Spaces:
Running
Running
Merge pull request #783 from jlowin/tutorials
Browse files- docs/docs.json +72 -59
- docs/tutorials/create-mcp-server.mdx +198 -0
docs/docs.json
CHANGED
|
@@ -52,84 +52,97 @@
|
|
| 52 |
}
|
| 53 |
},
|
| 54 |
"navigation": {
|
| 55 |
-
"
|
| 56 |
{
|
| 57 |
-
"
|
| 58 |
-
"
|
| 59 |
-
"getting-started/welcome",
|
| 60 |
-
"getting-started/installation",
|
| 61 |
-
"getting-started/quickstart",
|
| 62 |
-
"updates"
|
| 63 |
-
]
|
| 64 |
-
},
|
| 65 |
-
{
|
| 66 |
-
"group": "Servers",
|
| 67 |
-
"pages": [
|
| 68 |
-
"servers/fastmcp",
|
| 69 |
{
|
| 70 |
-
"group": "
|
| 71 |
-
"icon": "toolbox",
|
| 72 |
"pages": [
|
| 73 |
-
"
|
| 74 |
-
"
|
| 75 |
-
"
|
| 76 |
-
"
|
| 77 |
]
|
| 78 |
},
|
| 79 |
{
|
| 80 |
-
"group": "
|
| 81 |
-
"icon": "shield-check",
|
| 82 |
"pages": [
|
| 83 |
-
"servers/
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 84 |
]
|
| 85 |
},
|
| 86 |
-
"servers/openapi",
|
| 87 |
-
"servers/proxy",
|
| 88 |
-
"servers/composition",
|
| 89 |
{
|
| 90 |
-
"group": "
|
| 91 |
-
"icon": "upload",
|
| 92 |
"pages": [
|
| 93 |
-
"
|
| 94 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 95 |
]
|
| 96 |
-
}
|
| 97 |
-
]
|
| 98 |
-
},
|
| 99 |
-
{
|
| 100 |
-
"group": "Clients",
|
| 101 |
-
"pages": [
|
| 102 |
-
"clients/client",
|
| 103 |
-
"clients/transports",
|
| 104 |
{
|
| 105 |
-
"group": "
|
| 106 |
-
"icon": "user-shield",
|
| 107 |
"pages": [
|
| 108 |
-
"
|
| 109 |
-
"
|
|
|
|
|
|
|
|
|
|
| 110 |
]
|
| 111 |
},
|
| 112 |
-
|
| 113 |
-
|
| 114 |
-
|
| 115 |
-
|
| 116 |
-
|
| 117 |
-
|
| 118 |
-
|
| 119 |
-
|
| 120 |
-
|
| 121 |
-
|
| 122 |
-
|
| 123 |
-
|
| 124 |
},
|
| 125 |
{
|
| 126 |
-
"
|
|
|
|
| 127 |
"pages": [
|
| 128 |
-
"
|
| 129 |
-
"patterns/decorating-methods",
|
| 130 |
-
"patterns/http-requests",
|
| 131 |
-
"patterns/testing",
|
| 132 |
-
"patterns/cli"
|
| 133 |
]
|
| 134 |
}
|
| 135 |
]
|
|
|
|
| 52 |
}
|
| 53 |
},
|
| 54 |
"navigation": {
|
| 55 |
+
"anchors": [
|
| 56 |
{
|
| 57 |
+
"anchor": "Documentation",
|
| 58 |
+
"groups": [
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 59 |
{
|
| 60 |
+
"group": "Get Started",
|
|
|
|
| 61 |
"pages": [
|
| 62 |
+
"getting-started/welcome",
|
| 63 |
+
"getting-started/installation",
|
| 64 |
+
"getting-started/quickstart",
|
| 65 |
+
"updates"
|
| 66 |
]
|
| 67 |
},
|
| 68 |
{
|
| 69 |
+
"group": "Servers",
|
|
|
|
| 70 |
"pages": [
|
| 71 |
+
"servers/fastmcp",
|
| 72 |
+
{
|
| 73 |
+
"group": "Core Components",
|
| 74 |
+
"icon": "toolbox",
|
| 75 |
+
"pages": [
|
| 76 |
+
"servers/tools",
|
| 77 |
+
"servers/resources",
|
| 78 |
+
"servers/prompts",
|
| 79 |
+
"servers/context"
|
| 80 |
+
]
|
| 81 |
+
},
|
| 82 |
+
{
|
| 83 |
+
"group": "Authentication",
|
| 84 |
+
"icon": "shield-check",
|
| 85 |
+
"pages": [
|
| 86 |
+
"servers/auth/bearer"
|
| 87 |
+
]
|
| 88 |
+
},
|
| 89 |
+
"servers/openapi",
|
| 90 |
+
"servers/proxy",
|
| 91 |
+
"servers/composition",
|
| 92 |
+
{
|
| 93 |
+
"group": "Deployment",
|
| 94 |
+
"icon": "upload",
|
| 95 |
+
"pages": [
|
| 96 |
+
"deployment/running-server",
|
| 97 |
+
"deployment/asgi"
|
| 98 |
+
]
|
| 99 |
+
}
|
| 100 |
]
|
| 101 |
},
|
|
|
|
|
|
|
|
|
|
| 102 |
{
|
| 103 |
+
