{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"stripe-mcp-server","slug":"stripe-mcp-server","name":"Stripe MCP Server","type":"mcp","url":"https://github.com/stripe/agent-toolkit","page_url":"https://unfragile.ai/stripe-mcp-server","categories":["mcp-servers"],"tags":["stripe","payments","billing","official"],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"stripe-mcp-server__cap_0","uri":"capability://tool.use.integration.framework.agnostic.stripe.api.abstraction.with.multi.framework.adapters","name":"framework-agnostic stripe api abstraction with multi-framework adapters","description":"Provides a unified StripeAPI core class that wraps the official Stripe SDK and exposes payment operations through a framework-agnostic interface. Framework-specific integration layers (LangChain, OpenAI, MCP, CrewAI, Vercel AI SDK) adapt this core to each framework's tool calling convention without duplicating business logic. The architecture uses a consistent adapter pattern where each framework's StripeAgentToolkit class transforms core StripeAPI methods into framework-native tool definitions with proper schema validation and error handling.","intents":["I want to use Stripe in my AI agent without rewriting integration code for each framework I support","I need a single source of truth for Stripe operations that works across TypeScript and Python","I want to switch agent frameworks without losing my Stripe integration logic"],"best_for":["AI agent builders supporting multiple frameworks (LangChain, OpenAI, CrewAI, MCP)","Teams building cross-language payment automation (TypeScript + Python)","Developers migrating between agent frameworks who want to preserve Stripe logic"],"limitations":["Adapter pattern adds ~50-100ms overhead per framework translation layer due to schema transformation","Framework-specific features (e.g., OpenAI's parallel function calling) require separate optimization per adapter","No automatic framework detection — must explicitly import the correct framework entry point"],"requires":["Stripe API key (sk_live_* or sk_test_*)","TypeScript 4.5+ or Python 3.8+","Target framework installed (LangChain, OpenAI SDK, etc.)","Official Stripe SDK (stripe package)"],"input_types":["configuration objects","API credentials","framework-specific tool definitions"],"output_types":["framework-native tool objects","structured Stripe API responses","error objects with framework-specific formatting"],"categories":["tool-use-integration","framework-abstraction"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_1","uri":"capability://tool.use.integration.model.context.protocol.mcp.server.for.stripe.with.tool.exposure","name":"model context protocol (mcp) server for stripe with tool exposure","description":"Implements the MCP specification to expose Stripe operations as MCP tools that can be called by any MCP-compatible client (Claude, other AI agents, IDEs). The MCP toolkit adapter converts StripeAPI methods into MCP tool definitions with JSON schema validation, handles MCP protocol messages (requests/responses), and manages the bidirectional communication channel between MCP clients and the Stripe backend. Supports both stdio and HTTP transport modes for flexible deployment.","intents":["I want Claude or other MCP clients to directly call Stripe operations without custom integration code","I need to expose Stripe as a standardized tool that works with any MCP-compatible AI system","I want to deploy Stripe operations as a standalone MCP server that multiple agents can connect to"],"best_for":["Teams using Claude with Stripe and wanting native tool support","Organizations standardizing on MCP for AI agent integrations","Developers building multi-agent systems where Stripe is a shared capability"],"limitations":["MCP protocol adds ~100-200ms latency per request due to serialization and transport overhead","No built-in connection pooling — each MCP client connection maintains separate Stripe API session","Stdio transport mode blocks on I/O, limiting concurrent request handling without process-level multiplexing"],"requires":["MCP client implementation (Claude, custom agent, or IDE plugin)","Node.js 18+ (TypeScript) or Python 3.8+ (Python)","Stripe API key accessible to MCP server process","Network connectivity between MCP client and server (for HTTP transport)"],"input_types":["MCP tool call requests with JSON parameters","MCP protocol messages (initialize, call_tool, etc.)"],"output_types":["MCP tool results with structured Stripe data","MCP protocol responses","error messages in MCP format"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_10","uri":"capability://search.retrieval.stripe.documentation.search.with.ai.powered.semantic.retrieval","name":"stripe documentation search with ai-powered semantic retrieval","description":"Enables agents to search Stripe's official documentation using semantic search (not keyword matching) to find relevant API documentation, guides, and examples. Agents can ask natural language questions like 'How do I handle 3D Secure payments?' and receive relevant documentation excerpts with links. Implemented via embeddings-based search over Stripe's documentation corpus, allowing agents to self-serve documentation lookups without hardcoded knowledge.","intents":["I want my agent to look up Stripe API documentation when it encounters unfamiliar operations","I need agents to find best practices and examples for complex payment scenarios","I want to reduce hallucinations by grounding agent responses in official documentation"],"best_for":["AI agents handling complex payment scenarios requiring documentation reference","Support systems where agents need to provide accurate Stripe guidance","Platforms reducing hallucinations by grounding responses in official docs"],"limitations":["Search results