Create refund
This tool will refund a payment intent in Stripe.
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Integrate Stripe MCP
with your AI CRM
Work with Stripe customers, products, payments, and related account resources.
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Get stripe account info
This will get the account info for the logged in Stripe account.
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List available accounts or orgs
Lists all Stripe accounts in this session with their stripe_context and livemode values. [USAGE NOTES] - Call this first to get stripe_context and livemode before any account-specific operation. [AGENT BEHAVIOR] - After calling, ask the user which account to use unless already specified. - Warn the user before switching between testmode and livemode.
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Manage stripe accounts
Returns a URL to the Stripe Dashboard where users can add accounts, remove accounts, or change permissions for this session. [USAGE NOTES] - Use when the user wants to add, remove, or modify permissions for an account. - Call this directly — no need to call list_available_accounts_or_orgs first. [AGENT BEHAVIOR] - Present the URL to the user and wait for them to confirm they completed their changes. - After confirmation, call list_available_accounts_or_orgs to sync the updated account list.
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Search stripe documentation
Search the Stripe documentation for the given question and language. It takes two arguments: - question (str): The user question to search an answer for in the Stripe documentation. - language (str, optional): The programming language to search for in the documentation.
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Send stripe mcp feedback
Submit feedback from user or agent about Stripe's MCP server tools. Valid: "the search tool returned irrelevant results", "I wish there was a tool for X" Invalid: Stripe API complaints, AI model issues, IDE/environment problems - Only call when feedback clearly targets MCP tools. - If feedback is about one specific tool, include its name in tool_name. - If feedback is from user, quote their exact message and set source to "user". - If a tool didn't follow your expectations as an agent, set source to "agent".
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Stripe analytics
This tool is for analyzing Stripe Sigma and Metrics data (e.g. about revenue, charges, products, invoices, subscriptions, disputes, transactions, tax tables, payments etc) and running SQL-based reporting queries. Use it for historical analytics, aggregations, and business intelligence questions (e.g. MRR, churn, cohorts, revenue trends). Prefer this tool over making multiple Stripe API calls that would need to be joined or aggregated client-side. ## SQL Query Runs **execute_query_run**: Runs a SQL query (Trino) against reporting tables. Requires `sql`. Returns a QueryRun object; use retrieve_query_run to poll. **retrieve_query_run**: Retrieves a QueryRun's status and results. Requires `query_run_id`. **search_query_tables**: Searches available reporting tables by keyword. Requires `search_string`. **retrieve_query_table**: Gets full schema for a specific table. Requires `table_name`, which is the `name` parameter in each table. **execute_query_template**: Starts a pre-built query template for subscription/billing metrics (Trino, async). Requires `metric`. Optional: `dimensions`, `grains`, `metric_filters`. Returns a `query_run_id`; use retrieve_query_template to poll for results. **retrieve_query_template**: Retrieves the status/results of a template run started by execute_query_template. Requires `query_run_id`. ### workflow (custom SQL): 1. search_query_tables: find relevant tables 2. retrieve_query_table: get column names and types 3. execute_query_run: run SQL 4. retrieve_query_run: poll status, get download link ### workflow (query templates): 1. execute_query_template: start a template-based metric query (returns a query_run_id) 2. retrieve_query_template: poll with query_run_id (exponential backoff) until status is 'succeeded', then get download link ## Return types All monetary values returned by this tool are expressed in the smallest currency unit. For example: - 1000 is 10 USD (most two-decimal currencies like GBP, EUR, AUD, CAD, divide by 100 to get the major unit value) - 10 is 10 JPY (zero-decimal currency) - 10000 is 10 BHD (three-decimal currency) - 1000000 is 1 USDC If you don't know how many decimals are in a currency's minor units, use the search_stripe_documentation tool to look it up in https://docs.stripe.com/currencies#minor-units
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Stripe api details
Get detailed parameter information for a specific Stripe API operation. Provide the stripe_api_operation_id from stripe_api_search results to see all path, query, and body parameters with their types, descriptions, and whether they are required. Use before calling the relevant Stripe API execution tool for operations with nested object fields. The response may include an "LLM Context" section with usage guidance specific to the operation — follow any instructions there.
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Stripe api read
Read data from any Stripe API GET operation: 1. Use stripe_api_search to find the operation ID. 2. Use stripe_api_details to understand its parameters (required for operations with nested object fields like address, metadata, or restrictions). 3. Call this tool with the stripe_api_operation_id and a parameters object containing path and query parameters. For mutations (POST/PATCH/PUT/DELETE), use stripe_api_write instead. Monetary values in responses are in the smallest currency unit (e.g. 1000 = $10.00 USD for most currencies).
