Stripe
 · MCP Server

Connect Stripe to Your AI Agent

One MCP connection. Full Stripe context. No more tab-switching — just ask.

46K+ metrics · Read & Write access · 500+ platforms · <60s setup
📈 Read

Read: Instant Answers from Stripe

Stop rebuilding revenue summaries from Stripe exports every week. Ask your AI agent to surface MRR trends, churn events, failed payments, subscription upgrades, and revenue breakdowns by cohort — without writing a single query.

Your AI agent reads harmonized data across 500+ platforms. "Cost" in Google Ads and "spend" in Meta Ads resolve to the same field automatically.

Example prompts
"Show anomalies across all accounts" 2h → 40s
"CPL in New York vs. California?" 1h → 30s
"ROAS by campaign type, last 30 days" 45m → 15s
Works with Claude ChatGPT Cursor +5
Write actions
"Launch A/B test, $5K budget" 5 days → 20m
"Shift 20% of Display to PMax" 2h → 1m
"Pause all ad groups with CPA > $50" 30m → 10s
🛡 Every action logged · Fully reversible · SOC 2 certified
🚀 Write

Write: Automate Stripe Actions

Issue refunds, apply coupons, update subscriptions, and create invoices — all through natural language. Handle routine Stripe operations in seconds instead of navigating dashboards.

250+ governance rules enforce naming conventions, budget limits, and KPI thresholds. SOC 2 Type II certified.

⚠️ Monitor

Monitor: Catch Stripe Issues Before They Escalate

Track revenue anomalies, payment failures, and churn signals automatically. Get AI-summarized alerts before a failed payment campaign becomes a revenue hole.

Automated weekly reports, anomaly flagging, and budget alerts — all from a single conversation. No more morning check-ins across 5 dashboards.

Monitor prompts
"Flag ad groups over 120% budget" 3h → 1m
"Weekly report: spend, CPA, anomalies" 3h → auto
"Which creatives are fatiguing?" 2h → 30s
Alerts sent to Slack, email, or your AI agent
💡
Ideate
🚀
Launch
📈
Measure
🔍
Analyze
📝
Report
🔄
Iterate
One conversation. All six phases. Every platform.
🔄 Full Cycle

The Closed Loop: Read → Decide → Write → Monitor

Issue refunds, apply coupons, update subscriptions, and create invoices — all through natural language. Handle routine Stripe operations in seconds instead of navigating dashboards.

Every phase runs through the same MCP connection. One protocol, all platforms, full governance. No switching between tools.

Challenge 1

Revenue Reporting Requires Manual Stripe Exports Every Time

THE PROBLEM

Finance and revenue teams rebuild Stripe reports from scratch every week — exporting CSVs, cleaning data, calculating MRR, churn, and expansion revenue in spreadsheets. The process takes two to four hours each time. Different people run slightly different calculations, leading to mismatched numbers in executive presentations.

HOW MCP SOLVES IT

Ask your AI agent for any revenue metric on demand. It queries Stripe's API directly, calculates MRR, churn, and expansion using consistent logic, and returns a formatted summary with trend data — in under two minutes, every time.

Try asking
"Show ROAS across all 120 accounts"
Answer in seconds
All data sources, one query
Try asking
"What's my CPL in New York vs. California?"
🔍
Full detail preserved
No data loss on export
Challenge 2

Failed Payments Go Unnoticed Until Churn Happens

THE PROBLEM

Stripe sends failed payment emails, but nobody owns the remediation workflow. By the time finance notices a spike in failed payments, some customers have already churned or disputed charges. There's no proactive monitoring that correlates failed payments with customer health signals and triggers a recovery campaign before it's too late.

HOW MCP SOLVES IT

Improvado MCP monitors Stripe payment failures in real time and correlates them with subscription age and plan tier. Your AI agent identifies high-LTV customers with actionable failures and can trigger recovery sequences — or alert the success team before the window closes.

Challenge 3

Subscription Changes Are Invisible Until End-of-Month

THE PROBLEM

Subscription upgrades, downgrades, and plan changes happen continuously in Stripe, but most teams only see the aggregate in their monthly close. By then, a pattern of downgrades from a particular customer segment could have been happening for three weeks — long after the window to intervene and retain those accounts.

HOW MCP SOLVES IT

Ask your AI agent for a real-time subscription change feed. It surfaces upgrades, downgrades, and plan changes as they happen, segmented by cohort, plan, or customer tier — giving you the visibility to act before churn completes.

