Stripe MCP Server
MCP ServerFreeManage Stripe payments, customers, and subscriptions via MCP.
Capabilities15 decomposed
framework-agnostic stripe api abstraction with multi-framework adapters
Medium confidenceProvides a unified StripeAPI core class that wraps the official Stripe SDK and exposes a consistent interface, with framework-specific adapter layers (LangChain, OpenAI, MCP, CrewAI, Vercel AI SDK, Cloudflare Workers) that translate the core API into each framework's native tool format. Uses a layered architecture pattern where framework integrations inherit from or compose the StripeAgentToolkit base class, enabling code reuse across TypeScript and Python implementations while maintaining framework-native semantics.
Official Stripe implementation with unified StripeAPI core class that adapts to 6+ frameworks (MCP, OpenAI, LangChain, CrewAI, Vercel AI SDK, Cloudflare Workers) via framework-specific toolkit adapters, eliminating duplicate Stripe integration code across frameworks
Official Stripe backing ensures API coverage stays current and integrations are maintained; multi-framework support in single package beats maintaining separate Stripe integrations per framework
schema-based function calling with multi-provider tool registration
Medium confidenceConverts Stripe operations into framework-native function schemas (OpenAI function definitions, LangChain StructuredTool with Pydantic models, MCP Tool with JSON schemas) by introspecting the StripeAPI method signatures and generating schema definitions that include parameter validation, descriptions, and type information. Each framework adapter registers tools with its native function-calling mechanism, handling serialization of Stripe response objects back to the framework's expected output format.
Generates framework-native function schemas from Stripe SDK introspection, with automatic parameter validation and type coercion specific to each framework's schema format (OpenAI JSON schema vs LangChain Pydantic vs MCP JSON schema)
Automatic schema generation from Stripe SDK beats manual schema definition; framework-specific adapters ensure schemas match each framework's exact requirements vs generic JSON schema that may not validate correctly
paid tools system with checkout integration and feature monetization
Medium confidenceEnables agents to monetize specific capabilities by gating them behind Stripe checkout flows. When an agent invokes a paid tool, the toolkit creates a Stripe checkout session and returns a payment link to the user. The agent can then verify payment completion before executing the gated capability. This allows developers to build freemium agent applications where premium features require payment, with Stripe handling the payment processing and checkout UI.
Integrates Stripe checkout directly into agent tool execution, allowing agents to gate capabilities behind payment flows and verify payment completion before executing gated operations
Framework-native paid tool integration beats manual checkout implementation; automatic payment verification reduces agent complexity vs manual payment status checking
ai-powered stripe documentation search with semantic retrieval
Medium confidenceProvides agents with a tool to search Stripe's official documentation using semantic search, allowing agents to look up API details, pricing information, and best practices without leaving the agent context. The toolkit embeds Stripe documentation and uses semantic similarity to retrieve relevant documentation sections based on agent queries. This enables agents to self-serve documentation lookups and understand Stripe capabilities without requiring developers to manually provide documentation context.
Embeds Stripe's official documentation and provides semantic search capability to agents, enabling self-serve documentation lookups without requiring manual context injection
Semantic search over Stripe docs beats keyword search; reduces need for manual documentation context in agent prompts vs agents having to ask developers for API details
connected accounts support with context-based account switching
Medium confidenceEnables agents to work with Stripe connected accounts (platforms with multiple merchant accounts) by accepting account context that specifies which connected account to operate on. The toolkit routes API calls to the specified connected account using Stripe's account header mechanism, allowing agents to manage multiple merchant accounts without requiring separate toolkit instances. This is essential for marketplace and platform applications where a single agent needs to operate across multiple merchant accounts.
Supports Stripe connected accounts through context-based account switching, allowing single agent instances to operate across multiple merchant accounts without toolkit recreation
Context-based account switching beats creating separate toolkit instances per account; reduces complexity for marketplace agents vs manual account management
multi-language support with typescript and python implementations
Medium confidenceProvides identical toolkit functionality in both TypeScript and Python, with framework-specific implementations for each language (TypeScript: LangChain, OpenAI, MCP, Vercel AI SDK, Cloudflare Workers; Python: LangChain, CrewAI, OpenAI). Both implementations share the same core StripeAPI abstraction and expose the same operations, allowing developers to choose their preferred language and framework while maintaining consistent Stripe integration behavior. The toolkit is built on top of official Stripe SDKs (stripe-js for TypeScript, stripe for Python).
