🧩 Agentforce MCP Integration Server
This repository provides a unified solution for integrating Model Context Protocol (MCP) clients and REST API applications with LLM using the Python SDK.
It includes two core components:
- MCP Server – Enables any MCP-compatible client to communicate directly with an LLM/API.
- FastAPI Server – Offers RESTful API endpoints for invoking the LLM/API programmatically.
Both servers are built to ensure seamless connectivity, secure authentication, and consistent performance across integration channels.
📘 Overview
The repository implements two key servers designed for different modes of communication:
MCP ServerEnables MCP clients to connect to LLM/API using the standardized Model Context Protocol. This allows real-time interaction and dynamic tool access through supported MCP clients and inspectors.
FastAPI ServerProvides RESTful access to LLM/API, making it easy to integrate into existing systems or applications using simple HTTP requests.
Both implementations utilize the Agentforce Python SDK to communicate with Salesforce and the Agentforce backend, ensuring reliability and consistency.
⚙️ Setup Instructions
1. Repository Setup
Clone the repository and configure the required environment variables:
git clone hhttps://github.com/rajpatidar35/custommcp
cd custommcp
⚠️ Note: Ensure these credentials correspond to a valid CRED to access LLM/API.
2. Dependency Installation
Install all required Python dependencies using:
pip install -r requirements.txt
This will install all necessary libraries for both MCP and FastAPI servers, including the Agentforce Python SDK.
🚀 Running the Servers
🧠 Start MCP Server
To start the MCP server (used for MCP clients and inspectors):
python ./src/serverllm.py
The MCP server will initialize and listen for incoming MCP client connections.
🌐 Start FastAPI Server
To run the FastAPI server for REST API access:
fastapi dev ./src/serverllm.py
This launches a development instance of the FastAPI application, exposing REST endpoints that interact with Agentforce Agents.
🔍 Inspector Server (Optional)
To test and debug the MCP server using the MCP Inspector tool:
Start the Inspector server:
npx @modelcontextprotocol/inspectorOpen the Inspector web interface (default port:
http://localhost:5173or as shown in the console).Connect to your running MCP server using the host URL:
https://localhost:8000/mcpNavigate to the Tools tab to explore and test the available MCP tools.
