What is joaowinderfeldbussolotto MCP Websearch Server
MPC Docs Server
This is a simple MCP (Model Context Protocol) server for retrieving information from the official documentation of Langchain, Llama Index, and OpenAI. It provides a tool that can be used by MCP-compatible applications to search and retrieve relevant documentation snippets.
Features
- Documentation Retrieval: Fetches content from the official documentation of Langchain, Llama Index, and OpenAI.
- MCP Compatibility: Implements an MCP server, allowing it to be easily integrated with other MCP-compatible applications.
- Simple Tool: Exposes a
get_docs
tool that accepts a query and library name, returning relevant documentation snippets.
How It Works
graph LR
Client[MCP Client] -->|Calls tools| Server[MCP Server]
Server -->|Searches web for docs| Serper[Serper API]
Serper -->|Returns search results| Server
Server -->|Returns documentation| Client
Getting Started
Installing uv Package Manager
On MacOS/Linux:
curl -LsSf https://astral.sh/uv/install.sh | sh
Make sure to restart your terminal afterwards to ensure that the uv
command gets picked up.
Project Setup
Create and initialize the project:
# Create a new directory for our project
uv init mcp-server
cd mcp-server
# Create virtual environment and activate it
uv venv
source .venv`/bin/activate` # On Windows use: .venv\Scripts\activate
# Install dependencies
uv add "mcp[cli]" httpx python-dotenv bs4
Environment Variables
Create a .env
file in the root directory and add the following:
SERPER_API_KEY=YOUR_SERPER_API_KEY
You'll need a SERPER API key to use the web search functionality. You can obtain one from Serper.dev. We are using the Serper API to search the web for relevant documentation.
Running the Server
Start the MCP server:
uv run main.py
The server will start and be ready to accept connections.
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Frequently Asked Questions
What is MCP?
MCP (Model Context Protocol) is an open protocol that standardizes how applications provide context to LLMs. Think of MCP like a USB-C port for AI applications, providing a standardized way to connect AI models to different data sources and tools.
What are MCP Servers?
MCP Servers are lightweight programs that expose specific capabilities through the standardized Model Context Protocol. They act as bridges between LLMs like Claude and various data sources or services, allowing secure access to files, databases, APIs, and other resources.
How do MCP Servers work?
MCP Servers follow a client-server architecture where a host application (like Claude Desktop) connects to multiple servers. Each server provides specific functionality through standardized endpoints and protocols, enabling Claude to access data and perform actions through the standardized protocol.
Are MCP Servers secure?
Yes, MCP Servers are designed with security in mind. They run locally with explicit configuration and permissions, require user approval for actions, and include built-in security features to prevent unauthorized access and ensure data privacy.
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