MCP 服务器

Cisco RADKit MCP Server

Enables LLMs to interact with network devices via Cisco RADKit, supporting inventory discovery, device attribute inspection, CLI command execution, and SNMP queries.

README

<h1 align="center">✨🤖 Cisco RADKit MCP Server<br /><br /> <div align="center"> <img src="images/radkit_mcp_logo.png" width="500"/> </div>

</h1>

<div align="center"> A <strong>stand-alone MCP server</strong> built with <a href="https://github.com/modelcontextprotocol/fastmcp"><strong>FastMCP</strong></a> that exposes key functionalities of the <a href="https://radkit.cisco.com/"><strong>Cisco RADKit</strong></a> SDK as MCP tools. It is designed to be connected to any <strong>MCP client</strong> and <strong>LLM</strong> of your choice, enabling intelligent interaction with network devices through Cisco RADKit. <br /><br /> </div>

Disclaimer: This MCP Server is not an official Cisco product. It was developed for experimentation and learning purposes.

Overview
Features
Requirements
Installation
Authentication
Running the Server
Available MCP Tools
Container Deployment
Testing
Usage Example: Claude Desktop

🚀 Overview

This MCP server acts as a lightweight middleware layer between the Cisco RADKit service and an MCP-compatible client. It allows an LLM to inspect and interact with devices onboarded in the RADKit inventory, fetch device attributes, and execute CLI commands — all through structured MCP tools.

⚙️ Features

🔌 Plug-and-play — works with any MCP-compatible client.
🔍 Inventory discovery — list all onboarded network devices.
🧠 Device introspection — fetch device attributes and capabilities.
🖥️ Command execution — run CLI commands on network devices with timeout and truncation control.
📦 Fully type-hinted tools for clarity and extensibility.

🧩 Requirements

Python 3.12+
Active Cisco RADKit service (setup guide)
uv Python package manager
At least one read-only or read-write user onboarded in the RADKit service

Python dependencies (pinned in pyproject.toml):

Package	Version
`cisco_radkit_client`	1.9.6
`cisco_radkit_common`	1.9.6
`cisco_radkit_service`	1.9.6
`fastmcp`	2.13.1

🧰 Available MCP Tools

Tool	Description	Returns
`get_device_inventory_names()`	Returns the names of all devices in the RADKit inventory.	`str`
`get_device_attributes(target_device)`	Returns detailed JSON attributes for a specific device (name, host, type, SNMP/NETCONF status, capabilities, etc.).	`str` (JSON)
`exec_cli_commands_in_device(target_device, cli_commands, timeout?, max_lines?, service_serial?)`	Executes one or more CLI commands on a device. Returns raw string output.	`str`
`snmp_get(device_name, oid, service_serial?, timeout?)`	Performs SNMP GET for one or more OIDs on a device.	`list[dict]`
`exec_command(device_name, command, service_serial?, timeout?, max_lines?)`	Executes commands and returns structured output (status, truncation info).	`dict\|list[dict]`

Start with get_device_inventory_names() to discover available devices.
Use get_device_attributes() to inspect a device before running commands.
Use exec_cli_commands_in_device() for raw CLI output; use exec_command() when structured response metadata is needed.
Use snmp_get() to poll metrics or retrieve MIB values without CLI access.

🚗 Available transport options

Mode	Description
`stdio`	Standard I/O — for local clients (Claude Desktop, etc.)
`sse`	Server-Sent Events over HTTP — for multiple network clients
`http`	HTTP — for http environments

🛠️ Installation

Clone the repository and create a local virtual environment:

git clone https://github.com/ponchotitlan/radkit-mcp-server.git
cd radkit-mcp-server
uv sync --extra onboarding

For Docker, Docker Compose, or Kubernetes deployments, see Container Deployment.

