# Directory Structure
```
├── .gitignore
├── .idea
│ ├── .gitignore
│ ├── .name
│ ├── git_toolbox_blame.xml
│ ├── inspectionProfiles
│ │ ├── profiles_settings.xml
│ │ └── Project_Default.xml
│ ├── misc.xml
│ ├── modules.xml
│ ├── server-litellm.iml
│ └── vcs.xml
├── .venv
│ ├── .lock
│ ├── pyvenv.cfg
│ └── Scripts
│ ├── activate
│ ├── activate.bat
│ ├── Activate.ps1
│ ├── deactivate.bat
│ ├── distro.exe
│ ├── dotenv.exe
│ ├── httpx.exe
│ ├── huggingface-cli.exe
│ ├── jsonschema.exe
│ ├── litellm.exe
│ ├── mcp-server-litellm.exe
│ ├── nodeenv.exe
│ ├── normalizer.exe
│ ├── openai.exe
│ ├── pip.exe
│ ├── pip3.11.exe
│ ├── pip3.exe
│ ├── pyright-langserver.exe
│ ├── pyright-python-langserver.exe
│ ├── pyright-python.exe
│ ├── pyright.exe
│ ├── python.exe
│ ├── pythonw.exe
│ ├── ruff.exe
│ ├── tqdm.exe
│ └── uvicorn.exe
├── pyproject.toml
├── README.md
├── src
│ └── server_litellm
│ ├── __init__.py
│ ├── __main__.py
│ └── server.py
└── uv.lock
```
# Files
--------------------------------------------------------------------------------
/.venv/.lock:
--------------------------------------------------------------------------------
```
```
--------------------------------------------------------------------------------
/.idea/.name:
--------------------------------------------------------------------------------
```
server-litellm
```
--------------------------------------------------------------------------------
/.idea/.gitignore:
--------------------------------------------------------------------------------
```
# Default ignored files
/shelf/
/workspace.xml
# Editor-based HTTP Client requests
/httpRequests/
# Datasource local storage ignored files
/dataSources/
/dataSources.local.xml
```
--------------------------------------------------------------------------------
/.gitignore:
--------------------------------------------------------------------------------
```
# Python
__pycache__/
*.py[cod]
*$py.class
*.so
.Python
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
*.egg-info/
.installed.cfg
*.egg
venv/
env/
# IDE
../../Desktop/Anthropic/MCP/mcp-server-litellm/.idea/
.vscode/
*.swp
*.swo
# Environment
.env
```
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
```markdown
# LiteLLM MCP Server
An MCP server that integrates LiteLLM to handle text completions using OpenAI models.
## Installation
Install the package:
```bash
pip install mcp-server-litellm
```
--------------------------------------------------------------------------------
/.idea/git_toolbox_blame.xml:
--------------------------------------------------------------------------------
```
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="GitToolBoxBlameSettings">
<option name="version" value="2" />
</component>
</project>
```
--------------------------------------------------------------------------------
/.idea/inspectionProfiles/profiles_settings.xml:
--------------------------------------------------------------------------------
```
<component name="InspectionProjectProfileManager">
<settings>
<option name="USE_PROJECT_PROFILE" value="false" />
<version value="1.0" />
</settings>
</component>
```
--------------------------------------------------------------------------------
/.idea/vcs.xml:
--------------------------------------------------------------------------------
```
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="VcsDirectoryMappings">
<mapping directory="$PROJECT_DIR$" vcs="Git" />
</component>
</project>
```
--------------------------------------------------------------------------------
/src/server_litellm/__main__.py:
--------------------------------------------------------------------------------
```python
"""
Main entry point for the LiteLLM MCP server.
"""
import asyncio
from server_litellm.server import main
if __name__ == "__main__":
# Run the async main function with asyncio
asyncio.run(main())
```
--------------------------------------------------------------------------------
/.idea/modules.xml:
--------------------------------------------------------------------------------
```
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="ProjectModuleManager">
<modules>
<module fileurl="file://$PROJECT_DIR$/.idea/server-litellm.iml" filepath="$PROJECT_DIR$/.idea/server-litellm.iml" />
</modules>
</component>
</project>
```
--------------------------------------------------------------------------------
/src/server_litellm/__init__.py:
--------------------------------------------------------------------------------
```python
"""
LiteLLM MCP Server package initialization.
