spring-ai-mcp-wallet-server

A Spring Boot 3 wallet management backend (CRUD wallets plus income/expense operations) that exposes service methods as AI-accessible tools via Spring AI’s Model Context Protocol (MCP) server integration, backed by an H2 in-memory database for testing.

Evaluated Apr 04, 2026 (17d ago)
Repo ↗ Ai Ml java spring-boot spring-ai mcp wallet-management tooling h2 maven
⚙ Agent Friendliness
46
/ 100
Can an agent use this?
🔒 Security
27
/ 100
Is it safe for agents?
⚡ Reliability
21
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
72
Documentation
60
Error Messages
--
Auth Simplicity
20
Rate Limits
0

🔒 Security

TLS Enforcement
20
Auth Strength
10
Scope Granularity
0
Dep. Hygiene
55
Secret Handling
60

No authn/authz is described (likely unsecured by default). README includes an H2 console and default credentials (username sa, empty password) for local testing, which would be insecure if exposed. TLS enforcement and operational security controls (rate limiting, logging of sensitive data, secret management) are not discussed. Dependency hygiene cannot be fully assessed from README; only spring-ai-starter-mcp-server and Spring/H2 are referenced.

⚡ Reliability

Uptime/SLA
0
Version Stability
50
Breaking Changes
0
Error Recovery
35
AF Security Reliability

Best When

You want a small demo/example or local integration environment to connect an LLM agent to deterministic wallet operations using MCP tool callbacks.

Avoid When

You need robust security controls (auth, fine-grained scopes, rate limiting) and production-grade reliability guarantees; the README does not describe these.

Use Cases

  • AI-assisted finance/wallet tooling for prototyping (create/read/update/delete wallets)
  • Natural-language agents that call wallet operations (add income/expenses, check balance)
  • Local development/testing of REST-to-MCP tool exposure patterns with Spring AI

Not For

  • Production systems requiring strong authentication/authorization and audit controls
  • Handling real financial transactions or compliance-grade ledgering
  • Deployments that need durable storage (H2 in-memory is primarily for ease of testing)

Interface

REST API
Yes
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
No
Webhooks
No

Authentication

OAuth: No Scopes: No

No authentication/authorization is described in the provided README. Tool access appears unsecured by default unless configured outside the shown content.

Pricing

Free tier: No
Requires CC: No

Repository README does not mention any hosted service pricing.

Agent Metadata

Pagination
none
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • Mutating tools (create-wallet, add-income, add-expense, update-wallet, delete-wallet) may not be idempotent; agent retries could produce unintended duplicate updates.
  • Insufficient-balance/validation errors are described for REST (400) but there is no documented MCP retry/error-handling strategy.
  • Port/transport details for MCP are only partially specified (server.port set to 8091; exact MCP endpoint not provided).

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Scores are editorial opinions as of 2026-04-04.

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