About
Autonomous AI-Powered Remittance Copilot & MCP Server
README
💸 RemitMind Copilot
Java Version Spring Boot Spring AI Google Gemini Build Status
An AI-powered, compliance-aware remittance copilot designed to parse, validate, and audit international money transfers.
🌟 Features
- Natural Language Intent Parsing: Converts casual text (e.g., "Draft a transfer of 150 USD from Alice to Bob in Mexico for family support") into immutable, type-safe Java
recordtransaction objects. - Relative Calendar Date Resolution: System prompts load calendar dates dynamically at request-time to resolve query relative dates (e.g., "transfer tomorrow") calendar-accurately.
- Cross-Cutting Pipeline Advisors: Implements Spring AI's Advisor pattern to cleanly separate interceptor logic:
PromptGuardrailAdvisorscans prompts and intercepts injection attempts before calling the LLM, protecting API budgets.RequestTraceIdAdvisorinjects transaction-correlation UUIDs and logs execution latency.
- Multi-Turn Conversational Memory: Uses
MessageWindowChatMemorysliding windows andMessageChatMemoryAdvisorto maintain conversational context (e.g. resolving pronouns: "Actually, make that $150"). - Declarative Function Calling (Tools): Exposes Java helper services directly to Gemini as JSON Schema schemas using
@Tool:ExchangeRateToolfetches live exchange rates from the Frankfurter FX API.CountryDataToolqueries the RestCountries API to audit transfer sizes against country-specific corridor compliance limits.
🛠️ Architecture
The copilot decouples core AI business rules from supporting middleware interceptors and live external API lookup tools:
[User Request (POST /api/copilot/chat)]
│
▼
[Advisors Pipeline Interception]
┌────────────────────────────┼────────────────────────────┐
▼ ▼ ▼
[SimpleLoggerAdvisor] [PromptGuardrailAdvisor] [RequestTraceIdAdvisor]
(Default Logging) (Prompt Safety Check) (UUID & Latency Timing)
│ │ │
└────────────────────────────┼────────────────────────────┘
│
▼
[MessageChatMemoryAdvisor (RAG)]
Reads/Writes Session Context in ChatMemory
│
▼
[Spring AI ChatClient (Gemini)]
┌────────────────────────────┴────────────────────────────┐
▼ ▼
[ExchangeRateTool] [CountryDataTool]
Queries Frankfurter FX API Queries RestCountries API
🚀 Getting Started
Prerequisites
- Java 21 (or higher)
- Maven (via packaged
./mvnwwrapper) - Google Gemini API Key configured in your environment variables:
export GEMINI_API_KEY="your-gemini-api-key"
Running the Application
To build and start the Spring Boot dev server locally:
./mvnw spring-boot:run
The endpoints will be exposed at http://localhost:8080.
🧪 Testing
The repository contains full integration tests that exercise advisor pipelines, tool-calling networks, and conversation session persistence.
To run the test suites:
./mvnw test
Note: Live integration tests will run if a GEMINI_API_KEY is present. If the environment variable is absent, integration tests are safely bypassed while offline unit tests verify the advisors and compilation.
📜 License
This project is licensed under the MIT License.
Installing Remit Mind
This server has no published package — it is built from source. Open the repository and follow its README.
▸ github.com/faizalzafri/remit-mindFAQ
Is Remit Mind MCP free?
Yes, Remit Mind MCP is free — one-click install via Unyly at no cost.
Does Remit Mind need an API key?
No, Remit Mind runs without API keys or environment variables.
Is Remit Mind hosted or self-hosted?
Self-hosted: the server runs locally on your machine via the install command above.
How do I install Remit Mind in Claude Desktop, Claude Code or Cursor?
Open Remit Mind on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.
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