"group": "Clients",
|
|
|
|
| 104 |
"pages": [
|
| 105 |
+
"clients/client",
|
| 106 |
+
"clients/transports",
|
| 107 |
+
{
|
| 108 |
+
"group": "Authentication",
|
| 109 |
+
"icon": "user-shield",
|
| 110 |
+
"pages": [
|
| 111 |
+
"clients/auth/oauth",
|
| 112 |
+
"clients/auth/bearer"
|
| 113 |
+
]
|
| 114 |
+
},
|
| 115 |
+
"clients/advanced-features"
|
| 116 |
]
|
| 117 |
+
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 118 |
{
|
| 119 |
+
"group": "Integrations",
|
|
|
|
| 120 |
"pages": [
|
| 121 |
+
"integrations/anthropic",
|
| 122 |
+
"integrations/claude-desktop",
|
| 123 |
+
"integrations/openai",
|
| 124 |
+
"integrations/gemini",
|
| 125 |
+
"integrations/contrib"
|
| 126 |
]
|
| 127 |
},
|
| 128 |
+
{
|
| 129 |
+
"group": "Patterns",
|
| 130 |
+
"pages": [
|
| 131 |
+
"patterns/tool-transformation",
|
| 132 |
+
"patterns/decorating-methods",
|
| 133 |
+
"patterns/http-requests",
|
| 134 |
+
"patterns/testing",
|
| 135 |
+
"patterns/cli"
|
| 136 |
+
]
|
| 137 |
+
}
|
| 138 |
+
],
|
| 139 |
+
"icon": "book"
|
| 140 |
},
|
| 141 |
{
|
| 142 |
+
"anchor": "Tutorials",
|
| 143 |
+
"icon": "graduation-cap",
|
| 144 |
"pages": [
|
| 145 |
+
"tutorials/create-mcp-server"
|
|
|
|
|
|
|
|
|
|
|
|
|
| 146 |
]
|
| 147 |
}
|
| 148 |
]
|
docs/tutorials/create-mcp-server.mdx
ADDED
|
@@ -0,0 +1,198 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: "How to Create an MCP Server in Python"
|
| 3 |
+
sidebarTitle: "Creating an MCP Server"
|
| 4 |
+
description: "A step-by-step guide to building a Model Context Protocol (MCP) server using Python and FastMCP, from basic tools to dynamic resources."
|
| 5 |
+
icon: server
|
| 6 |
+
---
|
| 7 |
+
|
| 8 |
+
So you want to build a Model Context Protocol (MCP) server in Python. The goal is to create a service that can provide tools and data to AI models like Claude, Gemini, or others that support the protocol. While the [MCP specification](https://modelcontextprotocol.io/specification/) is powerful, implementing it from scratch involves a lot of boilerplate: handling JSON-RPC, managing session state, and correctly formatting requests and responses.
|
| 9 |
+
|
| 10 |
+
This is where **FastMCP** comes in. It's a high-level framework that handles all the protocol complexities for you, letting you focus on what matters: writing the Python functions that power your server.
|
| 11 |
+
|
| 12 |
+
This guide will walk you through creating a fully-featured MCP server from scratch using FastMCP.
|
| 13 |
+
|
| 14 |
+
<Tip>
|
| 15 |
+
Every code block in this tutorial is a complete, runnable example. You can copy and paste it into a file and run it, or paste it directly into a Python REPL like IPython to try it out.
|
| 16 |
+
</Tip>
|
| 17 |
+
|
| 18 |
+
### Prerequisites
|
| 19 |
+
|
| 20 |
+
Make sure you have FastMCP installed. If not, follow the [installation guide](/getting-started/installation).
|
| 21 |
+
|
| 22 |
+
```bash
|
| 23 |
+
pip install fastmcp
|
| 24 |
+
```
|
| 25 |
+
|
| 26 |
+
|
| 27 |
+
## Step 1: Create the Basic Server
|
| 28 |
+
|
| 29 |
+
Every FastMCP application starts with an instance of the `FastMCP` class. This object acts as the container for all your tools and resources.