🔐 Authentication

The server supports three authentication methods, evaluated in this priority order:

Direct RPC — if RADKIT_DIRECT_HOST and RADKIT_DIRECT_TOKEN are set.
Environment variables — if RADKIT_CERT_B64 is set.
Local certificate files — from ~/.radkit/identities/.

Option 1: Local Certificates (Recommended for Development)

Use the interactive onboarding script to generate certificates and a .env file:

uv run python radkit_onboarding.py

Step 1 — Generate certificates

Select option 1 and complete the browser-based authentication flow. You will be asked to set a passphrase for the private key.

? Choose an option: 1. 👾 Onboard user to non-interactive Cisco RADKit authentication
? Enter Cisco RADKit username: ponchotitlan@cisco.com

A browser window was opened to continue the authentication process.

Authentication result received.
New private key password: ***********
Confirm: ***********

Important: Save this passphrase — you will need it in Step 2.

Step 2 — Generate .env file

Select option 2 and provide the required details:

? Choose an option: 2. 📚 Generate .env file for Cisco RADKit MCP server
? Enter Cisco RADKit username: ponchotitlan@cisco.com
? Enter Cisco RADKit service code: aaaa-bbbb-cccc
? Enter non-interactive authentication password: ***********
? Select MCP transport mode: stdio

If you select http or sse, you will also be prompted for host and port:

? Select MCP transport mode: http
? Enter MCP host: 0.0.0.0
? Enter MCP port: 8000

The .env file is saved in the project root. The server auto-detects certificates from ~/.radkit/identities/ — no additional configuration needed.

✅ Your MCP server is ready to run.

Option 2: Environment Variables (Recommended for Containers)

Use this method for Docker, Kubernetes, or any environment without local file access.

Generate the .env file from your existing local certificates:

python scripts/build_env.py

This script reads your RADKit certificates from ~/.radkit/identities/, Base64-encodes them, and writes a .env file with the following variables:

RADKIT_IDENTITY=user@cisco.com
RADKIT_DEFAULT_SERVICE_SERIAL=service-serial
RADKIT_CERT_B64=<base64-encoded-cert>
RADKIT_KEY_B64=<base64-encoded-key>
RADKIT_CA_B64=<base64-encoded-ca-chain>
RADKIT_KEY_PASSWORD_B64=<base64-encoded-password>

Option 3: Direct RPC

Connect directly to a RADKit server over the local network without cloud-based authentication. Ideal for on-premises or air-gapped deployments.

Step 1 — Log in to your RADKit Web UI and copy the E2EE validation token for your user account.

Step 2 — Add the following to your .env file:

RADKIT_IDENTITY=user@example.com
RADKIT_DIRECT_HOST=192.168.1.100        # IP or hostname of your RADKit server
RADKIT_DIRECT_TOKEN=your-e2ee-token     # E2EE validation token from the Web UI
# RADKIT_DIRECT_PORT=8181               # Optional, default is 8181

MCP_TRANSPORT=sse   # or stdio / http
MCP_HOST=0.0.0.0
MCP_PORT=8000

RADKIT_DEFAULT_SERVICE_SERIAL is not required in Direct RPC mode.

Step 3 — Start the server. On successful connection, you will see:

Using authentication mode: direct_rpc
Connecting directly to RADKit server at 192.168.1.100:8181...
✓ Connected directly to RADKit server at 192.168.1.100:8181

🚀 Running the Server

Method 1: Direct Python

python mcp_server.py

Method 2: FastMCP Dev Mode (auto-reload on file changes)

fastmcp dev src/radkit_mcp/server.py

Method 3: FastMCP Run

# STDIO (for local clients like Claude Desktop)
fastmcp run src/radkit_mcp/server.py

# SSE (for network access)
fastmcp run src/radkit_mcp/server.py --transport sse --port 8000

# HTTPS (secure network access)
fastmcp run src/radkit_mcp/server.py --transport https --port 8000

Method 4: Python Module

python -m radkit_mcp.server

🐳 Container Deployment

Dockerfile Example

FROM python:3.12-slim

WORKDIR /app

# Install dependencies from the default public index.
RUN pip install --no-cache-dir \
    fastmcp==2.13.1 \
    python-dotenv>=1.0.0 \
    pydantic-settings>=2.0.0

