-from-portfolio-lead
specificationVersion: '0.23'
created: '2026-07-17'
modified: '2026-07-21'
tags:
- Company
- Artificial Intelligence
- Session Replay
- Product Analytics
- Developer Tools
- Agents
- SDK
tags_raw:
- Company
- AI
- Session Replay
- Product Analytics
- Developer Tools
- Agents
- SDK
apis: []
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: DomainSecurity
  url: security/vantara-domain-security.yml
- type: Website
  url: https://getmilana.ai
- type: FormerWebsite
  url: https://vantara.ai
- type: Documentation
  url: https://docs.getmilana.ai
- type: APIReference
  url: https://docs.getmilana.ai/sdk/overview
- type: GettingStarted
  url: https://docs.getmilana.ai/quickstart/js-package
- type: Blog
  url: https://getmilana.ai/blog
- type: Support
  url: https://docs.getmilana.ai/troubleshooting
- type: Login
  url: https://app.getmilana.ai
- type: TermsOfService
  url: https://getmilana.ai/terms
- type: PrivacyPolicy
  url: https://getmilana.ai/privacy
- type: StatusPage
  url: https://status.getmilana.ai/
- type: GitHubOrganization
  url: https://github.com/VantaraAI
- type: LinkedIn
  url: https://www.linkedin.com/company/milana-ai/
- type: Twitter
  url: https://x.com/getmilana
- type: Careers
  url: https://getmilana.ai/careers
- type: Security
  url: https://github.com/VantaraAI/milana-sdk/blob/main/SECURITY.md
- type: LLMsTxt
  url: llms/vantara-llms.txt
- type: MCPServer
  url: mcp/vantara-mcp.yml
- type: Packages
  url: packages/vantara-packages.yml
- type: SDKs
  url: packages/vantara-packages.yml
- type: WellKnown
  url: well-known/vantara-well-known.yml
- type: SecurityTxt
  url: well-known/vantara-security.txt
- type: OAuthScopes
  url: scopes/vantara-scopes.yml
- type: Authentication
  url: authentication/vantara-authentication.yml
- type: Lifecycle
  url: lifecycle/vantara-lifecycle.yml
- type: Conformance
  url: conformance/vantara-conformance.yml
- type: VulnerabilityDisclosure
  url: security/vantara-vulnerability-disclosure.yml
- type: TrustCenter
  url: security/vantara-trust-center.yml
- type: AgentSkill
  url: skills/vantara-install-milana.md
- type: ChangeLog
  url: changelog/vantara-changelog.yml

Milana API — frequently asked questions

How do I authenticate with the Milana API?

Milana documents its authentication (oauth2/apiKey · 2 schemes). The details are profiled on APIs.io as Vantara Authentication.

Does Milana have an MCP server?

Yes. APIs.io lists 1 MCP server for Milana: Remote MCP server at app.getmilana.ai over HTTP.

Is the Milana API ready for AI agents?

Milana has a Kin Score of 37.0 out of 100 (thin) and an Agent Readiness score of 18.7 (agent-aware), scored by API Evangelist on 2026-11-06.

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.

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