Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Bring Kubit into your AI workflow — query your warehouse with natural language
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We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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Works in Claude on the web, desktop and mobile:
https://mcp.kubit.ai/mcpRun this in your terminal
claude mcp add --transport http kubit https://mcp.kubit.ai/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"kubit": {
"url": "https://mcp.kubit.ai/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"kubit": {
"type": "http",
"url": "https://mcp.kubit.ai/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://mcp.kubit.ai/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified against the domain kubit.ai (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.1) reached the registry 3 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Recta
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Cheaper cross-chain stablecoin routes for AI agents; 5 % of the verified saving, nothing if none.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Warehouse-native analytics meets conversational AI
Bring the full power of Kubit directly into your AI workflow. Query, analyze, and explore your data warehouse through natural language—no complex syntax required.
The Kubit MCP (Model Context Protocol) server transforms how teams interact with their analytics platform. By connecting your AI assistant to Kubit, you can:
Beta Notice
This server is under active development. You may encounter bugs, performance issues, or rate limits as we continue to improve the platform.
| Requirement | Description |
|---|---|
| Kubit Account | Active access to a Kubit organization |
| AI Client | MCP-compatible tool (Claude, Cursor, etc.) |
| Permissions | Schema access in your Kubit workspace |
Setting up the Kubit MCP server is straightforward:
https://mcp.kubit.ai/mcpNote: Check your AI client's documentation for specific MCP server setup instructions.
The server uses OAuth 2.0 authentication and respects your existing Kubit permissions. You'll only see data from schemas you already have access to—no additional permissions needed.
Your AI assistant gains access to five powerful tools:
| Tool | Purpose |
|---|---|
| `getUserContext` | Initialize session and retrieve available schemas |
| `getSchema` | Explore events, properties, and dimensions in detail |
| `createReport` | Generate and execute analytical queries |
| `getRawData` | Export CSV data from existing reports |
| `searchKubit` | Find reports and dashboards across your org |
"Show me conversion funnel for mobile app sign-ups in the last quarter"
"What are the most popular features used by premium users?" "How has user retention changed month-over-month?"
"What are the top events by volume this week?"
"Show me user engagement trends for the last 30 days" "Compare conversion rates across different traffic sources"
"What events and properties are available in the mobile app schema?"
"Show me all custom properties for the checkout event" "What dimensions can I use for user segmentation?"
Here's how most analysis sessions flow:
Initialize → Explore → Search → Create → Export
getUserContext to see available schemasgetSchema to understand events and propertiessearchKubit for existing analysesgetRawData for external analysisBe Specific Include time ranges, events, and segments in your questions.
- "Show me users"
Provide Context Explain what you're trying to understand.
- "What's the conversion rate?"
Reference Schemas Use schema names when working with multiple data sources.
- "Show me sign-up events"
Break It Down Complex analyses work better as multiple focused questions.
- "Show me everything about user behavior across all channels with retention and conversion"
getRawData when you need detailed external analysis| Consideration | What It Means |
|---|---|
| Permission Model | You can only access schemas you're authorized to view |
| AI Processing | Third-party AI models will process your query data |
| Policy Review | Confirm your organization allows AI-assisted data analysis |
Authentication Failures Verify your Kubit credentials and organization name
No Schemas Available Check that you have access to at least one schema in Kubit
Connection Errors Confirm you're using the correct server URL: https://mcp.kubit.ai/mcp
Report Generation Issues Verify the schema and events you're referencing exist using getSchema
getSchema to confirm available events and propertiesDocumentation docs.kubit.ai - Complete platform documentation
Customer Success Contact your Kubit customer success team for assistance
About Kubit kubit.ai - Learn more about warehouse-native analytics
MCP Protocol modelcontextprotocol.io - Explore the Model Context Protocol