are limited to Stripe's official documentation — does not include community resources or Stack Overflow","Semantic search may miss exact keyword matches if phrased differently","Documentation corpus is static — may lag behind latest Stripe API changes by days/weeks"],"requires":["Stripe API key (for authentication, though search itself doesn't require API calls)","Natural language query or question"],"input_types":["natural language search query","optional filters (API version, topic)"],"output_types":["documentation excerpts with relevance scores","links to full documentation pages","code examples from docs"],"categories":["search-retrieval","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_11","uri":"capability://tool.use.integration.multi.language.support.with.typescript.and.python.implementations","name":"multi-language support with typescript and python implementations","description":"Provides identical functionality across TypeScript and Python with separate implementations that share the same API design and behavior. Both implementations wrap the official Stripe SDKs (stripe-node and stripe-python) and expose the same toolkit interfaces (MCP, LangChain, OpenAI, CrewAI, Vercel AI SDK). Enables developers to use the toolkit in their preferred language without learning different APIs or patterns.","intents":["I want to use Stripe toolkit in Python for my AI agent project","I need my team to use both TypeScript and Python without learning different APIs","I want to migrate from TypeScript to Python (or vice versa) without rewriting integration code"],"best_for":["Teams with polyglot codebases (TypeScript + Python)","Python-first AI/ML teams wanting Stripe integration","Organizations standardizing on a single toolkit API across languages"],"limitations":["Feature parity requires maintaining two separate codebases — new features must be implemented in both languages","Python implementation may lag TypeScript by 1-2 releases due to separate development cycles","Framework support differs slightly between languages (e.g., CrewAI is Python-only, some frameworks TypeScript-only)"],"requires":["TypeScript 4.5+ (for TypeScript implementation) or Python 3.8+ (for Python implementation)","Official Stripe SDK for the target language (stripe-node or stripe-python)"],"input_types":["same configuration objects and parameters across both languages"],"output_types":["same response structures across both languages (with language-native types)"],"categories":["tool-use-integration","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_12","uri":"capability://tool.use.integration.connected.accounts.support.with.context.based.account.switching","name":"connected accounts support with context-based account switching","description":"Enables agents to operate on behalf of connected accounts (Stripe Connect) by passing account context through configuration or per-operation parameters. The toolkit automatically includes the Stripe-Account header in API requests to route operations to the specified connected account. Supports both standard and express connected accounts with proper permission validation. Agents can switch between accounts without reinitializing the toolkit.","intents":["I want my agent to manage payments for multiple Stripe Connect merchants from a single integration","I need to route operations to specific connected accounts based on user context","I want to support marketplace or platform models where agents handle multiple seller accounts"],"best_for":["Marketplace platforms with AI-driven seller management","Multi-tenant SaaS with per-customer Stripe Connect accounts","Platforms automating operations across multiple connected accounts"],"limitations":["Connected account ID must be known at operation time — no discovery of connected accounts","Permissions are enforced by Stripe based on account relationship — agent cannot override","No automatic account validation — invalid account IDs fail at API call time, not initialization"],"requires":["Stripe API key from platform account (not connected account)","Connected account ID (from Stripe Connect setup)","Proper account relationship established in Stripe (standard or express)"],"input_types":["connected account ID","operation parameters (same as single-account operations)"],"output_types":["operation results routed to specified connected account","error responses if account relationship invalid"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_13","uri":"capability://tool.use.integration.paid.tools.system.with.checkout.integration.for.agent.monetization","name":"paid tools system with checkout integration for agent monetization","description":"Implements a system where agents can offer paid capabilities that require customers to complete a Stripe Checkout before accessing. Agents create checkout sessions for specific tools/features, and Stripe handles payment collection. After successful payment, agents can verify payment status and grant access to paid features. Integrates with the toolkit's permission system to gate paid operations behind payment verification.","intents":["I want to monetize specific agent capabilities by requiring payment before access","I need agents to create checkout sessions for customers to purchase premium features","I want to verify payment completion before granting access to paid operations"],"best_for":["AI agent platforms with freemium models","Agents offering premium capabilities with usage-based pricing","Platforms monetizing agent services through Stripe"],"limitations":["Checkout sessions expire after 24 hours — agents must recreate for expired sessions","No built-in access control — agent must implement verification logic to gate features","Payment verification requires checking Stripe state — no local caching of payment