"""
from . import server
import asyncio
def main():
"""Main entry point for the package."""
# Run the async main function properly with asyncio
return asyncio.run(server.main())
# Expose important items at package level
__all__ = ['main', 'server']
```
--------------------------------------------------------------------------------
/.idea/misc.xml:
--------------------------------------------------------------------------------
```
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="Black">
<option name="sdkName" value="Python 3.12 (mcp-server-litellm)" />
</component>
<component name="ProjectRootManager" version="2" project-jdk-name="Python 3.12 (server-litellm)" project-jdk-type="Python SDK" />
</project>
```
--------------------------------------------------------------------------------
/.venv/Scripts/deactivate.bat:
--------------------------------------------------------------------------------
```
@echo off
if defined _OLD_VIRTUAL_PROMPT (
set "PROMPT=%_OLD_VIRTUAL_PROMPT%"
)
set _OLD_VIRTUAL_PROMPT=
if defined _OLD_VIRTUAL_PYTHONHOME (
set "PYTHONHOME=%_OLD_VIRTUAL_PYTHONHOME%"
set _OLD_VIRTUAL_PYTHONHOME=
)
if defined _OLD_VIRTUAL_PATH (
set "PATH=%_OLD_VIRTUAL_PATH%"
)
set _OLD_VIRTUAL_PATH=
set VIRTUAL_ENV=
set VIRTUAL_ENV_PROMPT=
:END
```
--------------------------------------------------------------------------------
/pyproject.toml:
--------------------------------------------------------------------------------
```toml
[project]
name = "mcp-server-litellm"
version = "0.1.0"
description = "An MCP server for LiteLLM integration"
readme = "README.md"
requires-python = ">=3.10"
[project.dependencies]
mcp = ">=1.0.0"
litellm = ">=0.1.0"
pydantic = ">=2.0.0"
python-dotenv = ">=0.21.0"
[build-system]
requires = ["hatchling"]
build-backend = "hatchling.build"
[project.scripts]
mcp-server-litellm = "server_litellm"
```
--------------------------------------------------------------------------------
/.idea/inspectionProfiles/Project_Default.xml:
--------------------------------------------------------------------------------
```
<component name="InspectionProjectProfileManager">
<profile version="1.0">
<option name="myName" value="Project Default" />
<inspection_tool class="Eslint" enabled="true" level="WARNING" enabled_by_default="true" />
<inspection_tool class="PyPep8NamingInspection" enabled="true" level="WEAK WARNING" enabled_by_default="true">
<option name="ignoredErrors">
<list>
<option value="N812" />
</list>
</option>
</inspection_tool>
</profile>
</component>
```
--------------------------------------------------------------------------------
/.venv/Scripts/activate.bat:
--------------------------------------------------------------------------------
```
@echo off
rem This file is UTF-8 encoded, so we need to update the current code page while executing it
for /f "tokens=2 delims=:." %%a in ('"%SystemRoot%\System32\chcp.com"') do (
set _OLD_CODEPAGE=%%a
)
if defined _OLD_CODEPAGE (
"%SystemRoot%\System32\chcp.com" 65001 > nul
)
set VIRTUAL_ENV=C:\Users\Darian\PycharmProjects\server-litellm\.venv
if not defined PROMPT set PROMPT=$P$G
if defined _OLD_VIRTUAL_PROMPT set PROMPT=%_OLD_VIRTUAL_PROMPT%
if defined _OLD_VIRTUAL_PYTHONHOME set PYTHONHOME=%_OLD_VIRTUAL_PYTHONHOME%
set _OLD_VIRTUAL_PROMPT=%PROMPT%
set PROMPT=(.venv) %PROMPT%
if defined PYTHONHOME set _OLD_VIRTUAL_PYTHONHOME=%PYTHONHOME%
set PYTHONHOME=
if defined _OLD_VIRTUAL_PATH set PATH=%_OLD_VIRTUAL_PATH%
if not defined _OLD_VIRTUAL_PATH set _OLD_VIRTUAL_PATH=%PATH%
set PATH=%VIRTUAL_ENV%\Scripts;%PATH%
set VIRTUAL_ENV_PROMPT=(.venv)
:END
if defined _OLD_CODEPAGE (
"%SystemRoot%\System32\chcp.com" %_OLD_CODEPAGE% > nul
set _OLD_CODEPAGE=
)
```
--------------------------------------------------------------------------------
/src/server_litellm/server.py:
--------------------------------------------------------------------------------
```python
# src/server_litellm/server.py
import os
import logging
from typing import List
from mcp.server import Server
from mcp.server.stdio import stdio_server
from mcp.types import TextContent, Tool
from litellm import completion
from dotenv import load_dotenv
# Load environment variables from .env file or system
load_dotenv()
# Configure logging
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger("litellm-server")
# Initialize the server
app = Server("litellm-server")
# Ensure the OPENAI_API_KEY is set
OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY")
if not OPENAI_API_KEY:
raise EnvironmentError("Missing OpenAI API Key. Ensure it is set in the .env file or environment variables.")
