you need to learn MCP RIGHT NOW!! (Model Context Protocol)
By NetworkChuck
TechnologyAIStartup
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Key Concepts:
- Model Context Protocol (MCP): A standardized way to give tools to LLMs.
- MCP Server: Abstracting away the complexity of API calls, handling the code needed for interaction.
- Docker: A platform for running applications in isolated containers.
- Docker MCP Toolkit: A Docker Desktop feature for managing MCP servers.
- Docker MCP Gateway: Enables remote access to MCP servers.
- Docker Secrets: A way to securely manage API keys and other sensitive information.
- LLM Clients: Applications that can connect to and use MCP servers (e.g., Cloud Desktop, LM Studio, Cursor).
- YAML: A human-readable data serialization language, used for configuration files.
1. Introduction to MCP
- MCP empowers AI to perform complex tasks by providing access to tools.
- Example: Connecting Claude to Obsidian vault, Brave, or Kali Linux.
- Goal: To create a Kali Linux MCP server for LLMs to perform hacking tasks.
2. The Problem with Traditional LLM Tool Access
- Giving LLMs access to tools is crucial for productivity but challenging.
- LLMs prefer text-based interactions over GUIs.
- Direct code access is often restricted.
- APIs are a potential solution, but require coding and are not standardized.
- API documentation can be complex, requiring significant coding effort for each interaction.
3. MCP as a Solution
- MCP provides a standardized way to give tools to LLMs, similar to how USB-C standardized cables.
- MCP servers abstract away the complexity of API calls.
- LLMs can simply ask the MCP server to perform tasks without needing to know the underlying code or API details.
- MCP is becoming an industry standard, allowing LLMs to connect to various applications.
4. Running MCP Servers Locally with Docker
- Docker Desktop is required for running MCP servers locally on Mac, Linux, or Windows.
- Docker MCP Toolkit simplifies the process of managing MCP servers.
- The Docker MCP catalog provides a selection of pre-built MCP servers.
- Example: Connecting to an Obsidian MCP server using an API key.
- LLMs can then use the tools exposed by the MCP server, such as creating notes or performing searches.
- Cloud Desktop, LM Studio, and Cursor are examples of LLM clients that can connect to Docker MCP servers.
5. Demonstration with Cloud Desktop, LM Studio, and Cursor
- Cloud Desktop (free) is used to demonstrate connecting to the Obsidian MCP server.
- LM Studio (local models) is used to run local LLMs and connect to MCP servers.
- Cursor is also shown as an LLM client that can connect to MCP servers.
- Example: Using LM Studio with the Gemma 312B model to find Japanese restaurants and create a note in Obsidian.
- Example: Using Cursor to grab the transcript of a YouTube video and summarize it in Obsidian.
6. Building Custom MCP Servers
- The "Network Chuck's MCP server build prompt" is used to guide LLMs in building custom MCP servers.
- Step-by-step process:
- Describe the desired MCP server functionality to the LLM.
- The LLM generates the necessary files (Dockerfile, requirements.txt, server.py, readme.md).
- Create a directory for the MCP server.
- Create the files using the LLM's output.
- Build the Docker container using
docker build. - Create a custom catalog YAML file.
- Edit the
registry.yamlfile to include the custom server. - Edit the Cloud MCP server config to include the custom catalog.
- Restart Cloud.
- Example: Building a simple dice roller MCP server.
- Example: Building a Toggle MCP server to control time tracking using the Toggle API.
7. Building a Kali Linux Hacking MCP Server
- Goal: To create an MCP server that allows LLMs to perform hacking tasks using Kali Linux tools.
- The process involves running a Kali Linux container and exposing its tools through an MCP server.
- The LLM is prompted to create a Kali Linux MCP server with specific tools.
- The resulting Docker container can be used to perform tasks such as network scanning.
- Example: Using the Kali Linux MCP server to perform an nmap scan.
8. Understanding Docker MCP Gateway and Remote MCP Servers
- Docker MCP servers are not always running; they are spun up and down as needed.
- Remote MCP servers can be accessed by adding them to the LLM client's configuration file.
- Example: Adding a Coin Gecko MCP server to Cursor to retrieve cryptocurrency prices.
9. Docker Secrets
- Docker MCP gateway can help manage secrets, things like API keys and tokens.
- Keep that stuff out of your code and nestled safely inside Docker MCP secrets.
10. Conclusion
- MCP is a powerful tool for enabling LLMs to interact with various applications and perform complex tasks.
- Docker simplifies the process of running and managing MCP servers.
- Custom MCP servers can be built to meet specific needs.
- The combination of MCP, Docker, and LLMs opens up new possibilities for automation and AI-powered workflows.
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