How to Connect Stripe to Codex

Query your Stripe data directly from Codex using Sequel’s MCP server. Ask questions in plain English, with no SQL, no dashboards, and no context switching.

Short answer

Connect Stripe to Sequel, then add Sequel's MCP server to Codex using the config on this page. Codex can then query your live Stripe data in plain English, with no connector code and no CSV exports. Both steps take a few minutes.

Example prompts

Everything you can ask Codex about your Stripe data.

Ask in plain English — Sequel translates it into a Stripe query, runs it, and Codex hands back the answer. No SQL, no dashboards, no CSV exports.

What you can ask Codex
  • What's our MRR for May, broken down by plan?
  • How many customers churned last month?
  • Show me the top 10 customers by lifetime revenue.
  • What were our Stripe fees in Q1?
  • List failed payment intents in the last 7 days with the failure reason.

How it works

Three steps to get started

1

Connect Stripe to Sequel

In your Sequel dashboard, go to Connections and add Stripe. Sequel handles authentication and schema discovery automatically.

2

Add Sequel to the agent

Copy the Sequel MCP configuration into Codex's settings file (shown below). Swap in your API key from Settings → API Keys.

3

Ask Codex about your data

Restart Codex and start asking questions. "What's our MRR for May, broken down by plan?" — and get a real answer backed by live Stripe data.

Why Codex

What Codex does with your Stripe data

Grounded answers from real data

Codex with Sequel queries your actual databases before generating code or explanations. Every schema reference, column name, and data shape is verified against what's really there.

Terminal-native data access

No context switching — Codex can pull database data mid-session to inform code generation, write migrations based on actual schemas, and validate assumptions without leaving the terminal.

Agentic data workflows

Codex's multi-step agent can chain Sequel tool calls together: discover schema, sample data, run analysis, then generate code — all in one automated flow.

Configuration

Add Sequel to Codex

Place this in ~/.codex/config.yaml and replace sql_your_api_key with a key from Settings → API Keys.

~/.codex/config.yaml

mcp_servers:
  sequel:
    type: http
    url: https://api.sequel.sh/mcp
    headers:
      Authorization: "Bearer sql_your_api_key"

Install

Install Stripe MCP in Codex

Pick your app and Sequel installs itself: a one-click link where the client supports it, that client’s own few steps where it doesn’t. Every route signs in with your Sequel account over OAuth, so there is no API key to copy and nothing to keep in sync.

Already have an MCP client?

https://api.sequel.sh/mcp

Add it as a remote (streamable HTTP) server and sign in when prompted. Skills come with it; nothing else to install. Manual setup per client

Add Sequel to Codex

Terminal

codex mcp add sequel --url https://api.sequel.sh/mcp
  1. 1Run the command in your terminal. It writes the server to ~/.codex/config.toml.
  2. 2Run codex mcp login sequel and sign in in the browser.
  3. 3Start Codex and ask a question.

Frequently asked questions

How do I connect Stripe to Codex?

You need two things: (1) connect Stripe to Sequel in your Sequel dashboard under Connections, and (2) add the Sequel MCP config to Codex using the setup shown above. Once both are done, Codex can query your Stripe data directly.

What Stripe data can Codex access?

Codex can access any data available through your Stripe connection in Sequel. Use Sequel's search tool to discover available metrics and dimensions, then execute queries to pull the data you need.

Is my Stripe data sent to Codex's servers?

Query results are returned to Codex as context within your conversation. Only the data you explicitly ask about is retrieved. Sequel never stores your query results permanently — they exist only for the duration of the tool call.

Do I need a Sequel account?

Yes. You need a Sequel account to connect Stripe and generate an API key. Sign up free at sequel.sh — no credit card required. Then create a connection to Stripe and generate an API key from Settings → API Keys.

Can I connect multiple Stripe accounts?

Yes. Sequel supports multiple connections of the same type. If you have multiple Stripe accounts or properties, add each as a separate connection in Sequel. Codex will be able to query all of them.

How do I configure Sequel for Codex CLI?

Add the Sequel MCP server to ~/.codex/config.yaml as shown above. Create the file if it doesn't exist. Replace `sql_your_api_key` with a real key from Settings → API Keys, then restart Codex.

Does Codex CLI support HTTP MCP servers?

Yes. Codex CLI supports MCP over HTTP (Streamable HTTP transport). The `type: http` field in the config tells Codex to use this transport when connecting to Sequel.

Can I limit which databases Codex can access?

Sequel MCP is scoped to your organization's connected data sources. You can create separate API keys for different environments and revoke them at any time from Settings → API Keys.

Is this the same as the original OpenAI Codex model?

No — Codex CLI is OpenAI's agentic terminal coding tool, separate from the original Codex language model. It uses the latest OpenAI models (GPT-4o and o-series) with MCP tool support.

How do I connect Stripe to Sequel?

Create a Restricted Key in your Stripe Dashboard with read-only permissions on the resources you want Sequel to query (customers, charges, invoices, subscriptions, etc.), paste it into Sequel's Stripe connector, and click Test. The whole process takes under a minute.

Should I use a Secret Key or a Restricted Key?

Always prefer a Restricted Key. It lets you scope access exactly to the resources Sequel needs (read-only), and you can revoke or rotate it from the Stripe Dashboard at any time without affecting the rest of your integrations.

Does Sequel use Stripe Connect / OAuth?

No. Stripe Connect OAuth is designed for platforms that act on behalf of merchants — marketplaces, billing-on-behalf-of, etc. Sequel reads your own Stripe data, where a Restricted Key is the simpler, narrower grant.

Can Sequel make changes to my Stripe account?

No. The Stripe connector ships only read tools (list customers, list charges, get balance, search, etc.) and you should pair it with a read-only Restricted Key for defense in depth.

Connect Stripe to Codex today

Sign up free, connect your data sources, and start querying in minutes.