quick-mcp-example
by justmywyw
This example demonstrates how to build an MCP (Model Context Protocol) server with core capabilities and a simple client implementation. It showcases tools, resources, and prompts for creating a knowledgebase chatbot flow.
Last updated: N/A
What is quick-mcp-example?
This is an example MCP (Model Context Protocol) server that demonstrates the core components of the protocol: tools, resources, and prompts. It provides a foundation for building LLM-based applications that can interact with external data sources and execute standardized tasks.
How to use quick-mcp-example?
To use this example, clone the repository, set up the ChromaDB database (following the instructions in MCP_setup.ipynb), create a virtual environment, install the required packages, and then run the client and server using python client.py mcp_server.py.
Key features of quick-mcp-example
Exposes tools for LLM interaction (e.g., querying a vector database)
Allows users to choose existing resources to provide context to the LLM
Enables users to execute standard prompts for complex analytical workflows
Demonstrates a simple CLI client for interacting with the MCP server
Provides a modular architecture for independent development and interoperability
Use cases of quick-mcp-example
Integrating services APIs and tools with LLMs
Connecting LLMs to local datasources
Building knowledgebase chatbots with RAG (Retrieval-Augmented Generation)
Creating standardized conversation flows for common tasks
FAQ from quick-mcp-example
What is MCP?
What is MCP?
Model Context Protocol (MCP) is an open protocol that standardizes how applications provide context to LLMs.
What are the main components of an MCP server?
What are the main components of an MCP server?
The main components are tools, resources, and prompts.
What are tools in the context of MCP?
What are tools in the context of MCP?
Tools are functions that the LLM can invoke to perform actions or retrieve information.
What are resources in the context of MCP?
What are resources in the context of MCP?
Resources represent data sources that can be accessed by the client application.
What are prompts in the context of MCP?
What are prompts in the context of MCP?
Prompts are reusable templates that define specific interaction patterns.