├── .gitignore ├── LICENSE ├── README.md ├── pyproject.toml ├── src └── mcp_tool_builder │ ├── __about__.py │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-310.pyc │ ├── cli.cpython-310.pyc │ └── tool_builder_server.cpython-310.pyc │ ├── cli.py │ └── tool_builder_server.py ├── tools ├── __pycache__ │ └── get_bitcoin_price.cpython-310.pyc ├── get_bitcoin_price.py ├── get_weather_forecast.py └── tools.json └── uv.lock /.gitignore: -------------------------------------------------------------------------------- 1 | .venv/ 2 | __pycache__/ 3 | *.pyc 4 | .env 5 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | This is free and unencumbered software released into the public domain. 2 | 3 | Anyone is free to copy, modify, publish, use, compile, sell, or 4 | distribute this software, either in source code form or as a compiled 5 | binary, for any purpose, commercial or non-commercial, and by any 6 | means. 7 | 8 | In jurisdictions that recognize copyright laws, the author or authors 9 | of this software dedicate any and all copyright interest in the 10 | software to the public domain. We make this dedication for the benefit 11 | of the public at large and to the detriment of our heirs and 12 | successors. We intend this dedication to be an overt act of 13 | relinquishment in perpetuity of all present and future rights to this 14 | software under copyright law. 15 | 16 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, 17 | EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF 18 | MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. 19 | IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR 20 | OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, 21 | ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR 22 | OTHER DEALINGS IN THE SOFTWARE. 23 | 24 | For more information, please refer to -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # WORK IN PROGRESS - USE WITH CAUTION - Windows 2 | 3 | # MCP Tool Builder 4 | An MCP server that empowers LLMs to dynamically create new tools through MCP clients such as Claude Desktop. 5 | 6 | mcp-tool-builder MCP server 7 | 8 | ## Features 9 | - Create new tools by describing them in natural language 10 | - Requires client restart to use new tools (Claude Desktop) 11 | - New tools are saved as python scriptlets in ...\\mcp-tool-builder\\tools 12 | - New tool definitions are saved in ...\\mcp-tool-builder\\tools\tools.json 13 | 14 | ## Example tools included at installation 15 | - get_bitcoin_price: Fetches current Bitcoin price from CoinGecko 16 | - get_weather_forecast: Gets weather for US ZIP codes (uses geopy) 17 | 18 | ## Creating New Tools 19 | Use the create_tool command in Claude Desktop (or suggest strongly!!) to create new tools dynamically 20 | 21 | ## Installation 22 | 1. Clone this repository 23 | 2. Install dependencies: 24 | ```bash 25 | cd mcp-tool-builder 26 | uv venv 27 | .venv\Scripts\activate 28 | uv pip install -e . 29 | ``` 30 | 31 | ## Usage with Claude Desktop 32 | Add to `claude_desktop_config.json`: 33 | 34 | ```json 35 | { 36 | "mcpServers": { 37 | "tool-builder": { 38 | "command": "uv", 39 | "args": [ 40 | "--directory", 41 | "PATH_TO\\mcp-tool-builder", 42 | "run", 43 | "tool-builder" 44 | ] 45 | } 46 | } 47 | } 48 | ``` 49 | ![Screenshot 2024-12-24 105318](https://github.com/user-attachments/assets/c1bf9293-7b66-4600-99a0-bf96692e58d1) 50 | 51 | ![image](https://github.com/user-attachments/assets/0c5a78ea-4c22-48d9-bad2-1392e59ec544) 52 | -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- 1 | [project] 2 | name = "mcp-tool-builder" 3 | dynamic = ["version"] 4 | requires-python = ">=3.10" 5 | classifiers = ["Programming Language :: Python :: 3"] 6 | description = "MCP server for dynamic tool creation" 7 | dependencies = [ 8 | "mcp", 9 | "anthropic", 10 | "python-dotenv", 11 | "requests>=2.32.3", 12 | "geopy" 13 | ] 14 | 15 | [project.scripts] 16 | tool-builder = "mcp_tool_builder.cli:run_server" 17 | 18 | [build-system] 19 | requires = ["hatchling"] 20 | build-backend = "hatchling.build" 21 | 22 | [tool.hatch.version] 23 | path = "src/mcp_tool_builder/__about__.py" 24 | 25 | [tool.hatch.build] 26 | exclude = [ 27 | ".git", 28 | ".gitignore", 29 | "*.pyc", 30 | "__pycache__" 31 | ] 32 | 33 | [tool.hatch.build.targets.wheel] 34 | packages = ["src/mcp_tool_builder"] 35 | 36 | [tool.hatch.metadata] 37 | allow-direct-references = true -------------------------------------------------------------------------------- /src/mcp_tool_builder/__about__.py: -------------------------------------------------------------------------------- 1 | __version__ = "0.1.0" -------------------------------------------------------------------------------- /src/mcp_tool_builder/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hanweg/mcp-tool-builder/878a7a0de1742c9d90724068ec0ede75b1f5e916/src/mcp_tool_builder/__init__.py -------------------------------------------------------------------------------- /src/mcp_tool_builder/__pycache__/__init__.cpython-310.