Production connection guide

Bring Marli into the agent you already use.

Ask Marli your Adtelligent and Calendly questions from ChatGPT, Codex, Claude Code, or Cursor. Sign in with your existing Lytica account—no API key or token handoff.

Choose your client Open Lytica

01 / Connect

Three steps. Your credentials stay yours.

01
Add the server
Use the production endpoint in your preferred client.
02
Sign in with Lytica
Your browser opens so you can sign in and choose an organization.
03
Ask Marli
The connection reads only Adtelligent and Calendly, and only for the Lytica organization you approved.

02 / Client setup

Choose where you work.

Each client authorizes Marli separately, even when you use the same Lytica account.

ChatGPT

Create a custom app

Open Settings or Workspace Settings → Apps. Enable developer mode or custom apps if your workspace shows that control.
Choose Create, name the app Marli, paste the production endpoint, and choose OAuth authentication.
Select Scan tools, finish Lytica sign-in and organization selection, confirm ask_marli appears, then create or publish the app as your workspace requires.
Start a normal chat, add Marli from Apps or Tools, and ask your question.

Custom-app availability and admin controls vary by plan and workspace. ChatGPT Agent mode does not use custom apps, and ChatGPT web does not read your local Codex configuration. If Marli’s tools change, a workspace admin must refresh or rescan them and publish again.

OpenAI’s ChatGPT app guide

Codex

Add Marli from the CLI

Codex desktop, CLI, and IDE integrations share the same MCP configuration.

codex mcp add marli --url https://mcp.lyticalabs.ai/mcp
codex mcp login marli
codex mcp list

Prefer the app? Open Settings → MCP servers → Add server, choose Streamable HTTP, paste the endpoint, save, and authenticate.

OpenAI’s Codex MCP guide

Add Marli at user scope to make it available in every Claude Code project, then complete browser sign-in.

claude mcp add --transport http --scope user marli https://mcp.lyticalabs.ai/mcp
claude mcp login marli
claude mcp list

Finish in Claude

If authentication does not open automatically, launch Claude Code, enter/mcp, choose marli, and select Authenticate.

The --scope user flag is intentional. Remove it if you want a project-private configuration instead.

Managed Claude Code installations can restrict MCP servers. Ask your administrator to allow the production endpoint if Marli is blocked.

Anthropic’s MCP guide

Manual setup

Add the JSON configuration

Save globally at ~/.cursor/mcp.json, or per project at.cursor/mcp.json.

{
  "mcpServers": {
    "marli": {
      "url": "https://mcp.lyticalabs.ai/mcp"
    }
  }
}

Verify & authenticate

Use Cursor Agent

agent mcp enable marli
agent mcp login marli
agent mcp list
agent mcp list-tools marli

Current releases use agent. If your installation exposescursor-agent, that command is a compatible alias.

Cursor Enterprise can manage MCP centrally. Ask your administrator if Marli does not appear or cannot be enabled.

Cursor’s MCP guide Cursor CLI guide

03 / Authentication

A browser login—not a secret exchange.

Marli uses OAuth to connect the client to the Lytica account and organization you approve.

Never paste credentials

Do not paste an API key, OAuth client ID, client secret, bearer token, JWT, authorization code, or Lytica password into client configuration or chat.

Organization-bound access

Access follows your current Lytica membership. Marli can only read Adtelligent and Calendly, and only for the organization approved during sign-in.

One question at a time

Each ask_marli call is independent — nothing from a previous question is remembered. Follow-ups like "now break that down by month" need to restate what they refer to.

Switch safely

To change organizations or accounts, disconnect Marli in that client, connect it again, and complete browser sign-in for the intended organization.

04 / Verify

Confirm the account before asking business questions.

Run this once after connecting. Marli should identify the approved organization and report which of the two supported sources that account can reach.

Use Marli to tell me which Lytica organization this authenticated connection belongs to, and which of Adtelligent, Calendly, Snowflake, Databricks or BigQuery is available to me through this connection. Do not guess or use web search.