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Stripe api search
Search for Stripe API operations by providing an intent and a resource to operate on. For the resource, use a specific, descriptive phrase (e.g. "issuing card transactions", "payout methods", "outbound payments") rather than a single generic noun — Stripe has many similar resources, and the extra qualifiers help disambiguate between them rather than causing a miss. Only fall back to the bare core noun (e.g. "transactions") if a specific multi-word search returns no results. Returns matching operations with their HTTP method, path, summary, and top-level parameter names with types. Does not include parameter descriptions, enum values, or nested object fields — use stripe_api_details to get those before calling the relevant Stripe API execution tool.
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Stripe api write
Write data via any Stripe API POST/PATCH/PUT/DELETE operation: 1. Use stripe_api_search to find the operation ID. 2. Use stripe_api_details to understand its parameters (required for operations with nested object fields like address, metadata, or restrictions). 3. Call this tool with the stripe_api_operation_id and a parameters object containing path, query, and body parameters. For read-only lookups (GET), use stripe_api_read instead. All monetary amounts must be in the smallest currency unit (e.g. 1000 = $10.00 USD for most currencies).
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Stripe implementation planner
Stripe payment integration planner. Use this tool to help users accept payments, sell products online, set up billing, or build any Stripe integration. Call this BEFORE writing code when the user wants to charge customers, add a checkout flow, handle subscriptions, create invoices, or monetize their app. WHEN TO USE: Call this tool when the user wants to: - Accept payments, take payments, or charge customers (credit cards, bank transfers, wallets) - Sell online, build e-commerce, add a shopping cart, or create a checkout page - Set up subscriptions, recurring billing, metered billing, or usage-based pricing - Send invoices or collect one-time payments - Add Stripe to their app, integrate Stripe, or build a payment flow - Understand which Stripe products to use (Checkout, Elements, Payment Intents, Connect, Billing) - Plan an integration architecture before writing code - Monetize an app, add billing, or start charging users FIRST CALL GUIDANCE: Ask the user about their business and payment requirements before choosing a use case: - What do they sell? (physical goods, digital products, SaaS, services, marketplace) - Payment model? (one-time, subscriptions, invoices, usage-based) - Platform? (web, mobile app, in-person, payment links) - Complexity? (simple payment link vs. custom integration in existing tech stack) Then pass their full description as the message parameter. Returns JSON with use cases, decision trees, documentation links, and a guide_id for follow-up calls. RULES: - Do NOT pass a guide_id unless you received it from this tool in this conversation. - Do NOT retry with different guide_ids if one fails — omit guide_id to start fresh.
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How the Stripe MCP integration works
The Stripe MCP integration connects your Dench AI CRM directly to Stripe MCP, so agents can read and act on your Stripe MCP data as part of everyday work — answering questions in chat, keeping your CRM in sync, and running automations without anyone copying data between tools.
12 actions are available for agents to invoke on your behalf. Every call runs through Stripe MCP's own authorization, scoped to the account you connect.
Set up Stripe MCP in Dench
- 1
Sign in to your Dench workspace and open Integrations.
- 2
Find Stripe MCP and click Connect — you'll authorize access through Stripe MCP's own sign-in flow. No API keys or code required.
- 3
Ask an agent to use Stripe MCP in chat, or call it from an automation.
- 4
Manage or disconnect the connection any time from workspace settings.
Frequently asked questions
How does the Stripe MCP integration work with Dench?
The Dench Stripe MCP integration connects your AI CRM to Stripe MCP, so AI agents can work with your Stripe MCP data as part of chats, automations, and CRM workflows. You connect your account once, and every agent in your workspace can use it — governed by your workspace permissions.
What actions can AI agents perform with Stripe MCP via Dench?
The Stripe MCP integration currently exposes 12 actions, including Create refund, Get stripe account info, List available accounts or orgs, Manage stripe accounts, Search stripe documentation, and Send stripe mcp feedback. Agents invoke them on your behalf from chat or from automations.
Do I need to write code to connect Stripe MCP to Dench?
No. You connect Stripe MCP from your Dench workspace using Stripe MCP's own sign-in and authorization flow — no API keys to copy, no glue code to maintain.
Is the Stripe MCP integration secure?
Connections are authorized through Stripe MCP's own authentication flow, and Dench stores only the authorization needed to act on your behalf. You can review and disconnect the Stripe MCP connection from your workspace settings at any time.