@app.list_tools()
async def list_tools() -> List[Tool]:
"""
List available tools for LiteLLM server.
"""
return [
Tool(
name="complete",
description="Send a completion request to a specified LLM model.",
inputSchema={
"type": "object",
"properties": {
"model": {
"type": "string",
"description": "The LLM model to use (e.g., 'gpt-3.5-turbo', 'gpt-4')."
},
"messages": {
"type": "array",
"description": "An array of conversation messages, each with 'role' and 'content'.",
"items": {
"type": "object",
"properties": {
"role": {"type": "string", "description": "The role in the conversation (e.g., 'user', 'assistant')."},
"content": {"type": "string", "description": "The content of the message."}
},
"required": ["role", "content"]
}
}
},
"required": ["model", "messages"]
}
)
]
@app.call_tool()
async def call_tool(name: str, arguments: dict) -> List[TextContent]:
"""
Handle the 'complete' tool calls.
"""
if name != "complete":
raise ValueError(f"Unknown tool: {name}")
try:
# Extract and validate arguments
model = arguments.get("model")
messages = arguments.get("messages", [])
if not isinstance(messages, list):
raise ValueError("The 'messages' argument must be a list of objects with 'role' and 'content' fields.")
# Ensure all messages have 'role' and 'content'
for message in messages:
if not isinstance(message, dict) or "role" not in message or "content" not in message:
raise ValueError(f"Each message must have 'role' and 'content'. Invalid message: {message}")
# Log the input arguments for debugging
logger.debug(f"Model: {model}, Messages: {messages}")
# Call LiteLLM's completion function
response = completion(
model=model,
messages=messages
)
# Extract the response text
text = response.get("choices", [{}])[0].get("message", {}).get("content", "Error: No response content.")
# Return the response in MCP format
return [TextContent(type="text", text=text)]
except Exception as e:
logger.error(f"Error during LiteLLM completion: {e}")
raise RuntimeError(f"LLM API error: {e}")
async def run_server():
"""
Run the LiteLLM MCP server.
"""
async with stdio_server() as (read_stream, write_stream):
await app.run(read_stream, write_stream, app.create_initialization_options())
def main():
"""
Main entry point for the server.
"""
import asyncio
asyncio.run(run_server())
```
--------------------------------------------------------------------------------
/.venv/Scripts/Activate.ps1:
--------------------------------------------------------------------------------
```
<#
.Synopsis
Activate a Python virtual environment for the current PowerShell session.
.Description
Pushes the python executable for a virtual environment to the front of the
$Env:PATH environment variable and sets the prompt to signify that you are
in a Python virtual environment. Makes use of the command line switches as
well as the `pyvenv.cfg` file values present in the virtual environment.
.Parameter VenvDir
Path to the directory that contains the virtual environment to activate. The
default value for this is the parent of the directory that the Activate.ps1
script is located within.
.Parameter Prompt
The prompt prefix to display when this virtual environment is activated. By
default, this prompt is the name of the virtual environment folder (VenvDir)
surrounded by parentheses and followed by a single space (ie. '(.venv) ').
.Example
Activate.ps1
Activates the Python virtual environment that contains the Activate.ps1 script.