Official Stripe toolkit with identical implementations in TypeScript and Python, supporting 6+ frameworks across both languages with shared core StripeAPI abstraction
Official multi-language support beats community implementations; consistent API across languages reduces migration friction vs language-specific Stripe wrappers
mcp protocol compliance with standard tool registration and execution
Medium confidenceImplements the Model Context Protocol (MCP) specification for Stripe operations, exposing all toolkit capabilities as MCP tools that can be discovered and invoked by MCP-compatible clients (Claude, custom agents, etc.). The MCP implementation follows the standard MCP tool format with JSON schemas for input validation and structured output, enabling seamless integration with any MCP-compatible client without framework-specific adapters. Tools are registered with the MCP server at startup and made available to clients through the standard MCP discovery mechanism.
Official Stripe MCP server implementation with full protocol compliance, enabling seamless integration with Claude and other MCP-compatible clients without custom adapters
Official MCP implementation beats community MCP servers; protocol compliance ensures compatibility with all MCP clients vs framework-specific integrations
configuration-based permission system for granular tool access control
Medium confidenceImplements a permission configuration layer that allows developers to selectively enable/disable Stripe operations at toolkit initialization time, controlling which tools are exposed to the agent. The configuration system uses a declarative approach where permissions are specified per operation (e.g., 'create_customer', 'refund_payment') and enforced at the StripeAgentToolkit adapter level before tools are registered with the framework. This prevents agents from accessing sensitive operations like refunds or subscription cancellations unless explicitly permitted.
Declarative permission system at toolkit initialization that filters which Stripe operations are exposed to agents, with framework-specific enforcement (tools not registered with LangChain/OpenAI/MCP if disabled) rather than runtime checks
Prevents unauthorized operations at registration time vs runtime checks; clearer intent than relying on agent prompt instructions to avoid sensitive operations
customer lifecycle management with create, list, update, and metadata operations
Medium confidenceProvides a complete customer management interface that allows agents to create new Stripe customers with email/name/metadata, list customers with filtering and pagination, update customer details (email, description, metadata), and manage customer metadata for storing application-specific data. Operations are exposed as framework-native tools that handle parameter validation, Stripe API calls, and response serialization. Metadata operations enable agents to attach custom application state to customers without modifying Stripe's core customer schema.
Exposes Stripe customer operations as framework-native tools with automatic metadata serialization and pagination handling, allowing agents to manage customer lifecycle without direct Stripe SDK calls
Framework-native tool interface beats raw Stripe SDK calls for agents; automatic pagination and metadata handling reduces agent complexity vs manual Stripe API interaction
payment intent creation and status tracking with payment method handling
Medium confidenceEnables agents to create payment intents with specified amounts, currencies, and payment methods, then track their status through the payment lifecycle (requires_payment_method, requires_confirmation, succeeded, canceled). Agents can retrieve payment intent details, confirm intents to trigger payment processing, and handle payment method attachment. The toolkit abstracts Stripe's payment intent state machine, allowing agents to understand and react to payment status changes without managing the full complexity of Stripe's payment flow.
Abstracts Stripe's payment intent state machine into agent-friendly tool operations with automatic status tracking and payment method handling, hiding the complexity of Stripe's payment flow from the agent
Framework-native tools for payment intents beat raw Stripe SDK calls; automatic state tracking and error handling reduces agent logic complexity vs manual payment flow management
subscription management with creation, listing, and cancellation
Medium confidenceProvides agents with tools to create recurring subscriptions for customers with specified products/prices and billing intervals, list active subscriptions for a customer, retrieve subscription details, and cancel subscriptions with optional proration handling. The toolkit manages the subscription lifecycle, allowing agents to understand subscription status (active, past_due, canceled, unpaid) and handle common subscription operations without managing Stripe's subscription state machine directly.
Exposes Stripe subscription lifecycle as agent-friendly tools with automatic status tracking and proration handling, abstracting the complexity of subscription state management from the agent
Framework-native tools for subscriptions beat raw Stripe SDK calls; automatic status tracking and proration calculations reduce agent logic complexity vs manual subscription management
invoice and billing operations with creation, listing, and payment tracking
Medium confidenceEnables agents to create invoices for customers with line items and custom amounts, list invoices with filtering by customer or status, retrieve invoice details, and track invoice payment status. Agents can finalize invoices to trigger payment collection and handle invoice-related operations like sending reminders or marking as paid. The toolkit abstracts Stripe's invoice object model, allowing agents to manage billing workflows without understanding Stripe's invoice state machine.
