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Planned, not doneThe source describes an intention, not a finished result.

Reconcile Stripe payouts and spot dispute trends with an agent on read-only access

Stripe’s docs explain how to connect Claude, ChatGPT or Cursor to Stripe’s MCP server with read-only data permissions, then ask it to tie payouts back to payments, refunds, disputes and fees.

Try the promptRead the original (opens in a new tab)

The problem

How it works

Stripe documents an “analyze your data with AI” setup. You install Stripe’s agent plugin in a supported agent such as Claude Code, Codex or Cursor, or add the hosted Stripe MCP server manually in another client, then sign in to Stripe and approve access. Stripe recommends granting only read permissions for metrics, queries and reports, so the agent can analyse data without changing anything. Its example questions include reconciling every payout from the past three months to the payments, refunds, disputes, fees and transfers behind it and showing any amounts that do not tie out, and breaking down last week’s disputes and refunds by payment method and reason.

Results and limitations

This is vendor documentation with example questions and no reported results, so it is marked planned. The MCP server is labelled a public preview.

Before you try it

Grant only the read permissions Stripe lists; you can grant only what your own Dashboard role already has. Never paste a secret key into a chat; Stripe says to use sign-in or an agent API key set up by an admin. Check any discrepancy the agent reports against the Dashboard before you act on it. Stripe says the Queries API is free until 31 January 2027 and usage-based after that. Results depend on your setup and were not independently reproduced by Top 200 Repos.

Tools and repositories

Tools
Stripe MCP server or Stripe agent plugin · Claude, ChatGPT, Cursor or another MCP client
Prerequisites
A Stripe account where you can view the data, and an MCP-capable agent.

Try it yourself: Ask for a payout reconciliation you can check

Fill the fields to adapt the prompt. Empty fields stay as visible [placeholders].

Preview
Using read-only Stripe access, reconcile every payout from [Start date] to [End date] to the payments, refunds, disputes, fees and transfers that make it up. Show one row per payout with the expected and actual amounts. List every payout that does not tie out, with the transactions causing the difference and their IDs. Amounts are in [Currency]. Do not create, change or cancel anything in Stripe. If a figure needs an assumption, state it.

Spot-check a few rows against the Stripe Dashboard before sharing the result with your accountant.

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Sources

  1. Analyze your data with AI (opens in a new tab)

    Project documentation · docs.stripe.com · Undated · Source checked 12 Nov 2026, 10:09 UTC

    What this source supports
    • An agent connected through Stripe’s plugin or MCP server can analyse performance, build reports and retrieve financial reports
    • Supported agents include Claude, ChatGPT and Cursor; the plugin is for Claude Code, Codex and Cursor
    • Recommended read permissions: Metrics, Queries and Reports, which let the agent analyse data without changing the account
    • Example question: reconcile each payout from the past three months to payments, refunds, disputes, fees and transfers
    • Do not paste a Stripe secret key into a chat; Queries API is free through 31 January 2027
  2. Model Context Protocol (MCP) (opens in a new tab)

    Project documentation · docs.stripe.com · Undated · Source checked 12 Nov 2026, 10:07 UTC

    What this source supports
    • The Stripe MCP server is in public preview
    • It gives agents tools for the Stripe API and the Stripe knowledge base
    • stripe agent setup installs the plugin for detected agents; manual setup covers Cursor, Claude Code, Claude Desktop and Codex
Report a problem

Reported by source

Answer technical questions by letting async agents run experiments

Simon Willison sends research questions to cloud coding agents such as Claude Code for web and Codex Cloud, which write and run experiments in a dedicated repo and open a PR.

simonwillison.net · 6 Nov 2025anthropics/claude-code, openai/codex
Planned, not done

Build a formula-driven Excel model with the Claude xlsx skill

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github.comanthropics/skills, anthropics/claude-code
Reported by source

Build an on-call investigation agent from your own alert history

Goutham Veeramachaneni connected Claude Code to Grafana's gcx CLI, his code and runbooks, then trained its skill on two weeks of past pages for his services.

gouthamve.dev · 21 Apr 2026anthropics/claude-code
Reported by source

Check every pull request for security flaws with Claude Code’s security review action

Anthropic’s security review GitHub Action has Claude Code read each pull request diff, filter likely false positives and comment on risky lines; the same checks run locally with /security-review.

claude.com · 6 Aug 2025anthropics/claude-code
Reported by source

Get a new OCR model running on unfamiliar GPU hardware with Claude Code in a sandbox

Simon Willison gave Claude Code full permissions inside a Docker container on an NVIDIA Spark and had it get DeepSeek-OCR working; it took four prompts and under 40 minutes, with one nudge from him.

simonwillison.net · 20 Oct 2025anthropics/claude-code, pytorch/pytorch, huggingface/transformers
Reported by source

Let a coding agent run overnight ML training experiments

Point a coding agent at autoresearch so it edits a small GPT training script, runs short timed experiments and keeps what improves.

github.comkarpathy/autoresearch, anthropics/claude-code, openai/codex