# Install RADKit dependencies using RADKit index in addition to PyPI.
RUN pip install --no-cache-dir --extra-index-url https://radkit.cisco.com/pip \
    cisco-radkit-client==1.9.6 \
    cisco-radkit-common==1.9.6 \
    cisco-radkit-service==1.9.6

# Copy application code.
COPY src ./src

# Run server
CMD ["python", "-m", "radkit_mcp.server"]

Docker Compose Example

services:
  radkit-mcp:
    build: .
    environment:
      - RADKIT_IDENTITY=user@cisco.com
      - RADKIT_DEFAULT_SERVICE_SERIAL=service-serial
      - RADKIT_CERT_B64=${RADKIT_CERT_B64}
      - RADKIT_KEY_B64=${RADKIT_KEY_B64}
      - RADKIT_CA_B64=${RADKIT_CA_B64}
      - RADKIT_KEY_PASSWORD_B64=${RADKIT_KEY_PASSWORD_B64}
      - MCP_TRANSPORT=sse
      - MCP_HOST=0.0.0.0
      - MCP_PORT=8000
    ports:
      - "8000:8000"

Kubernetes Deployment

apiVersion: apps/v1
kind: Deployment
metadata:
  name: radkit-mcp-server
spec:
  replicas: 1
  selector:
    matchLabels:
      app: radkit-mcp
  template:
    metadata:
      labels:
        app: radkit-mcp
    spec:
      containers:
      - name: radkit-mcp
        image: your-registry/radkit-mcp:2.0
        env:
        - name: RADKIT_IDENTITY
          value: "user@cisco.com"
        - name: RADKIT_DEFAULT_SERVICE_SERIAL
          value: "service-serial"
        - name: RADKIT_CERT_B64
          valueFrom:
            secretKeyRef:
              name: radkit-certs
              key: certificate
        - name: RADKIT_KEY_B64
          valueFrom:
            secretKeyRef:
              name: radkit-certs
              key: private-key
        # ... other env vars from secret

🔌 Direct RPC Connection

In addition to the standard cloud-based connection, this server supports connecting directly to a RADKit server over the network using Direct RPC. This is ideal for on-premises deployments or air-gapped environments where cloud connectivity is not available or desired.

When to use Direct RPC: Choose this method when your RADKit server is reachable over the local network and you want to avoid cloud-based certificate authentication entirely.

Instead of going through the Cisco RADKit cloud, the server connects directly to the IP address or hostname of your RADKit server using an E2EE validation token that you obtain from the RADKit Web UI. No certificates are required.

When RADKIT_DIRECT_HOST and RADKIT_DIRECT_TOKEN are both set, Direct RPC mode is activated automatically and takes priority over all other authentication methods.

Step 1: Get your E2EE validation token

Log in to your RADKit Web UI and copy the E2EE validation token for your user account. This token acts as the password for the Direct RPC connection.

Step 2: Set environment variables

Add the following variables to your .env file:

# Your RADKit username (email)
RADKIT_IDENTITY=user@example.com

# IP address or hostname of your RADKit server
RADKIT_DIRECT_HOST=192.168.1.100

# E2EE validation token from the RADKit Web UI
RADKIT_DIRECT_TOKEN=your-e2ee-validation-token

# Optional: port to connect to (default is 8181)
# RADKIT_DIRECT_PORT=8181

# Your MCP server details
MCP_TRANSPORT=sse|stdio|http
MCP_HOST=0.0.0.0
MCP_PORT=8000

Note: RADKIT_DEFAULT_SERVICE_SERIAL is not required when using Direct RPC mode.