|
| 30 |
+
|
| 31 |
+
Create a new file called `my_mcp_server.py`:
|
| 32 |
+
|
| 33 |
+
```python my_mcp_server.py
|
| 34 |
+
from fastmcp import FastMCP
|
| 35 |
+
|
| 36 |
+
# Create a server instance with a descriptive name
|
| 37 |
+
mcp = FastMCP(name="My First MCP Server")
|
| 38 |
+
```
|
| 39 |
+
|
| 40 |
+
That's it! You have a valid (though empty) MCP server. Now, let's add some functionality.
|
| 41 |
+
|
| 42 |
+
## Step 2: Add a Tool
|
| 43 |
+
|
| 44 |
+
Tools are functions that an LLM can execute. Let's create a simple tool that adds two numbers.
|
| 45 |
+
|
| 46 |
+
To do this, simply write a standard Python function and decorate it with `@mcp.tool`.
|
| 47 |
+
|
| 48 |
+
```python my_mcp_server.py {5-8}
|
| 49 |
+
from fastmcp import FastMCP
|
| 50 |
+
|
| 51 |
+
mcp = FastMCP(name="My First MCP Server")
|
| 52 |
+
|
| 53 |
+
@mcp.tool
|
| 54 |
+
def add(a: int, b: int) -> int:
|
| 55 |
+
"""Adds two integer numbers together."""
|
| 56 |
+
return a + b
|
| 57 |
+
```
|
| 58 |
+
|
| 59 |
+
FastMCP automatically handles the rest:
|
| 60 |
+
- **Tool Name:** It uses the function name (`add`) as the tool's name.
|
| 61 |
+
- **Description:** It uses the function's docstring as the tool's description for the LLM.
|
| 62 |
+
- **Schema:** It inspects the type hints (`a: int`, `b: int`) to generate a JSON schema for the inputs.
|
| 63 |
+
|
| 64 |
+
This is the core philosophy of FastMCP: **write Python, not protocol boilerplate.**
|
| 65 |
+
|
| 66 |
+
## Step 3: Expose Data with Resources
|
| 67 |
+
|
| 68 |
+
Resources provide read-only data to the LLM. You can define a resource by decorating a function with `@mcp.resource`, providing a unique URI.
|
| 69 |
+
|
| 70 |
+
Let's expose a simple configuration dictionary as a resource.
|
| 71 |
+
|
| 72 |
+
```python my_mcp_server.py {10-13}
|
| 73 |
+
from fastmcp import FastMCP
|
| 74 |
+
|
| 75 |
+
mcp = FastMCP(name="My First MCP Server")
|
| 76 |
+
|
| 77 |
+
@mcp.tool
|
| 78 |
+
def add(a: int, b: int) -> int:
|
| 79 |
+
"""Adds two integer numbers together."""
|
| 80 |
+
return a + b
|
| 81 |
+
|
| 82 |
+
@mcp.resource("resource://config")
|
| 83 |
+
def get_config() -> dict:
|
| 84 |
+
"""Provides the application's configuration."""
|
| 85 |
+
return {"version": "1.0", "author": "MyTeam"}
|
| 86 |
+
```
|
| 87 |
+
|
| 88 |
+
When a client requests the URI `resource://config`, FastMCP will execute the `get_config` function and return its output (serialized as JSON) to the client. The function is only called when the resource is requested, enabling lazy-loading of data.
|
| 89 |
+
|
| 90 |
+
## Step 4: Generate Dynamic Content with Resource Templates
|
| 91 |
+
|
| 92 |
+
Sometimes, you need to generate resources based on parameters. This is what **Resource Templates** are for. You define them using the same `@mcp.resource` decorator but with placeholders in the URI.
|
| 93 |
+
|
| 94 |
+
Let's create a template that provides a personalized greeting.
|
| 95 |
+
|
| 96 |
+
```python my_mcp_server.py {15-17}
|
| 97 |
+
from fastmcp import FastMCP
|
| 98 |
+
|
| 99 |
+
mcp = FastMCP(name="My First MCP Server")
|
| 100 |
+
|
| 101 |
+
@mcp.tool
|
| 102 |
+
def add(a: int, b: int) -> int:
|
| 103 |
+
"""Adds two integer numbers together."""
|
| 104 |
+
return a + b
|
| 105 |
+
|
| 106 |
+
@mcp.resource("resource://config")
|
| 107 |
+
def get_config() -> dict:
|
| 108 |
+
"""Provides the application's configuration."""
|
| 109 |
+
return {"version": "1.0", "author": "MyTeam"}
|
| 110 |
+
|
| 111 |
+
@mcp.resource("greetings://{name}")
|
| 112 |
+
def personalized_greeting(name: str) -> str:
|
| 113 |
+
"""Generates a personalized greeting for the given name."""
|
| 114 |
+
return f"Hello, {name}! Welcome to the MCP server."