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hanweg/mcp-tool-builder/878a7a0de1742c9d90724068ec0ede75b1f5e916/src/mcp_tool_builder/__pycache__/__init__.cpython-310.pyc -------------------------------------------------------------------------------- /src/mcp_tool_builder/__pycache__/cli.cpython-310.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hanweg/mcp-tool-builder/878a7a0de1742c9d90724068ec0ede75b1f5e916/src/mcp_tool_builder/__pycache__/cli.cpython-310.pyc -------------------------------------------------------------------------------- /src/mcp_tool_builder/__pycache__/tool_builder_server.cpython-310.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hanweg/mcp-tool-builder/878a7a0de1742c9d90724068ec0ede75b1f5e916/src/mcp_tool_builder/__pycache__/tool_builder_server.cpython-310.pyc -------------------------------------------------------------------------------- /src/mcp_tool_builder/cli.py: -------------------------------------------------------------------------------- 1 | import asyncio 2 | from .tool_builder_server import main 3 | 4 | def run_server(): 5 | asyncio.run(main()) -------------------------------------------------------------------------------- /src/mcp_tool_builder/tool_builder_server.py: -------------------------------------------------------------------------------- 1 | import os 2 | import json 3 | import ast 4 | import inspect 5 | import importlib.util 6 | from typing import Any, Dict, List, Optional 7 | from pathlib import Path 8 | 9 | from mcp.server import Server, NotificationOptions 10 | from mcp.server.stdio import stdio_server 11 | import mcp.types as types 12 | 13 | class ToolBuilderServer: 14 | def __init__(self, tools_dir: str): 15 | """Initialize the Tool Builder Server. 16 | 17 | Args: 18 | tools_dir: Directory where tool scripts will be stored 19 | """ 20 | self.tools_dir = Path(tools_dir) 21 | self.tools: Dict[str, Any] = {} 22 | self.tools_config: List[Dict] = [] 23 | 24 | # Create tools directory if it doesn't exist 25 | self.tools_dir.mkdir(parents=True, exist_ok=True) 26 | 27 | # Load existing tools 28 | self.reload_tools() 29 | 30 | # Initialize MCP server 31 | self.server = Server("tool-builder") 32 | self._register_handlers() 33 | 34 | def _register_handlers(self): 35 | """Register all MCP protocol handlers.""" 36 | 37 | @self.server.list_tools() 38 | async def handle_list_tools() -> List[types.Tool]: 39 | """List all available tools including tool management tools.""" 40 | tools = [ 41 | types.Tool( 42 | name="create_tool", 43 | description="Create a new Python tool with specified functionality", 44 | inputSchema={ 45 | "type": "object", 46 | "properties": { 47 | "tool_name": { 48 | "type": "string", 49 | "description": "Name of the new tool" 50 | }, 51 | "description": { 52 | "type": "string", 53 | "description": "Description of what the tool should do" 54 | }, 55 | "code": { 56 | "type": "string", 57 | "description": "Python code implementing the tool" 58 | } 59 | }, 60 | "required": ["tool_name", "description", "code"] 61 | } 62 | ), 63 | types.Tool( 64 | name="list_available_tools", 65 | description="List all currently available tools", 66 | inputSchema={ 67 | "type": "object", 68 | "properties": {}, 69 | "required": [] 70 | } 71 | ), 72 | # Add existing tools dynamically 73 | *[types.Tool( 74 | name=tool["name"], 75 | description=tool.get("description", "No description available"), 76 | inputSchema={ 77 | "type": "object", 78 | "properties": { 79 | param: {"type": "string"} 80 | for param in tool.get("parameters", {}) 81 | }, 82 | "required": list(tool.get("parameters", {}).keys()) 83 | } 84 | ) for tool in self.tools_config] 85 | ] 86 | return tools 87 | 88 | @self.server.call_tool() 89 | async def handle_call_tool( 90 | name: str, arguments: Dict | None 91 | ) -> List[types.TextContent | types.ImageContent | types.EmbeddedResource]: 92 | """Handle tool execution requests.""" 