Step 3: Run the server

Start the server normally using any of the supported methods:

python mcp_server.py

The server will log the following on startup when Direct RPC mode is active:

Using authentication mode: direct_rpc
Connecting directly to RADKit server at 192.168.1.100:8181...
✓ Connected directly to RADKit server at 192.168.1.100:8181

Docker Compose

To use Direct RPC in a Docker deployment, use the following directly in your docker-compose.yml:

services:
  radkit-mcp:
    build: .
    environment:
      - RADKIT_IDENTITY=user@example.com
      - RADKIT_DIRECT_HOST=192.168.1.100
      - RADKIT_DIRECT_PORT=8181
      - RADKIT_DIRECT_TOKEN=your-e2ee-validation-token
      - MCP_TRANSPORT=sse
      - MCP_HOST=0.0.0.0
      - MCP_PORT=8000
    ports:
      - "8000:8000"
      - "8081:8081"
    networks:
      - radkit-net

networks:
  radkit-net:
    driver: bridge

🧪 Testing

Comprehensive test suite with 95%+ coverage!

Run All Tests

.venv/bin/pytest tests/ -v

Run Specific Test Suite

# Integration tests (RADKit API)
.venv/bin/pytest tests/test_integration.py -v

# MCP protocol tests
.venv/bin/pytest tests/test_mcp_client.py -v

Test Coverage Report

.venv/bin/pytest tests/ --cov=src/radkit_mcp --cov-report=html

⚡️ Usage example: Claude Desktop

The Claude Desktop application provides an environment which integrates the Claude LLM and a rich MCP Client compatible with this MCP Server.

To get started, download the Claude Desktop app for your host OS, and choose the LLM usage plan that best fits your needs.

Afterwards, edit the radkit-mcp-server/claude_desktop_config.json file included in this repository to point to the absolute paths of your .venv and mcp_server.py files:

{
  "mcpServers": {
    "radkit-mcp-server": {
      "command": "/Users/ponchotitlan/Documents/radkit-mcp-server-community/.venv/bin/python",
      "args": [
        "/Users/ponchotitlan/Documents/radkit-mcp-server-community/mcp_server.py"
      ],
      "description": "Cisco RADKit MCP Server - Community"
    }
  }
}

Then, copy this file to the location of your Claude Desktop application' configurations. The directory varies depending on your host OS:

🍎 MacOS:

cp claude_desktop_config.json ~/Library/Application\ Support/Claude

🪟 Windows:

cp claude_desktop_config.json %APPDATA%\Claude\

🐧 Linux:

cp claude_desktop_config.json ~/.config/Claude/

Now, restart your Claude Desktop app. Afterwards, if you navigate to Configurations/Developer/, you should see the MCP Server up and running:

✨ Prompt examples

📚 Show the inventory of your Cisco RADKit service</br> One of the MCP server tools provides a list of device names. <div align="center"> <img src="images/radkit_mcp_demo_1_inventory.gif"/> </div>

</br>🎰 Ask specific questions about a device</br> Another MCP server tool provides information of the device if available directly in the Cisco RADKit SDK. <div align="center"> <img src="images/radkit_demo_2_device_type.gif"/> </div>

</br>Otherwise, a command is executed in the device via a MCP server tool to get the information required. <div align="center"> <img src="images/radkit_demo_3_interfaces.gif"/> </div>

</br>🗺️ Complex querying using networking data</br> The LLM can use the information from multiple data network queries to build, for example, a topology diagram. <div align="center"> <img src="images/radkit_demo_4_topology.gif"/> </div>

</br>This diagram can be later refined with more information from the network as required. <div align="center"> <img src="images/radit_demo_5_enhanced_topology.gif"/> </div>

</br>⬇️ Push configurations</br> Not everything is query information! If the Cisco RADKit user onboarded in the MCP server is enabled with Write privileges, commit operations can take place. <div align="center"> <img src="images/radkit_demo_6_config_commit.gif"/> </div>

</br>These are just some examples of what can be done with this MCP server!