|
| 115 |
+
```
|
| 116 |
+
|
| 117 |
+
Now, clients can request dynamic URIs:
|
| 118 |
+
- `greetings://Ford` will call `personalized_greeting(name="Ford")`.
|
| 119 |
+
- `greetings://Marvin` will call `personalized_greeting(name="Marvin")`.
|
| 120 |
+
|
| 121 |
+
FastMCP automatically maps the `{name}` placeholder in the URI to the `name` parameter in your function.
|
| 122 |
+
|
| 123 |
+
## Step 5: Run the Server
|
| 124 |
+
|
| 125 |
+
To make your server executable, add a `__main__` block to your script that calls `mcp.run()`.
|
| 126 |
+
|
| 127 |
+
```python my_mcp_server.py {19-20}
|
| 128 |
+
from fastmcp import FastMCP
|
| 129 |
+
|
| 130 |
+
mcp = FastMCP(name="My First MCP Server")
|
| 131 |
+
|
| 132 |
+
@mcp.tool
|
| 133 |
+
def add(a: int, b: int) -> int:
|
| 134 |
+
"""Adds two integer numbers together."""
|
| 135 |
+
return a + b
|
| 136 |
+
|
| 137 |
+
@mcp.resource("resource://config")
|
| 138 |
+
def get_config() -> dict:
|
| 139 |
+
"""Provides the application's configuration."""
|
| 140 |
+
return {"version": "1.0", "author": "MyTeam"}
|
| 141 |
+
|
| 142 |
+
@mcp.resource("greetings://{name}")
|
| 143 |
+
def personalized_greeting(name: str) -> str:
|
| 144 |
+
"""Generates a personalized greeting for the given name."""
|
| 145 |
+
return f"Hello, {name}! Welcome to the MCP server."
|
| 146 |
+
|
| 147 |
+
if __name__ == "__main__":
|
| 148 |
+
mcp.run()
|
| 149 |
+
```
|
| 150 |
+
|
| 151 |
+
Now you can run your server from the command line:
|
| 152 |
+
```bash
|
| 153 |
+
python my_mcp_server.py
|
| 154 |
+
```
|
| 155 |
+
This starts the server using the default **STDIO transport**, which is how clients like Claude Desktop communicate with local servers. To learn about other transports, like HTTP, see the [Running Your Server](/deployment/running-server) guide.
|
| 156 |
+
|
| 157 |
+
## The Complete Server
|
| 158 |
+
|
| 159 |
+
Here is the full code for `my_mcp_server.py` (click to expand):
|
| 160 |
+
|
| 161 |
+
```python my_mcp_server.py [expandable]
|
| 162 |
+
from fastmcp import FastMCP
|
| 163 |
+
|
| 164 |
+
# 1. Create the server
|
| 165 |
+
mcp = FastMCP(name="My First MCP Server")
|
| 166 |
+
|
| 167 |
+
# 2. Add a tool
|
| 168 |
+
@mcp.tool
|
| 169 |
+
def add(a: int, b: int) -> int:
|
| 170 |
+
"""Adds two integer numbers together."""
|
| 171 |
+
return a + b
|
| 172 |
+
|
| 173 |
+
# 3. Add a static resource
|
| 174 |
+
@mcp.resource("resource://config")
|
| 175 |
+
def get_config() -> dict:
|
| 176 |
+
"""Provides the application's configuration."""
|
| 177 |
+
return {"version": "1.0", "author": "MyTeam"}
|
| 178 |
+
|
| 179 |
+
# 4. Add a resource template for dynamic content
|
| 180 |
+
@mcp.resource("greetings://{name}")
|
| 181 |
+
def personalized_greeting(name: str) -> str:
|
| 182 |
+
"""Generates a personalized greeting for the given name."""
|
| 183 |
+
return f"Hello, {name}! Welcome to the MCP server."
|
| 184 |
+
|
| 185 |
+
# 5. Make the server runnable
|
| 186 |
+
if __name__ == "__main__":
|
| 187 |
+
mcp.run()
|
| 188 |
+
```
|
| 189 |
+
|
| 190 |
+
## Next Steps
|
| 191 |
+
|
| 192 |
+
You've successfully built an MCP server! From here, you can explore more advanced topics:
|
| 193 |
+
|
| 194 |
+
- [**Tools in Depth**](/servers/tools): Learn about asynchronous tools, error handling, and custom return types.
|
| 195 |
+
- [**Resources & Templates**](/servers/resources): Discover different resource types, including files and HTTP endpoints.
|
| 196 |
+
- [**Prompts**](/servers/prompts): Create reusable prompt templates for your LLM.
|
| 197 |
+
- [**Running Your Server**](/deployment/running-server): Deploy your server with different transports like HTTP.
|
| 198 |
+
|