mcp-fin-lab

Production-oriented AI finance platform built with Java 21, Spring Boot, Spring AI, OpenAI, and MCP, combining LLM-powered natural-language interactions, dynamic tool discovery, real-time financial data, and scalable event-driven services.

Generate Convert Improve

Install / Use

claude mcp add benudhar03 -- npx -y github:benudhar03/mcp-fin-lab

If the server publishes to npm under a different name, use that package instead — check the repo README.

About this skill

🔌

MCP Server

Model Context Protocol server

Quality Score

67/100

Our assessment of mcp-fin-lab

mcp-fin-lab scores 67/100 on our quality scale, 891st of 945 AI & Machine Learning skills we index.

Its MCP Server is 3.3 KB long, split into 3 sections and no code examples: a solid amount of guidance for an agent.

It has 3 GitHub stars, so there is little community track record yet; judge it on its content.

Substance

26/30

Structure

8/20

Description

15/15

Adoption

3/20

Freshness

15/15

Maintenance, license and trust

The repository was last updated about 2 months ago, so mcp-fin-lab is actively maintained.
Our last check on 2026-09-20 found the source still online.
No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
Its trust signals score 80/100, with 2 cautions from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.

AI review by kimi-k2.7-code on 2026-10-28. Automated pattern scan on 2026-10-28. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

mcp-fin-lab compared with similar skills

All 4 of these similar skills score higher than mcp-fin-lab; compare them before choosing.

Skill	Score	Stars	Updated	Format
mcp-fin-lab (this skill)by benudhar03	67	3	2mo ago	MCP Server
claude-memby thedotmack	100	110.2k	today	CLAUDE.md
Agent-Reachby Panniantong	100	107.8k	1d ago	CLAUDE.md
Understand-Anythingby Egonex-AI	100	89.7k	7d ago	CLAUDE.md
headroomby headroomlabs-ai	100	78.6k	today	CLAUDE.md

Frequently asked questions

How do I install mcp-fin-lab?: Run claude mcp add benudhar03 -- npx -y github:benudhar03/mcp-fin-lab. The install tabs above show the steps for each supported agent.
Which AI agents does mcp-fin-lab work with?: It is written for Claude Code and Claude Desktop, as a MCP Server file. Other agents that read the same format can often use it too.
Is mcp-fin-lab safe to use?: Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It declares no license and scores 80/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is mcp-fin-lab still maintained?: The repository was last updated about 2 months ago, so mcp-fin-lab is actively maintained.

Skill content

View source on GitHub

Finance AI Platform

An AI-powered financial investigation platform demonstrating Model Context Protocol (MCP), agentic AI, Spring Boot, Python, FastAPI, Spring AI, OpenAI, and PostgreSQL.

The platform separates AI orchestration from financial business capabilities by exposing financial operations through an MCP server.

🚀 Overview

Finance AI Platform is an AI-powered financial system designed to demonstrate how modern backend architecture, LLMs, Python, Java, and the Model Context Protocol (MCP) can work together to build intelligent financial applications.

The platform follows a multi-service architecture where Python is responsible for the AI-facing API layer and Java provides the MCP-based financial capabilities.

The platform currently consists of three primary components:

Finance MCP Server — Java Spring Boot service that exposes financial operations as MCP tools.
Finance MCP Client / AI Agent — Java Spring Boot service responsible for interacting with the LLM and dynamically invoking MCP tools.
Finance AI Agent — Python FastAPI service that provides the external AI/chat API and communicates with the MCP layer.

🏗️ High-Level Architecture

                         ┌──────────────────────┐
                         │       Client         │
                         │  Swagger / UI / API  │
                         └──────────┬───────────┘
                                    │
                                    │ HTTP
                                    ▼
                    ┌─────────────────────────────┐
                    │     Finance AI Agent        │
                    │       Python / FastAPI      │
                    │                             │
                    │  • Chat API                 │
                    │  • Request Routing           │
                    │  • MCP Integration           │
                    └─────────────┬───────────────┘
                                  │
                                  │ MCP
                                  ▼
                    ┌─────────────────────────────┐
                    │    Finance MCP Client       │
                    │      Java / Spring Boot     │
                    │                             │
                    │  • Finance Agent             │
                    │  • LLM Integration           │
                    │  • Tool Discovery            │
                    │  • Tool Invocation           │
                    └─────────────┬───────────────┘
                                  │
                                  │ MCP
                                  ▼
                    ┌─────────────────────────────┐
                    │     Finance MCP Server      │
                    │      Java / Spring Boot     │
                    │                             │
                    │  • Account Tools             │
                    │  • Transaction Tools         │
                    │  • Financial Domain Logic    │
                    └─────────────┬───────────────┘
                                  │
                                  ▼
                         ┌──────────────────┐
                         │    Database      │
                         │                  │
                         │ Accounts         │
                         │ Transactions     │
                         └──────────────────┘

Related Skills

claude-mem

110.2k

Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More

Agent-Reach

107.8k

Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.

Understand-Anything

89.7k

Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.

headroom

78.6k

Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.

benudhar03

View profile

View on GitHub

GitHub Stars3

CategoryAI

Updated2mo ago

Forks0

benudhar03/mcp-fin-lab

Languages

Java

Trust signals

80/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

1 medium1 low