Kubit AI, Inc.

Kubit is a warehouse-native digital analytics platform that runs product analytics directly against a customer's cloud data warehouse with no ETL, and bridges that behavioral data with LLM observability. Kubit maps clickstream behavior, intent, and sentiment onto LLM traces so teams building AI agents can debug and optimize them where they already work. Its semantic layer applies business definitions, data models, and governance policies before any query reaches the warehouse. Kubit's programmatic surface is a hosted Model Context Protocol server at mcp.kubit.ai, protected by OAuth 2.1 with PKCE, plus first-party OpenTelemetry exporters and a set of published agent skills for Claude Code and Cursor. Kubit is backed by Insight Partners.

Kubit AI, Inc. publishes 1 API on the APIs.io network. Tagged areas include Company, Analytics, Product Analytics, Data Warehouse, and LLM Observability.

Kubit AI, Inc.’s developer surface includes documentation, getting-started guide, engineering blog, pricing, signup flow, support, CLI, and 25 more developer resources.

🌐 Visit website 📡 Source on GitHub

34.1/100 thin ▬ flat Agent 31/100 agent ready Full breakdown ↓
scored 2026-09-08 · rubric v0.20.0

AccessSelf serve

1 APIs 1 MCP Servers

Company Analytics Product Analytics Data Warehouse LLM Observability MCP Agent Analytics OpenTelemetry DevOps

Kin Score

Kin Score How this is scored →
scored 2026-09-08 · rubric v0.20.0

Composite quality — 34.1/100 · thin

Contract Quality 0.0 / 25

Developer Ergonomics 11.2 / 20

Access Clarity 10.8 / 20

Operational Transparency 2.4 / 13

Contract Governance 2.2 / 12

Discoverability 7.6 / 10

Agent readiness — 31/100 · agent ready

Machine-Readable Contract 0 / 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 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 5 / 5

Registration Without a Human 6 / 6

Agentic Commerce Well-Known Document 0 / 5

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.

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/kubit-ai-inc: 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 →

APIs 1

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

Kubit MCP Server

Kubit's hosted Model Context Protocol server. Exposes five tools — getUserContext, getSchema, createReport, getRawData, and searchKubit — that let an MCP-compatible IDE or assis...

MCP Servers 1

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

KubitMCP

MCP SERVER

Security Posture 3

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

Kubit Ai Inc Authentication

3 schemes

SECURITY

Kubit Ai Inc Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Kubit Ai Inc Trust Center

enumerated, note

SECURITY

Scopes 1

OAuth scopes governing access to this provider's APIs.

Kubit Ai Inc Scopes

OAuth 2.0 · no documented scopes

0 scopes

SCOPES

Resources

Get Started 4

Portal, sign-up, and the first successful call

DeveloperPortal

DeveloperPortal

GettingStarted

GettingStarted

SignUp

SignUp

Login

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 4

MCP servers, agent skills, and machine-readable catalogs

MCPServer

AgentSkill

WellKnown

LLMsTxt

Design & Contract 5

Pagination, idempotency, versioning, errors, and events

Components

Conventions

DataModel

Conformance

Lifecycle

Build 4

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

Packages

SDKs

CLI

Access & Security 5

Authentication, authorization, and security posture

Authentication

OAuthScopes

Compliance

TrustCenter

DomainSecurity

Operate 4

Status, limits, changes, and where to get help

IssueTracker

HelpCenter

Support

ChangeLog

Commercial 3

Pricing, plans, and the legal terms of use

Pricing

Pricing

TermsOfService

TermsOfService

PrivacyPolicy

PrivacyPolicy

Company 2

The organization behind the API

Website

Website

Blog

Blog

Source (apis.yml)

