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Build with AgentOS

Best practices, tools reference, and troubleshooting for AgentOS connectors and skills

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To get the most out of AgentOS, follow the best practices below, choose the right connector for the task, and refer to the troubleshooting guidance if you encounter issues.

Choose the right connector for the task

AgentOS bundles four connectors. Pick based on what your agent needs to do:

  • Documentation searches only — use the Docs MCP. No authentication, no rate limits on agent operations.
  • Building or testing an integration — use the Developer MCP. It connects to the Airwallex sandbox so the agent can create test resources and simulate events.
  • Production reads and writes from a terminal or scripted environment — use the Airwallex CLI. It has the broadest API coverage and is well-suited for power users.
  • Production reads and writes from a chat UI or non-terminal agent — Production MCP (coming soon).

For the full positioning matrix, see Connectors.

Use skills for common workflows

If your task matches a domain workflow that AgentOS already ships, use the skill instead of prompting from scratch. Skills handle multi-step orchestration — document extraction, validation, resource lookup, and CLI invocation — with guardrails baked in.

Examples of skill-fit tasks:

  • Turning a signed contract into invoices and subscriptions (contract-to-billing).
  • Creating beneficiaries from supplier onboarding documents (beneficiary-creation).
  • Issuing a card with spend limits to a new hire (card-provisioning).
  • Building a multi-currency cashflow report (manage-cashflow).

Follow prompting best practices

Apply these practices when working with your AI assistant to improve the accuracy and relevance of responses.

Always mention "Airwallex" in your prompts

When asking your assistant about Airwallex products, APIs, or integrations, explicitly mention "Airwallex" in your prompt. This helps the model select the appropriate AgentOS connector and tools.

Examples:

  • Integrate Airwallex's Drop-in Element with this website.
  • Using Airwallex, can you find me test card numbers for the 3D Secure (3DS) authentication failure case?
  • I tried to make a payout with Airwallex and got this error: amount_below_transfer_method_limit. What does that mean?

Clarify your business and technical context

Providing context upfront helps the model return more targeted, accurate responses. Include the following in your prompt where relevant:

  • What you're building: for example, online payments (HPP or Embedded Elements), payouts, issuing, or billing subscriptions.
  • Your tech stack: for example, React, Node.js, Java, or PHP.
  • Your environment: sandbox or production. Note that Developer MCP sandbox tools only operate in the sandbox environment.

Use plan mode

Enable plan mode for complex tasks. This allows you to review the agent's planned actions before execution, ensuring you understand and approve each step of the implementation.

If you're using Cursor, you can activate plan mode in either of the following ways:

  • Select Plan from the agent mode dropdown in Cursor's composer.
  • Mention it explicitly in your prompt (for example, "Using plan mode, help me integrate Airwallex Embedded Elements").

Be specific with your requirements

Provide detailed context about your use case, including the specific Airwallex product or feature you're working with, your preferred programming language and framework, the environment (sandbox or production), and any specific business requirements or constraints.

Leverage sandbox credentials with Developer MCP

Configure your sandbox API credentials to unlock additional Developer MCP tools for testing and simulation. With sandbox credentials, the agent can:

  • Create test transactions and billing plans.
  • Simulate transfer status updates.
  • Generate payment links for testing.
  • Interact with your sandbox account directly.

This enables end-to-end development and testing workflows without leaving your coding environment.

Example:

  • Can you create a new billing plan on Airwallex called Startup for $29.99/month and create a hosted URL to subscribe to it?

Review available MCP tools

The MCP servers expose different tools depending on which one you connect to:

Tool categoryDeveloper MCP (remote)Docs MCPDeveloper MCP (local)
Documentation tools
Sandbox tools
Billing tools

For production reads and writes, use the Airwallex CLI (or Production MCP, coming soon).

Documentation tools

Available on: Developer MCP (remote and local), and Docs MCP.

NameDescription
search_public_docsSearch the Airwallex documentation. Covers the following sources: Product docs, API reference API, Airwallex.js JS, Payments iOS and Android SDKs
read_integration_best_practicesRead Airwallex integration best practices. This tool provides essential guidelines for API usage, payment handling, SDK implementation, and common pitfalls to avoid. Called automatically before code generation tasks.