.Example
Activate.ps1 -Verbose
Activates the Python virtual environment that contains the Activate.ps1 script,
and shows extra information about the activation as it executes.
.Example
Activate.ps1 -VenvDir C:\Users\MyUser\Common\.venv
Activates the Python virtual environment located in the specified location.
.Example
Activate.ps1 -Prompt "MyPython"
Activates the Python virtual environment that contains the Activate.ps1 script,
and prefixes the current prompt with the specified string (surrounded in
parentheses) while the virtual environment is active.
.Notes
On Windows, it may be required to enable this Activate.ps1 script by setting the
execution policy for the user. You can do this by issuing the following PowerShell
command:
PS C:\> Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
For more information on Execution Policies:
https://go.microsoft.com/fwlink/?LinkID=135170
#>
Param(
[Parameter(Mandatory = $false)]
[String]
$VenvDir,
[Parameter(Mandatory = $false)]
[String]
$Prompt
)
<# Function declarations --------------------------------------------------- #>
<#
.Synopsis
Remove all shell session elements added by the Activate script, including the
addition of the virtual environment's Python executable from the beginning of
the PATH variable.
.Parameter NonDestructive
If present, do not remove this function from the global namespace for the
session.
#>
function global:deactivate ([switch]$NonDestructive) {
# Revert to original values
# The prior prompt:
if (Test-Path -Path Function:_OLD_VIRTUAL_PROMPT) {
Copy-Item -Path Function:_OLD_VIRTUAL_PROMPT -Destination Function:prompt
Remove-Item -Path Function:_OLD_VIRTUAL_PROMPT
}
# The prior PYTHONHOME:
if (Test-Path -Path Env:_OLD_VIRTUAL_PYTHONHOME) {
Copy-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME -Destination Env:PYTHONHOME
Remove-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME
}
# The prior PATH:
if (Test-Path -Path Env:_OLD_VIRTUAL_PATH) {
Copy-Item -Path Env:_OLD_VIRTUAL_PATH -Destination Env:PATH
Remove-Item -Path Env:_OLD_VIRTUAL_PATH
}
# Just remove the VIRTUAL_ENV altogether:
if (Test-Path -Path Env:VIRTUAL_ENV) {
Remove-Item -Path env:VIRTUAL_ENV
}
# Just remove VIRTUAL_ENV_PROMPT altogether.
if (Test-Path -Path Env:VIRTUAL_ENV_PROMPT) {
Remove-Item -Path env:VIRTUAL_ENV_PROMPT
}
# Just remove the _PYTHON_VENV_PROMPT_PREFIX altogether:
if (Get-Variable -Name "_PYTHON_VENV_PROMPT_PREFIX" -ErrorAction SilentlyContinue) {
Remove-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Scope Global -Force
}
# Leave deactivate function in the global namespace if requested:
if (-not $NonDestructive) {
Remove-Item -Path function:deactivate
}
}
<#
.Description
Get-PyVenvConfig parses the values from the pyvenv.cfg file located in the
given folder, and returns them in a map.
For each line in the pyvenv.cfg file, if that line can be parsed into exactly
two strings separated by `=` (with any amount of whitespace surrounding the =)
then it is considered a `key = value` line. The left hand string is the key,
the right hand is the value.
If the value starts with a `'` or a `"` then the first and last character is
stripped from the value before being captured.
.Parameter ConfigDir
Path to the directory that contains the `pyvenv.cfg` file.
#>
function Get-PyVenvConfig(
[String]
$ConfigDir
) {
Write-Verbose "Given ConfigDir=$ConfigDir, obtain values in pyvenv.cfg"
# Ensure the file exists, and issue a warning if it doesn't (but still allow the function to continue).
$pyvenvConfigPath = Join-Path -Resolve -Path $ConfigDir -ChildPath 'pyvenv.cfg' -ErrorAction Continue