93 | if not arguments: 94 | arguments = {} 95 | 96 | if name == "create_tool": 97 | result = await self._create_tool( 98 | arguments["tool_name"], 99 | arguments["description"], 100 | arguments["code"] 101 | ) 102 | return [types.TextContent( 103 | type="text", 104 | text=result 105 | )] 106 | 107 | elif name == "list_available_tools": 108 | tools_list = "\n".join([ 109 | f"- {tool['name']}: {tool.get('description', 'No description')}" 110 | for tool in self.tools_config 111 | ]) 112 | return [types.TextContent( 113 | type="text", 114 | text=f"Available tools:\n{tools_list}" 115 | )] 116 | 117 | # Handle dynamically loaded tools 118 | elif name in self.tools: 119 | # Check if the tool is properly loaded 120 | if name not in self.tools or self.tools[name] is None: 121 | return [types.TextContent( 122 | type="text", 123 | text=(f"Tool '{name}' exists but cannot be used yet.\n" 124 | "IMPORTANT: New tools require a client restart before they can be used.\n" 125 | "Please:\n" 126 | "1. Restart Claude Desktop\n" 127 | "2. Start a new conversation\n" 128 | "3. Try using the tool again") 129 | )] 130 | 131 | try: 132 | tool_func = self.tools[name] 133 | if inspect.iscoroutinefunction(tool_func): 134 | result = await tool_func(**arguments) 135 | else: 136 | result = tool_func(**arguments) 137 | return [types.TextContent( 138 | type="text", 139 | text=str(result) 140 | )] 141 | except Exception as e: 142 | return [types.TextContent( 143 | type="text", 144 | text=f"Error executing tool {name}: {str(e)}" 145 | )] 146 | else: 147 | return [types.TextContent( 148 | type="text", 149 | text=(f"Tool {name} not found or not fully initialized. " 150 | "Please ensure the tool was created correctly " 151 | "and restart Claude Desktop.") 152 | )] 153 | 154 | async def _create_tool(self, tool_name: str, description: str, code: str) -> str: 155 | try: 156 | # Validate the code is Python 157 | try: 158 | ast.parse(code) 159 | except SyntaxError: 160 | return f"Error: Invalid Python syntax in the tool code for {tool_name}" 161 | 162 | if any(tool["name"] == tool_name for tool in self.tools_config): 163 | return f"Tool {tool_name} already exists" 164 | 165 | tool_path = self.tools_dir / f"{tool_name}.py" 166 | tool_path.write_text(code) 167 | 168 | # Parse the function definition 169 | tree = ast.parse(code) 170 | func_def = next( 171 | (node for node in ast.walk(tree) 172 | if isinstance(node, ast.FunctionDef) and node.name == tool_name), 173 | None 174 | ) 175 | 176 | if not func_def: 177 | return f"Error: Could not find a function named {tool_name} in the provided code" 178 | 179 | # Extract parameters 180 | parameters = { 181 | arg.arg: "string" 182 | for arg in func_def.args.args 183 | if arg.arg != "self" 184 | } 185 | 186 | tool_config = { 187 | "name": tool_name, 188 | "description": description, 189 | "parameters": parameters, 190 | "file": f"{tool_name}.py", # Store relative path 191 | "function": tool_name 192 | } 193 | self.tools_config.append(tool_config) 194 | 195 | tools_json_path = self.tools_dir / "tools.json" 196 | tools_json_path.write_text(json.dumps(self.tools_config, indent=4)) 197 | 198 | self.reload_tools() 199 | 200 | # Return success message with explicit restart instructions 201 | return (f"Tool '{tool_name}' has been successfully created and will be available after client restart.\n" 202 | f"Description: {description}\n" 203 | f"Status: Added to tools.json\n" 204 | "IMPORTANT: You must restart Claude Desktop before you can use this tool.\n" 205 | "Please restart the client before attempting to use the newly created tool.") 206 | 207 | except Exception as e: 208 | # Ensure a string is always returned, even in error cases 209 | return f"Error creating tool: {str(e)}" or "Unknown tool creation error" 210 | 211 | def reload_tools(self): 212 | try: 213 | tools_json_path = self.tools_dir / "tools.json" 214 | if tools_json_path.exists(): 215 | self.tools_config = json.loads(tools_json_path.read_text()) 216 | else: 217 | self.tools_config = [] 218 | 219 | self.tools.clear() 220 | for tool in self.tools_config: 221 | try: 222 | # Resolve relative path 223 | tool_path = self.tools_dir / tool["file"] 224 | spec = importlib.util.spec_from_file_location( 225 | tool["name"], 226 | str(tool_path) 227 | ) 228 | if spec and spec.loader: 229 | module = importlib.util.module_from_spec(spec) 230 | spec.loader.exec_module(module) 231 | tool_func = getattr(module, tool["function"]) 232 | self.tools[tool["name"]] = tool_func 233 | else: 234 | print(f"Could not load module for tool {tool['name']}") 235 | self.tools[tool["name"]] = None 236 | except Exception as e: 237 | print(f"Error loading tool {tool['name']}: {e}") 238 | # Explicitly set to None to prevent execution 239 | self.tools[tool["name"]] = None 240 | 241 | except Exception as e: 242 | print(f"Error reloading tools: {e}") 243 | 244 | async def main(): 245 | import argparse 246 | from pathlib import Path 247 | 248 | # Get project root directory (parent of src) 249 | project_root = Path(__file__).parent.parent.parent 250 | default_tools_dir = project_root / "tools" 251 | 252 | parser = argparse.ArgumentParser(description='Tool Builder MCP Server') 253 | parser.add_argument('--tools-dir', type=str, default=str(default_tools_dir), 254 | help='Directory where tool scripts will be stored') 255 | 256 | args = parser.parse_args() 257 | server = ToolBuilderServer(tools_dir=args.tools_dir) 258 | 259 | async with stdio_server() as (read_stream, write_stream): 260 | await server.server.run( 261 | read_stream, 262 | write_stream, 263 | server.server.create_initialization_options( 264 | notification_options=NotificationOptions(), 265 | experimental_capabilities={} 266 | ) 267 | ) 268 | 269 | if __name__ == "__main__": 270 | import asyncio 271 | import sys 272 | if sys.platform == 'win32': 273 | asyncio.set_event_loop_policy(asyncio.WindowsSelectorEventLoopPolicy()) 274 | asyncio.run(main()) -------------------------------------------------------------------------------- /tools/__pycache__/get_bitcoin_price.cpython-310.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hanweg/mcp-tool-builder/878a7a0de1742c9d90724068ec0ede75b1f5e916/tools/__pycache__/get_bitcoin_price.cpython-310.pyc -------------------------------------------------------------------------------- /tools/get_bitcoin_price.py: -------------------------------------------------------------------------------- 1 | 2 | def get_bitcoin_price(): 3 | from urllib import request, error 4 | import json 5 | try: 6 | with request.urlopen('https://api.coingecko.com/api/v3/simple/price?ids=bitcoin&vs_currencies=usd') as response: 7 | data = json.loads(response.read()) 8 | return f"Current Bitcoin price: ${data['bitcoin']['usd']:,.2f}" 9 | except: 10 | return "Error: Unable to fetch Bitcoin price" 11 | -------------------------------------------------------------------------------- /tools/get_weather_forecast.py: -------------------------------------------------------------------------------- 1 | 2 | import requests 3 | import json 4 | from geopy.geocoders import Nominatim 5 | 6 | def get_weather_forecast(zip_code): 7 | try: 8 | # Initialize geocoder 9 | geolocator = Nominatim(user_agent="weather_forecast_app") 10 | 11 | # Get location coordinates from ZIP code 12 | location = geolocator.geocode(zip_code) 13 | if not location: 14 | return {"error": "Unable to find coordinates for the given ZIP code"} 15 | 16 | # Get NWS grid point 17 | grid_url = f"https://api.weather.gov/points/{location.latitude},{location.longitude}" 18 | grid_response = requests.get(grid_url, headers={'User-Agent': 'WeatherApp/1.0'}) 19 | grid_data = grid_response.json() 20 | 21 | if grid_response.status_code != 200: 22 | return {"error": "Unable to retrieve grid information"} 23 | 24 | # Get forecast 25 | forecast_url = grid_data['properties']['forecast'] 26 | forecast_response = requests.get(forecast_url, headers={'User-Agent': 'WeatherApp/1.0'}) 27 | forecast_data = forecast_response.json() 28 | 29 | if forecast_response.status_code != 200: 30 | return {"error": "Unable to retrieve forecast"} 31 | 32 | # Extract key forecast information 33 | periods = forecast_data['properties']['periods'] 34 | forecast_summary = [] 35 | for period in periods[:4]: # First 4 periods 36 | forecast_summary.append({ 37 | "name": period['name'], 38 | "temperature": f"{period['temperature']}°{period['temperatureUnit']}", 39 | "short_forecast": period['shortForecast'], 40 | "detailed_forecast": period['detailedForecast'] 41 | }) 42 | 43 | return { 44 | "location": f"{location.address}", 45 | "forecast": forecast_summary 46 | } 47 | 48 | except Exception as e: 49 | return {"error": f"An error occurred: {str(e)}"} 50 | -------------------------------------------------------------------------------- /tools/tools.json: -------------------------------------------------------------------------------- 1 | [ 2 | { 3 | "name": "get_bitcoin_price", 4 | "description": "Gets current Bitcoin price in USD from CoinGecko API", 5 | "parameters": {}, 6 | "file": "get_bitcoin_price.py", 7 | "function": "get_bitcoin_price" 8 | }, 9 | { 10 | "name": "get_weather_forecast", 11 | "description": "Retrieves weather forecast for a given ZIP code using NWS API", 12 | "parameters": { 13 | "zip_code": "string" 14 | }, 15 | "file": "get_weather_forecast.py", 16 | "function": "get_weather_forecast" 17 | } 18 | ] 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