Exposes Stripe invoice operations as agent-friendly tools with automatic status tracking and line item handling, allowing agents to manage invoicing workflows without direct Stripe SDK calls
Framework-native tools for invoices beat raw Stripe SDK calls; automatic status tracking and line item serialization reduce agent complexity vs manual invoice management
refund and dispute management with reason tracking and status monitoring
Medium confidenceProvides agents with tools to create refunds for charges with specified amounts and reasons, list refunds for a charge or customer, retrieve refund details, and track refund status through the processing lifecycle. Agents can also retrieve dispute information and understand dispute status (warning_under_review, warning_closed, needs_response, under_review, won, lost). The toolkit abstracts Stripe's refund and dispute workflows, allowing agents to handle payment reversals and customer disputes without managing complex state machines.
Exposes Stripe refund and dispute operations as agent-friendly tools with automatic status tracking and reason validation, allowing agents to handle payment reversals and disputes without managing complex Stripe workflows
Framework-native tools for refunds/disputes beat raw Stripe SDK calls; automatic status tracking and reason validation reduce agent complexity vs manual refund/dispute management
balance and financial reporting with account balance retrieval and transaction history
Medium confidenceEnables agents to retrieve account balance information (available balance, pending balance, reserved balance) and query transaction history with filtering by date range, transaction type, and amount. Agents can understand account financial status and identify specific transactions for reconciliation or reporting purposes. The toolkit abstracts Stripe's balance and transaction APIs, providing agents with financial visibility without requiring deep knowledge of Stripe's accounting model.
Exposes Stripe balance and transaction APIs as agent-friendly tools with automatic filtering and pagination, allowing agents to understand account financial status without direct Stripe SDK calls
Framework-native tools for balance/transactions beat raw Stripe SDK calls; automatic pagination and filtering reduce agent complexity vs manual transaction querying
usage-based billing with meter event recording and consumption tracking
Medium confidenceProvides agents with tools to record meter events for usage-based billing, allowing customers to be charged based on actual consumption (API calls, storage, compute hours, etc.). Agents can record events with customer_id, meter_id, and quantity, and the toolkit handles event aggregation and billing calculation. This enables flexible, consumption-based pricing models where charges are calculated based on recorded usage rather than fixed subscription amounts.
Exposes Stripe meter event recording as agent-friendly tools with automatic event aggregation and consumption tracking, enabling usage-based billing workflows without manual meter management
Framework-native tools for meter events beat raw Stripe SDK calls; automatic event deduplication and consumption aggregation reduce agent complexity vs manual usage tracking
Capabilities are decomposed by AI analysis. Each maps to specific user intents and improves with match feedback.
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Dart
Transform workflows with AI: intuitive, customizable, seamlessly...
Best For
- ✓AI agent developers building with LangChain, OpenAI, CrewAI, or Vercel AI SDK
- ✓Teams maintaining multiple agent frameworks and needing unified payment infrastructure
- ✓Stripe partners building agent-based payment applications
- ✓Developers building LLM agents that need structured, validated Stripe function calls
- ✓Teams using OpenAI function calling, LangChain agents, or MCP-compatible clients
- ✓Applications requiring strict parameter validation before Stripe API calls
- ✓Developers building freemium agent applications with premium features
- ✓SaaS agents that need to monetize specific capabilities
Known Limitations
- ⚠Framework-specific features (e.g., OpenAI's parallel tool calling) may not translate identically across adapters
- ⚠Adds abstraction layer overhead (~50-100ms per tool invocation due to adapter translation)
- ⚠Configuration must be duplicated per framework if using framework-specific options beyond core Stripe parameters
- ⚠Schema generation is static at toolkit initialization; dynamic Stripe API changes require toolkit rebuild
- ⚠Complex Stripe objects (nested customer metadata, custom invoice line items) may not serialize perfectly across all frameworks
- ⚠OpenAI function calling has 128KB token limit for all function schemas combined; large Stripe operation sets may exceed this
Requirements
Input / Output
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About
Official Stripe MCP server for payment processing integration. Exposes tools for creating customers, payment intents, subscriptions, invoices, and querying transaction data from Stripe accounts.
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