status"],"requires":["Stripe API key with checkout session write permissions","Price ID for the paid capability","Customer ID or email for checkout session"],"input_types":["price ID","customer ID or email","success/cancel redirect URLs"],"output_types":["checkout session object with payment_link URL","payment status verification results"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_14","uri":"capability://tool.use.integration.mcp.protocol.compliance.with.standard.tool.registration.and.execution","name":"mcp protocol compliance with standard tool registration and execution","description":"Implements 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.","intents":["I want to use Stripe with Claude or other MCP-compatible clients","I need to expose Stripe capabilities through the MCP protocol for maximum compatibility","I'm building an MCP server and want to include Stripe operations"],"best_for":["Claude users wanting to use Stripe through Claude's native MCP support","Developers building MCP servers that need Stripe integration","Applications using MCP-compatible clients that need payment processing"],"limitations":["MCP protocol has its own latency overhead (~100-200ms per tool call) compared to direct SDK calls","MCP tool discovery is static at server startup; dynamic tool registration is not supported","MCP clients may have different timeout requirements; long-running Stripe operations may fail","MCP protocol version compatibility must be maintained; breaking changes require client updates"],"requires":["MCP-compatible client (Claude, custom MCP client, etc.)","Stripe MCP server running and accessible to client","Valid Stripe API key configured in MCP server"],"input_types":["MCP tool invocation with JSON schema-validated parameters"],"output_types":["MCP tool response with structured JSON output"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_2","uri":"capability://safety.moderation.configuration.based.permission.system.for.tool.access.control","name":"configuration-based permission system for tool access control","description":"Implements a declarative permission model where developers specify which Stripe operations are available to AI agents through configuration objects. The system validates tool access at initialization time and enforces permissions at runtime, preventing agents from calling restricted operations. Configuration can be set per-framework integration, allowing different agents to have different permission levels (e.g., read-only vs. write access). Permissions are checked before tool invocation, not after, preventing unauthorized operations from reaching the Stripe API.","intents":["I want to restrict which Stripe operations my AI agent can perform (e.g., no refunds, only read operations)","I need different agents to have different permission levels for the same Stripe account","I want to audit which operations are available to prevent accidental misuse by agents"],"best_for":["Teams deploying agents in production with security requirements","Multi-tenant systems where different customers get different Stripe capabilities","Organizations with compliance requirements (PCI, SOC 2) needing operation-level access control"],"limitations":["Permissions are static at initialization — no runtime permission changes without restarting the toolkit","No fine-grained field-level permissions (e.g., cannot restrict specific customer fields from being updated)","Permission enforcement is client-side only — requires trusted execution environment, not suitable for untrusted agent code"],"requires":["Configuration object passed at toolkit initialization","Understanding of which Stripe operations to enable/disable","Trusted execution environment where agent code cannot bypass permission checks"],"input_types":["configuration objects with permission flags","tool names as strings"],"output_types":["boolean permission check results","error messages when unauthorized operations are attempted"],"categories":["safety-moderation","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_3","uri":"capability://tool.use.integration.customer.lifecycle.management.with.create.list.update.and.delete.operations","name":"customer lifecycle management with create, list, update, and delete operations","description":"Exposes Stripe customer operations through a unified interface that handles customer creation with metadata, listing with pagination and filtering, updating customer attributes (email, name, address, tax ID), and deletion. The implementation wraps Stripe SDK customer methods and normalizes responses across frameworks. Supports idempotency keys for safe retries, metadata attachment for custom data, and tax ID validation. Returns structured customer objects with all Stripe fields (id, email, created timestamp, balance, etc.).","intents":["I want my AI agent to create new customers in Stripe when onboarding users","I need to look up existing customers by email or other attributes","I want to update customer information (email, billing address, tax ID) through the agent"],"best_for":["SaaS platforms with AI-driven customer onboarding","Billing systems where agents manage customer records","Multi-tenant applications needing customer isolation"],"limitations":["No batch customer creation — must call create operation once per customer, limiting throughput to ~10 customers/second","List operation returns paginated results (default 10 per page) — requires multiple calls for large customer bases","Update operations are field-level, not atomic — concurrent updates to same customer may have race conditions"],"requires":["Stripe API key with customer read/write permissions","Valid email address for customer creation (optional but recommended)","Customer ID for update/delete operations"],"input_types":["customer creation parameters (email, name, metadata)","customer IDs for lookup/update","filter parameters for list operations"],"output_types":["customer objects with id, email, created, balance, metadata","paginated customer lists","success/error responses"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_4","uri":"capability://tool.use.integration.payment.intent.creation.and.management.with.status.tracking","name":"payment intent creation and management with status tracking","description":"Enables creation of payment intents with amount, currency, and payment method configuration, then tracks their status through the payment lifecycle (requires_payment_method → succeeded/canceled). Supports one-time and recurring payment intents, off-session payments, and confirmation with payment method details. Returns payment intent objects with status, client secret (for frontend integration), and error details. Handles idempotency for safe retries and supports metadata for agent-driven context.","intents":["I want my agent to initiate payments on behalf of users without exposing payment details","I need to check payment status and handle failures gracefully","I want to create payments that require customer confirmation (3D Secure, etc.)"],"best_for":["AI agents handling payment processing in SaaS platforms","Automated billing systems with agent-driven payment retry logic","Platforms requiring PCI compliance where agents orchestrate but don't handle card data"],"limitations":["Payment intents are single-use — cannot reuse same intent for multiple payment attempts","No built-in retry logic — agent must implement exponential backoff for failed payments","Client secret expires after 15 minutes if not confirmed — requires frontend integration for time-sensitive payments"],"requires":["Stripe API key with payment_intent write permissions","Amount in cents (integer) and valid currency code (e.g., 'usd')","Payment method ID or customer ID for off-session payments","Frontend integration for customer confirmation (if required_action is present)"],"input_types":["amount (integer in cents)","currency code","payment method ID or customer ID","metadata object"],"output_types":["payment intent objects with status, client_secret, error details","status updates (requires_payment_method, succeeded, canceled)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_5","uri":"capability://tool.use.integration.subscription.creation.and.lifecycle.management.with.billing.cycles","name":"subscription creation and lifecycle management with billing cycles","description":"Manages subscription creation with customer, price, and billing cycle configuration, then tracks subscription status through lifecycle (active → past_due → canceled). Supports immediate and future-dated subscriptions, trial periods, and billing interval customization. Handles subscription updates (price changes, pause, resume, cancel) and retrieves subscription details including current period dates, next billing date, and invoice history. Returns subscription objects with all status information and payment history.","intents":["I want my agent to set up recurring billing for customers with specific plans","I need to handle subscription changes (upgrade, downgrade, pause) based on user requests","I want to track subscription health and automatically handle failed payments"],"best_for":["SaaS platforms with AI-driven subscription management","Billing systems where agents handle plan changes and cancellations","Platforms with usage-based or tiered pricing requiring agent orchestration"],"limitations":["Subscription changes (price updates) take effect at next billing cycle — no immediate retroactive billing","Trial periods are fixed at creation time — cannot extend trials after subscription starts without canceling and recreating","No built-in dunning logic — agent must implement retry strategy for failed payments"],"requires":["Stripe API key with subscription write permissions","Customer ID (must exist in Stripe)","Price ID (from Stripe product catalog)","Billing cycle interval (daily, weekly, monthly, yearly)"],"input_types":["customer ID","price ID","billing cycle parameters","trial period (optional)","metadata"],"output_types":["subscription objects with status, current_period_end, next_billing_date","subscription update confirmations","invoice list for subscription"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_6","uri":"capability://tool.use.integration.invoice.generation.retrieval.and.payment.tracking","name":"invoice generation, retrieval, and payment tracking","description":"Enables creation of invoices for customers with line items (products, amounts, descriptions), automatic or manual finalization, and payment tracking. Supports invoice retrieval by ID or customer, listing with filtering and pagination, and status tracking (draft → open → paid/uncollectible). Handles invoice finalization (moves to open state and sends to customer), payment recording, and void operations. Returns invoice objects with line items, amounts due, payment status, and customer details.","intents":["I want my agent to generate invoices for customers with custom line items","I need to track invoice payment status and follow up on overdue invoices","I want to retrieve invoice history for a customer for reporting or support purposes"],"best_for":["B2B SaaS platforms with AI-driven invoicing","Billing systems where agents generate and track invoices","Platforms with custom billing logic requiring agent-orchestrated invoice creation"],"limitations":["Invoice creation requires manual line item entry — no automatic generation from subscription data","Invoices cannot be edited after finalization — must void and recreate for changes","No built-in email delivery — agent must use separate email service or Stripe's email settings"],"requires":["Stripe