AgentLadle MCP REOI

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A Model Context Protocol (MCP) server for Residual Operating Income (REOI) Valuation, built with Python and FastMCP.

📈 Financial Data & Valuation Engine — A professional quantitative analysis tool for Residual Operating Income modeling.

It enables AI assistants (like Claude, Cursor, etc.) to perform multi-stage residual income projections, discounting, and enterprise value bridging analysis via standardized data input interfaces.

Features

• 1 Professional MCP Tool providing comprehensive financial valuation capabilities.
• Standardized REOI Framework, incorporating base period analysis, forecast period discounting, and terminal value estimation.
• Multi-stage Profit Forecasting, allowing independent revenue growth rates and operating margins configuration for each year.
• Smart Markdown Formatting, returning not only precise valuation figures but also built-in markdown tables for elegant rendering inside LLM clients.
• Zero Configuration Installation — Add one line to your MCP client without cloning or manual setup.
• Pure Python, cross-platform (Windows / macOS / Linux).

Prerequisites

• Python 3.10+ — Download Python
• uv — Install uv

Tip: After installing uv, restart your terminal and MCP client (e.g., Claude Desktop) to ensure the uv command is recognized.

Quick Start

Add the following to your MCP client configuration (Claude Desktop, Cursor, etc.):

{
  "mcpServers": {
    "agentladle-mcp-reoi": {
      "command": "uvx",
      "args": ["agentladle-mcp-reoi"]
    }
  }
}

That's it. uvx automatically downloads the package and its dependencies from PyPI — no cloning, manual installation, or path configuration required.

Alternative: pip install

If you prefer managing the environment yourself:

pip install agentladle-mcp-reoi

Then configure:

{
  "mcpServers": {
    "agentladle-mcp-reoi": {
      "command": "agentladle-mcp-reoi"
    }
  }
}

Alternative: Run from Source (Local Dev)

Clone the repository and run directly:

git clone https://github.com/agentladle/mcp-reoi.git

Configure your MCP client:

{
  "mcpServers": {
    "agentladle-mcp-reoi": {
      "command": "uv",
      "args": ["run", "--directory", "/path/to/mcp-reoi", "agentladle-mcp-reoi"]
    }
  }
}

Replace /path/to/mcp-reoi with the actual path to the cloned repository.

Tool List

#	Tool	Description
1	reoi_valuation_model	Residual Operating Income valuation model. Outputs value per share and detailed breakdown based on financial statements and assumptions.

Tool 1: reoi_valuation_model

Calculates enterprise equity value and suggested value per share by taking base period financial data and future forecast assumptions.

Parameter List (request object)

Parameter	Type	Required	Description
version	string		Version, default "1.0"
ticker	string		Stock ticker
companyName	string		Company Name
currency	string		Currency, default "CNY"
baseData	object	✅	Base period financial data
parameters	object	✅	Valuation parameters
marketConsensus	object		Optional market consensus data
assumptions	object		Optional forecast assumptions

baseData object

Parameter	Type	Required	Description
totalAssets	float	✅	Total Assets (millions)
financialAssets	float	✅	Financial Assets (millions)
totalLiabilities	float	✅	Total Liabilities (millions)
financialLiabilities	float	✅	Financial Liabilities (millions)
preferredStock	float	✅	Preferred Stock Value (millions)
minorityEquity	float	✅	Minority Equity (millions)
sales0	float	✅	Base Period Sales (millions), must be > 0
op0	float		Base Period Operating Profit (millions)
oi0	float		Base Period Core Profit (millions)
salesGrowthRate	float		Base Period Sales Growth Rate
operatingMargin	float		Base Period Operating Margin
sharesOutstanding	float	✅	Total Shares Outstanding (millions), must be > 0

parameters object

Parameter	Type	Required	Description
forecastYears	int		Number of Forecast Years (default: 5)
costOfCapitalRate	float	✅	Discount Rate/WACC, e.g., 0.10 for 10%
terminalGrowthRate	float	✅	Terminal Growth Rate, e.g., 0.03 for 3%

marketConsensus object (Optional)

Parameter	Type	Required	Description
revenues	float[]		Array of annual revenue consensus
eps	float[]		Array of annual EPS consensus

assumptions object (Optional)

Parameter	Type	Required	Description
salesGrowthRates	float[]		Array of annual revenue growth rates
operatingMargins	float[]		Array of annual operating margins

Data Flow

Model Input (Financials & Assumptions)
        │
        ▼
   Input Validation
        │
        ├── 1. Derive Base Net Operating Assets (NOA) and Asset Turnover
        │
        ├── 2. Forecast Period Projection (Compute sales, OI, ending NOA, residual income)
        │
        ├── 3. Terminal Value Calculation (Compute terminal value and discount to present)
        │
        └── 4. Value Bridging (Core operating value + Financial Assets - Liabilities - Minority Equity)
        │
        ▼
Markdown Detailed Output (Value per share, Data Tables)

Tech Stack

Component	Choice	Purpose
MCP Framework	mcp (FastMCP)	MCP server with stdio transport
Data Validation	pydantic	Strong typing and JSON Schema generation
Build Tool	hatchling + uv	Project configuration and dependency management
Testing	pytest	Unit testing for the core valuation engine

License

MIT