# An empty map will be returned if no config file is found.
$pyvenvConfig = @{ }
if ($pyvenvConfigPath) {
Write-Verbose "File exists, parse `key = value` lines"
$pyvenvConfigContent = Get-Content -Path $pyvenvConfigPath
$pyvenvConfigContent | ForEach-Object {
$keyval = $PSItem -split "\s*=\s*", 2
if ($keyval[0] -and $keyval[1]) {
$val = $keyval[1]
# Remove extraneous quotations around a string value.
if ("'""".Contains($val.Substring(0, 1))) {
$val = $val.Substring(1, $val.Length - 2)
}
$pyvenvConfig[$keyval[0]] = $val
Write-Verbose "Adding Key: '$($keyval[0])'='$val'"
}
}
}
return $pyvenvConfig
}
<# Begin Activate script --------------------------------------------------- #>
# Determine the containing directory of this script
$VenvExecPath = Split-Path -Parent $MyInvocation.MyCommand.Definition
$VenvExecDir = Get-Item -Path $VenvExecPath
Write-Verbose "Activation script is located in path: '$VenvExecPath'"
Write-Verbose "VenvExecDir Fullname: '$($VenvExecDir.FullName)"
Write-Verbose "VenvExecDir Name: '$($VenvExecDir.Name)"
# Set values required in priority: CmdLine, ConfigFile, Default
# First, get the location of the virtual environment, it might not be
# VenvExecDir if specified on the command line.
if ($VenvDir) {
Write-Verbose "VenvDir given as parameter, using '$VenvDir' to determine values"
}
else {
Write-Verbose "VenvDir not given as a parameter, using parent directory name as VenvDir."
$VenvDir = $VenvExecDir.Parent.FullName.TrimEnd("\\/")
Write-Verbose "VenvDir=$VenvDir"
}
# Next, read the `pyvenv.cfg` file to determine any required value such
# as `prompt`.
$pyvenvCfg = Get-PyVenvConfig -ConfigDir $VenvDir
# Next, set the prompt from the command line, or the config file, or
# just use the name of the virtual environment folder.
if ($Prompt) {
Write-Verbose "Prompt specified as argument, using '$Prompt'"
}
else {
Write-Verbose "Prompt not specified as argument to script, checking pyvenv.cfg value"
if ($pyvenvCfg -and $pyvenvCfg['prompt']) {
Write-Verbose " Setting based on value in pyvenv.cfg='$($pyvenvCfg['prompt'])'"
$Prompt = $pyvenvCfg['prompt'];
}
else {
Write-Verbose " Setting prompt based on parent's directory's name. (Is the directory name passed to venv module when creating the virtual environment)"
Write-Verbose " Got leaf-name of $VenvDir='$(Split-Path -Path $venvDir -Leaf)'"
$Prompt = Split-Path -Path $venvDir -Leaf
}
}
Write-Verbose "Prompt = '$Prompt'"
Write-Verbose "VenvDir='$VenvDir'"
# Deactivate any currently active virtual environment, but leave the
# deactivate function in place.
deactivate -nondestructive
# Now set the environment variable VIRTUAL_ENV, used by many tools to determine
# that there is an activated venv.
$env:VIRTUAL_ENV = $VenvDir
if (-not $Env:VIRTUAL_ENV_DISABLE_PROMPT) {
Write-Verbose "Setting prompt to '$Prompt'"
# Set the prompt to include the env name
# Make sure _OLD_VIRTUAL_PROMPT is global
function global:_OLD_VIRTUAL_PROMPT { "" }
Copy-Item -Path function:prompt -Destination function:_OLD_VIRTUAL_PROMPT
New-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Description "Python virtual environment prompt prefix" -Scope Global -Option ReadOnly -Visibility Public -Value $Prompt
function global:prompt {
Write-Host -NoNewline -ForegroundColor Green "($_PYTHON_VENV_PROMPT_PREFIX) "
_OLD_VIRTUAL_PROMPT
}
$env:VIRTUAL_ENV_PROMPT = $Prompt
}
# Clear PYTHONHOME
if (Test-Path -Path Env:PYTHONHOME) {
Copy-Item -Path Env:PYTHONHOME -Destination Env:_OLD_VIRTUAL_PYTHONHOME
Remove-Item -Path Env:PYTHONHOME
}
# Add the venv to the PATH
Copy-Item -Path Env:PATH -Destination Env:_OLD_VIRTUAL_PATH
$Env:PATH = "$VenvExecDir$([System.IO.Path]::PathSeparator)$Env:PATH"
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# SIG # End signature block
```