Sandbox tools

Available on: Developer MCP (remote and local).

All data retrieved and actions performed with the tools below are in the authenticated sandbox account.

Core resources

NameDescription
list_global_accountsList all available global accounts
get_balancesList balances in all currencies
list_depositsList all deposits
simulate_create_depositSimulate a deposit to an available global account
list_linked_accountsList all linked accounts
create_linked_accountCreate a linked account with mandate for direct debit (supports AU, CA, EU, GB, NZ, US banks)
verify_micro_depositsConfirm the linked bank account is usable and owned by the user: submit the micro-deposit amounts credited to that account. In sandbox, use values such as 0.01 and 0.02.
simulate_mandate_operationSimulate direct debit mandate status transitions (only needed for GB bank)
list_direct_debitsList all direct debit transactions
create_direct_debit_depositCreate a direct debit deposit to pull funds from a verified linked account

Transactional FX

NameDescription
get_fx_rateGet current foreign exchange rate for a currency pair
create_fx_quoteCreate a foreign exchange quote for a currency conversion

Payouts

NameDescription
list_transfersList transfers initiated
create_transferInitiate a new transfer to a recipient
simulate_transfer_resultSimulate the status of a transfer
list_beneficiariesList available transfer recipients

Payment Acceptance

NameDescription
list_payment_customersList all payment customers
create_payment_customerCreate a payment customer
list_payment_intentsList all payment intents
create_payment_linkCreate a new payment link
list_payment_linksList created payment links
list_payment_consentsList all payment consents
list_refundsList all refunds
create_refundCreate a refund against a PaymentIntent or PaymentAttempt
list_payment_disputesList all payment disputes
simulate_create_payment_disputeSimulate creating a payment dispute for testing dispute handling
accept_payment_disputeAccept a payment dispute
challenge_payment_disputeChallenge a payment dispute by providing reason and evidence
simulate_escalate_payment_disputeSimulate escalating dispute to next stage
simulate_resolve_payment_disputeSimulate issuing bank's final decision

Issuing

NameDescription
list_cardholdersList all cardholders
create_cardholderCreate a cardholder
list_cardsList all issued cards
create_cardCreate a card with authorization controls and spending limits
list_issuing_transactionsList all card transactions
simulate_create_issuing_transactionSimulate a card transaction
simulate_capture_issuing_transactionSimulate capturing a pending authorization transaction
simulate_reverse_issuing_transactionSimulate reversing a pending authorization transaction
simulate_refund_issuing_transactionSimulate refunding a captured card transaction

Billing tools

Available on: Developer MCP (local) only.

All data retrieved and actions performed with the tools below are in the authenticated sandbox account.

NameDescription
list_billing_productsList available billing products
list_billing_pricesList available billing prices
create_billing_productCreate a new billing product
create_billing_priceCreate a new billing price
create_billing_checkoutCreate a new hosted billing checkout page

Troubleshoot common issues

If you encounter problems connecting or authenticating, use the guidance below to diagnose and resolve them.

Sandbox API credentials are not working

  • Confirm you are using credentials from the sandbox environment, not production.
  • In Developer MCP local mode, verify that the AIRWALLEX_SANDBOX_CLIENT_ID and AIRWALLEX_SANDBOX_API_KEY values in your MCP config are correct and have not been truncated.

This error occurs when the OAuth token used by the Developer MCP remote endpoint has expired or was not completed.

  • Re-run the one-click installation or OAuth flow for your tool.
  • Complete the authorization within a few minutes of starting the flow — tokens expire quickly.
  • Confirm you are authorizing with the sandbox account you intend to use.

Troubleshoot an API error

Paste the error message directly into your AI assistant and ask it to help diagnose the issue. For example:

Using Airwallex, I got this error when creating a payment intent: [error message]. Please help me troubleshoot.

The assistant will use Airwallex documentation and the request context to provide troubleshooting steps.

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