Build a Stripe revenue dashboard with Claude
Connect the Stripe MCP server to Claude, ask for an MRR and churn dashboard from your live numbers, and publish it to a link your team comments on directly — no BI tool, no screenshots pasted into Slack.
drafty.im/canvas/… link. Your team clicks the exact chart or number they want changed and leaves a note. Claude reads the comments and ships a revised version to the same URL.This is an end-to-end example: connect a data source over MCP, generate a dashboard from live numbers, and close the review loop on one link. Total time, start to shared link, is under fifteen minutes. The same shape works for any of the other examples — only the connection step changes.
Here's the finished dashboard, published to a canvas — click any tile or number to leave a comment, exactly as your team would:
The three moving parts
- The Stripe MCP server gives Claude read access to your Stripe account — balance, charges, subscriptions, invoices, customers — through a controlled set of tools. You approve what it can touch.
- Claude pulls the numbers and writes a single self-contained HTML dashboard. You iterate on it in the artifact panel until it's right.
- Drafty turns that HTML into a stable link your team reviews. Comments pin to the exact element; Claude ships the fix to the same URL.
The generation step is fast now. The part this example is really about is the third one — getting the dashboard in front of people without losing their feedback to a screenshot circled in Preview.
Step 1 — Connect the Stripe MCP server
Stripe runs an official remote MCP server at https://mcp.stripe.com. You connect once; it authenticates over OAuth, so no key is pasted into a config file.
In Claude Code:
Then run /mcp inside Claude Code and follow the OAuth prompt to authorize the account. When you authorize, grant read scopes only — this dashboard never needs to write to Stripe.
In Claude Desktop: open Settings → Connectors → Add custom connector, paste https://mcp.stripe.com, and authorize with OAuth the same way.
Step 2 — Pull the numbers
Ask Claude in plain language. It uses the MCP server's read tools (stripe_api_read, stripe_api_search) to fetch real data:
Claude calls Stripe, returns the figures, and you sanity-check them against the Stripe dashboard before going further. This is the moment to catch a wrong assumption — a test-mode key, a currency mix, a subscription status you didn't expect — while it's cheap.
Step 3 — Build the dashboard
Once the numbers look right, ask for the artifact:
Claude renders it live in the artifact panel. Iterate in place — you're not regenerating from scratch:
- "Make MRR the biggest number and put churn right under it."
- "Add a 6-month MRR trend line."
- "Format the currency and round to whole dollars."
Step 4 — Publish to Drafty for review
A Claude artifact link is a preview, not a stable URL — iterate the artifact and the link you already sent now shows the old version. Ask Claude to publish it to a Drafty canvas instead, so the link you share always stays current:
Claude pushes the dashboard and hands back a drafty.im/canvas/… link that renders on any device. Send it — your team opens it in a browser, no login and no Claude account needed.
Step 5 — The review loop
This is the part that's not obvious until you've done it once.
A reviewer clicks the specific tile, chart, or number they want changed and leaves a pinned comment — "this churn figure looks high, are we counting trial cancellations?" The comment is anchored to that element, not floating in a Slack thread. Claude reads the comments through the CLI, reruns the relevant Stripe query if needed, and pushes a revised dashboard to the same URL. The reviewer refreshes and sees the change; the thread stays attached to the element.
The mechanic matters because of what it removes. A Slack message about a chart produces "the number on the left looks wrong." A pinned comment on the actual tile produces "this — exclude trial cancellations from the churn count." One of those produces a correct revision; the other produces a guess.
Keeping it fresh
An MCP-generated dashboard is a snapshot — it holds the numbers Claude pulled when it built it; it doesn't re-query Stripe when someone opens the link. For a weekly review or a board-ready snapshot, that's fine.
To make it a live canvas that always shows today's figures, copy this prompt — Claude sets up the refresh for you and schedules it to run on its own:
The link stays stable while the content updates underneath it — see keeping a canvas updated automatically.
What to watch for
- Read-only, always. A revenue dashboard needs read access and nothing more. Scope the OAuth grant or restricted key accordingly.
- Check the figures before you share. The MCP returns exactly what you ask for — if your "MRR" query double-counts annual plans or includes canceled-but-not-expired subscriptions, the dashboard will confidently show the wrong number. Reconcile against the Stripe dashboard once.
- The link is the deliverable, not the artifact. Share the Drafty URL, not the Claude artifact preview — that's the one you can update in place.
Stripe dashboard with Claude — FAQ
- Do I need to paste my Stripe secret key anywhere?
- No. The remote Stripe MCP server at mcp.stripe.com authenticates over OAuth, so you authorize the account through a consent screen instead of pasting a key. For an unattended agent, use a restricted API key scoped to read access — never a full secret key, and never committed to a repo.
- Is the dashboard live or a snapshot?
- A snapshot. It contains the numbers Claude pulled when it built the file; it does not re-query Stripe when someone opens the link. To refresh it, ask Claude to repull and re-push to the same URL — or put that on a daily schedule so the stable link always shows current numbers.
- Can my team comment without a Stripe or Claude account?
- Yes. The dashboard is published to a Drafty canvas link that renders in any browser. Reviewers click the exact element they want changed and leave a pinned comment with no login required. Only the person connecting Stripe needs access to the account.
- Is it safe to give Claude access to my Stripe account?
- Connect with read-only OAuth scopes or a read-scoped restricted API key, and a revenue dashboard never needs more than that. Every tool call is mediated by the MCP server, and in Claude you approve actions. Don't grant write scopes for a read-only reporting task.
- How is this different from a Stripe Sigma or BI dashboard?
- Sigma and BI tools query live data against a model you maintain — the right choice for governed reporting at scale. This approach is for a fast, shareable snapshot you can spin up in minutes and iterate by talking to Claude, then collect feedback on inline. Different jobs: one is a standing system, the other is a quick reviewable deliverable.