Try asking
"PMax vs. Search ROAS for Q1?"
⚖️
Unified data model
Compare anything side by side
Agency CEO
Portfolio health. Client risk. Revenue signals.
Media Strategist
70% strategy, not 70% ops. Auto campaign QA.
Marketing Analyst
Zero wrangling. Cross-platform. AI narratives.
Account Manager
QBR decks auto-generated. Call prep in 30s.
Creative Director
Performance-to-brief. Predict winners before spend.
👥 Teams

One Framework. Five Roles. Zero Setup.

Same MCP connection, different workflows for every team member. Agency CEOs get portfolio health. Media Strategists get campaign QA. Analysts get cross-platform reports. Account Managers get auto-generated QBR decks. Creative Directors get performance-based briefs.

Each role asks in natural language. The MCP server handles the complexity — rate limits, auth, schema normalization, governance — behind the scenes.

Frequently Asked Questions

What is Stripe MCP?
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Stripe MCP is a Model Context Protocol server that connects your Stripe account to AI agents like Claude, ChatGPT, and Gemini. It lets you query revenue data, subscription events, payment history, and customer details in natural language — and take write actions like issuing refunds or applying coupons — without logging into the Stripe dashboard.

Which Stripe data can I access through the MCP server?
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Charges, payments, refunds, subscriptions, customers, invoices, products, plans, coupons, disputes, and payout history. You can query individual records or aggregate metrics like MRR, churn rate, average revenue per user, and net revenue retention.

Can the AI agent modify Stripe data, or only read it?
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Both. Read operations include querying payments, subscriptions, and revenue analytics. Write operations include issuing refunds, creating invoices, applying coupons, updating subscription plans, and pausing or canceling subscriptions. Write permissions are controlled by the Stripe API key scope you provide.

Does this work with Stripe Connect and multiple accounts?
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Yes. Improvado MCP supports Stripe Connect for platforms managing multiple connected accounts. You can query data across connected accounts in aggregate or drill into a specific account — controlled by your connected account credentials.

Is my Stripe data secure through the MCP server?
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Yes. Improvado stores Stripe API keys in an encrypted vault certified to SOC 2 Type II. The AI agent never has direct access to your keys — all requests go through Improvado's secure proxy. You control which Stripe API permissions to grant during setup.

How quickly can I set this up?
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Under 60 seconds. Add your Stripe restricted API key (read-only or read/write depending on your use case), configure the MCP server URL in your AI agent, and you're querying. Improvado users with Stripe already connected can start immediately.

What is Stripe MCP?
Stripe MCP is a Model Context Protocol server that connects your Stripe account to AI agents like Claude, ChatGPT, and Gemini. It lets you query revenue data, subscription events, payment history, and customer details in natural language — and take write actions like issuing refunds or applying coupons — without logging into the Stripe dashboard.
Which Stripe data can I access through the MCP server?
Charges, payments, refunds, subscriptions, customers, invoices, products, plans, coupons, disputes, and payout history. You can query individual records or aggregate metrics like MRR, churn rate, average revenue per user, and net revenue retention.
Can the AI agent modify Stripe data, or only read it?
Both. Read operations include querying payments, subscriptions, and revenue analytics. Write operations include issuing refunds, creating invoices, applying coupons, updating subscription plans, and pausing or canceling subscriptions. Write permissions are controlled by the Stripe API key scope you provide.
Does this work with Stripe Connect and multiple accounts?
Yes. Improvado MCP supports Stripe Connect for platforms managing multiple connected accounts. You can query data across connected accounts in aggregate or drill into a specific account — controlled by your connected account credentials.
Is my Stripe data secure through the MCP server?
Yes. Improvado stores Stripe API keys in an encrypted vault certified to SOC 2 Type II. The AI agent never has direct access to your keys — all requests go through Improvado's secure proxy. You control which Stripe API permissions to grant during setup.
How quickly can I set this up?
Under 60 seconds. Add your Stripe restricted API key (read-only or read/write depending on your use case), configure the MCP server URL in your AI agent, and you're querying. Improvado users with Stripe already connected can start immediately.

Stop Reporting. Start Executing.

Connect your data to an AI agent in under 60 seconds. The closed loop starts with one conversation.

SOC 2 Type II
GDPR
500+ Platforms
46K+ Metrics