aid: kubit-ai-inc
name: Kubit AI, Inc.
description: Kubit is a warehouse-native digital analytics platform that runs product analytics directly against a customer's
  cloud data warehouse with no ETL, and bridges that behavioral data with LLM observability. Kubit maps clickstream behavior,
  intent, and sentiment onto LLM traces so teams building AI agents can debug and optimize them where they already work. Its
  semantic layer applies business definitions, data models, and governance policies before any query reaches the warehouse.
  Kubit's programmatic surface is a hosted Model Context Protocol server at mcp.kubit.ai, protected by OAuth 2.1 with PKCE,
  plus first-party OpenTelemetry exporters and a set of published agent skills for Claude Code and Cursor. Kubit is backed
  by Insight Partners.
deliveryModel:
  model: unknown
  open_source: unknown
  commercial: true
  callable_host: false
  label: Delivery model not determined — needs a product licence on record
  confidence: low
  source:
  - pricing
  - repository-unlicensed
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: unknown
  onboarding: self-serve
  trial: false
  try_now: false
  public: false
  label: Self-serve signup
  confidence: medium
  source:
  - authentication
  generated: '2026-07-22'
  method: derived
image: https://kubit.ai/wp-content/uploads/2024/04/cropped-Kubit-Social-Profile-Image-300x300.png
url: https://raw.githubusercontent.com/api-evangelist/kubit-ai-inc/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- insight-partners
x-tier: enriched
x-tier-reason: mcp-server-and-agent-skills
specificationVersion: '0.23'
created: '2026-07-17'
modified: '2026-07-19'
tags:
- Company
- Analytics
- Product Analytics
- Data Warehouse
- LLM Observability
- MCP
- Agent Analytics
- OpenTelemetry
- DevOps
tags_raw:
- Company
- Analytics
- Product Analytics
- Data Warehouse
- LLM Observability
- Model Context Protocol
- Agent Analytics
- OpenTelemetry
- Devops
apis:
- aid: kubit-ai-inc:mcp
  name: Kubit MCP Server
  description: Kubit's hosted Model Context Protocol server. Exposes five tools — getUserContext, getSchema, createReport,
    getRawData, and searchKubit — that let an MCP-compatible IDE or assistant explore schemas, execute reports, retrieve raw
    data, and find existing reports in the Kubit platform. Protected by OAuth 2.1 authorization code with PKCE and dynamic
    client registration, scoped mcp:read and mcp:write, with access enforced by Kubit's role-based access controls.
  humanURL: https://docs.kubit.ai/docs/mcp-server
  baseURL: https://mcp.kubit.ai/mcp
  tags:
  - MCP
  - Analytics
  - Agent Analytics
  tags_raw:
  - Model Context Protocol
  - Analytics
  - Agent Analytics
  properties:
  - type: MCPServer
    url: mcp/kubit-ai-inc-mcp.yml
  - type: Documentation
    url: https://docs.kubit.ai/docs/mcp-server
  - type: SourceCode
    url: https://github.com/Kubit-AI/mcp-server
  - type: Authentication
    url: authentication/kubit-ai-inc-authentication.yml
  - type: OAuthScopes
    url: scopes/kubit-ai-inc-scopes.yml
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: IssueTracker
  url: https://github.com/Kubit-AI/mcp-server/issues
- type: Website
  url: https://www.kubit.ai/
- type: DeveloperPortal
  url: https://docs.kubit.ai/docs/getting-started
- type: Documentation
  url: https://docs.kubit.ai/docs/getting-started
- type: GettingStarted
  url: https://docs.kubit.ai/docs/getting-started
- type: HelpCenter
  url: https://guide.kubit.ai/article/get-started-overview
- type: Blog
  url: https://kubit.ai/company/blog
- type: GitHubOrganization
  url: https://github.com/Kubit-AI
- type: Pricing
  url: https://kubit.ai/pricing
- type: SignUp
  url: https://agent.kubit.ai/
- type: Login
  url: https://app.kubit.ai/
- type: TermsOfService
  url: https://kubit.ai/terms-of-service/
- type: PrivacyPolicy
  url: https://kubit.ai/privacy-policy/
- type: Support
  url: https://kubit.ai/about/#contact-block
- type: MCPServer
  url: mcp/kubit-ai-inc-mcp.yml
- type: AgentSkill
  url: skills/_index.yml
- type: Packages
  url: packages/kubit-ai-inc-packages.yml
- type: SDKs
  url: packages/kubit-ai-inc-packages.yml
- type: CLI
  url: cli/kubit-ai-inc-cli.yml
- type: Components
  url: components/kubit-ai-inc-components.yml
- type: Authentication
  url: authentication/kubit-ai-inc-authentication.yml
- type: OAuthScopes
  url: scopes/kubit-ai-inc-scopes.yml
- type: WellKnown
  url: well-known/kubit-ai-inc-well-known.yml
- type: LLMsTxt
  url: llms/kubit-ai-inc-llms.txt
- type: Conventions
  url: conventions/kubit-ai-inc-conventions.yml
- type: DataModel
  url: data-model/kubit-ai-inc-data-model.yml
- type: Conformance
  url: conformance/kubit-ai-inc-conformance.yml
- type: Compliance
  url: https://kubit.ai/gdpr-compliance-policy/
- type: TrustCenter
  url: security/kubit-ai-inc-trust-center.yml
- type: DomainSecurity
  url: security/kubit-ai-inc-domain-security.yml
- type: Lifecycle
  url: lifecycle/kubit-ai-inc-lifecycle.yml
- type: ChangeLog
  url: changelog/kubit-ai-inc-changelog.yml
x-enrichment:
  date: '2026-07-19'
  status: backfilled
  pass: local-v1
  note: backfilled from .gitignore signal + verified work evidence

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