API key with invoice write permissions","Customer ID (must exist in Stripe)","Line item details (amount in cents, description)","Currency code"],"input_types":["customer ID","line items array (amount, description, quantity)","due date (optional)","metadata"],"output_types":["invoice objects with id, status, amount_due, paid_at","invoice line items","paginated invoice lists"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_7","uri":"capability://tool.use.integration.usage.based.billing.with.meter.events.and.real.time.metering","name":"usage-based billing with meter events and real-time metering","description":"Implements usage-based billing by recording meter events (e.g., API calls, storage GB-hours) that Stripe aggregates and bills on the next billing cycle. Agents can submit meter events with customer ID, meter name, and quantity, and Stripe automatically calculates charges based on configured billing meter prices. Supports event deduplication via idempotency keys to prevent double-charging. Integrates with subscriptions to add usage charges on top of base subscription fees.","intents":["I want my agent to track customer usage (API calls, storage, compute) and bill accordingly","I need to submit meter events in real-time as customers consume resources","I want usage charges to automatically appear on the next invoice without manual intervention"],"best_for":["SaaS platforms with usage-based pricing models","AI agents monitoring customer resource consumption","Platforms with variable costs that need to be passed to customers"],"limitations":["Meter events are aggregated daily — cannot bill for usage more frequently than daily granularity","No real-time billing — charges appear on next billing cycle, not immediately","Meter event deduplication requires idempotency keys — agent must track submitted events to avoid duplicates"],"requires":["Stripe API key with meter event write permissions","Billing meter configured in Stripe (via dashboard or API)","Customer ID with active subscription","Meter name matching configured meter in Stripe"],"input_types":["customer ID","meter name","quantity (numeric)","timestamp (optional)","idempotency key (optional)"],"output_types":["meter event confirmation with event ID","aggregated usage totals","error responses for invalid meters or customers"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_8","uri":"capability://tool.use.integration.refund.and.dispute.management.with.partial.refund.support","name":"refund and dispute management with partial refund support","description":"Enables creation of full and partial refunds for charges, with reason specification (duplicate, fraudulent, requested_by_customer, etc.) and metadata attachment. Tracks refund status through lifecycle (created → succeeded/failed). Supports dispute retrieval and evidence submission for chargeback handling. Returns refund objects with status, amount, reason, and charge details. Handles idempotency for safe retries and prevents duplicate refunds via idempotency keys.","intents":["I want my agent to process refunds for customers without manual intervention","I need to handle partial refunds for specific line items or amounts","I want to track refund status and handle failed refunds gracefully"],"best_for":["Customer support systems with AI-driven refund processing","E-commerce platforms with automated refund workflows","Billing systems requiring agent-orchestrated dispute handling"],"limitations":["Refunds can only be created for charges that have settled (typically 1-2 days after payment)","Partial refunds cannot exceed original charge amount — no overfunding","Refund reason is informational only — does not affect processing or timeline"],"requires":["Stripe API key with refund write permissions","Charge ID (from payment intent or invoice)","Refund amount in cents (for partial refunds)","Refund reason (optional but recommended)"],"input_types":["charge ID","amount (optional, for partial refunds)","reason (duplicate, fraudulent, requested_by_customer, etc.)","metadata"],"output_types":["refund objects with id, status, amount, reason","charge details after refund","error responses for invalid charges or amounts"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"stripe-mcp-server__cap_9","uri":"capability://tool.use.integration.balance.and.payout.retrieval.with.transaction.history","name":"balance and payout retrieval with transaction history","description":"Retrieves account balance information (available, pending, reserved amounts) and payout history with transaction details. Supports filtering payouts by status (paid, pending, failed) and date range. Returns balance objects with currency-specific amounts and payout objects with amounts, arrival dates, and transaction lists. Enables agents to monitor account financial health and troubleshoot payment processing issues.","intents":["I want my agent to check account balance and available funds","I need to retrieve payout history for reconciliation or reporting","I want to monitor pending payouts and alert on delays"],"best_for":["Financial dashboards with AI-driven monitoring","Accounting systems requiring automated reconciliation","Platforms with multi-currency support needing balance tracking"],"limitations":["Balance data is near real-time but may lag by 1-2 minutes","Payout history is read-only — cannot modify or cancel payouts via API","No automatic alerts — agent must implement polling or webhook monitoring"],"requires":["Stripe API key with balance read permissions","Account must have processed transactions to have balance data"],"input_types":["currency code (optional, defaults to account currency)","date range filters (optional)"],"output_types":["balance objects with available, pending, reserved 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