Authenticate
Users connect through Single Sign On. Kubit validates permissions using your existing role-based access controls (RBAC).
Surface warehouse-native insights directly into your favorite AI tools including Claude, ChatGPT, Gemini, Cursor, and beyond—with enterprise governance built in.
Kubit’s Model Context Protocol (MCP) server securely connects your AI tools to your digital analytics, enabling natural language interactions wherever teams work. Get insights from secure, governed data powered by Kubit’s semantic layer.
Authenticate
Users connect through Single Sign On. Kubit validates permissions using your existing role-based access controls (RBAC).
Query
Connect to the AI tool of your choice. Ask questions in natural language in Claude, ChatGPT, Cursor, or any MCP-compatible app.
Route & govern
Queries pass through Kubit’s semantic layer applying business definitions, data models, and governance policies automatically.
Analyze
Get AI-powered, clear insights into cohorts, funnels, retention curves, and more in one place. – no jumping between multiple tools.
Act
Surface findings in the context of your workflow, whether it’s a product roadmap discussion, customer analysis, or engineering sprint.
AI agents need warehouse access—but without a semantic layer, they’re just guessing and hallucinating at your business logic. Kubit’s MCP server translates natural language into context-aware queries, delivering accurate, clear analytics.
Flexibility
Get analytics wherever you work. Serve product, marketing, sales, and CS in other AI tools and workflows.
Accuracy
All queries are constructed by Kubit’s semantic layer before they hit your warehouse, applying the right business logic every time.
Governance
MCP doesn’t bypass your security model, it enforces it. Every query respects your permissions and semantic controls.
Scale
Kubit connects directly to your cloud data warehouse, so there’s no data duplication, no ETLs, and no storage overhead.
Your teams shouldn’t have to choose between powerful AI tools and trustworthy analytics. With Kubit’s MCP server, they get both.