Create mcp.txt
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mcp.txt
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| 1 |
+
import gradio as gr
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| 2 |
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import os
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| 3 |
+
import asyncio
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| 4 |
+
from typing import List
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| 5 |
+
from google import genai
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| 6 |
+
from google.genai import types
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| 7 |
+
from mcp import ClientSession, StdioServerParameters
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| 8 |
+
from mcp.client.stdio import stdio_client
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| 9 |
+
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| 10 |
+
# MCP-Server Konfiguration
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| 11 |
+
server_params = StdioServerParameters(
|
| 12 |
+
command="npx",
|
| 13 |
+
args=[
|
| 14 |
+
"mcp-remote",
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| 15 |
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"https://mgokg-db-timetable-api.hf.space/gradio_api/mcp/"
|
| 16 |
+
]
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| 17 |
+
)
|
| 18 |
+
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| 19 |
+
async def generate1(input_text):
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| 20 |
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try:
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| 21 |
+
client = genai.Client(api_key=os.environ.get("GEMINI_API_KEY"))
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| 22 |
+
except Exception as e:
|
| 23 |
+
return f"Fehler bei der Initialisierung: {e}", ""
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| 24 |
+
|
| 25 |
+
model = "gemini-2.5-flash"
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| 26 |
+
|
| 27 |
+
try:
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| 28 |
+
# MCP-Session aufbauen
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| 29 |
+
async with stdio_client(server_params) as (read, write):
|
| 30 |
+
async with ClientSession(read, write) as session:
|
| 31 |
+
await session.initialize()
|
| 32 |
+
|
| 33 |
+
# MCP-Tools abrufen
|
| 34 |
+
mcp_tools_data = await session.list_tools()
|
| 35 |
+
|
| 36 |
+
# Tools in Gemini-kompatibles Format konvertieren
|
| 37 |
+
function_declarations = []
|
| 38 |
+
|
| 39 |
+
# 1. MCP Tools hinzufügen
|
| 40 |
+
for tool in mcp_tools_data.tools:
|
| 41 |
+
schema = tool.inputSchema if tool.inputSchema else {
|
| 42 |
+
"type": "object",
|
| 43 |
+
"properties": {},
|
| 44 |
+
"required": []
|
| 45 |
+
}
|
| 46 |
+
|
| 47 |
+
function_declarations.append(
|
| 48 |
+
types.FunctionDeclaration(
|
| 49 |
+
name=tool.name,
|
| 50 |
+
description=tool.description or "MCP Tool",
|
| 51 |
+
parameters=schema
|
| 52 |
+
)
|
| 53 |
+
)
|
| 54 |
+
|
| 55 |
+
# 2. Google Search Tool hinzufügen (als Function Declaration)
|
| 56 |
+
# Die Gemini API erwartet Google Search als spezielles Tool
|
| 57 |
+
google_search_declaration = types.FunctionDeclaration(
|
| 58 |
+
name="google_search",
|
| 59 |
+
description="Search the internet for current information, news, facts, and general knowledge. Use this for questions about current events, weather, general knowledge, or when you need up-to-date information from the web.",
|
| 60 |
+
parameters={
|
| 61 |
+
"type": "object",
|
| 62 |
+
"properties": {
|
| 63 |
+
"query": {
|
| 64 |
+
"type": "string",
|
| 65 |
+
"description": "The search query to look up on Google"
|
| 66 |
+
}
|
| 67 |
+
},
|
| 68 |
+
"required": ["query"]
|
| 69 |
+
}
|
| 70 |
+
)
|
| 71 |
+
function_declarations.append(google_search_declaration)
|
| 72 |
+
|
| 73 |
+
# Alle Tools kombinieren
|
| 74 |
+
tools = [types.Tool(function_declarations=function_declarations)]
|
| 75 |
+
|
| 76 |
+
# System Prompt zur Tool-Auswahl
|
| 77 |
+
system_instruction = """You are a helpful assistant with access to two types of tools:
|
| 78 |
+
|
| 79 |
+
1. TRAIN CONNECTION TOOLS (MCP): Use these ONLY when the user asks about train connections, schedules, routes, or German railway (DB) information. Available tools: """ + ", ".join([t.name for t in mcp_tools_data.tools]) + """
|
| 80 |
+
|
| 81 |
+
2. GOOGLE SEARCH: Use this for ALL other queries - general knowledge, current events, weather, news, calculations, or any topic not related to train connections.
|
| 82 |
+
|
| 83 |
+
Choose the appropriate tool based on the user's intent. For train connections, use the MCP tools. For everything else, use Google Search."""
|
| 84 |
+
|
| 85 |
+
contents = [types.Content(
|
| 86 |
+
role="user",
|
| 87 |
+
parts=[types.Part.from_text(text=input_text)]
|
| 88 |
+
)]
|
| 89 |
+
|
| 90 |
+
# Erster API-Aufruf
|
| 91 |
+
response = await client.aio.models.generate_content(
|
| 92 |
+
model=model,
|
| 93 |
+
contents=contents,
|
| 94 |
+
config=types.GenerateContentConfig(
|
| 95 |
+
tools=tools,
|
| 96 |
+
temperature=0.4,
|
| 97 |
+
system_instruction=system_instruction
|
| 98 |
+
)
|
| 99 |
+
)
|
| 100 |
+
|
| 101 |
+
# Agentic Loop für Tool-Calls
|
| 102 |
+
turn_count = 0
|
| 103 |
+
max_turns = 5
|
| 104 |
+
|
| 105 |
+
while response.candidates and turn_count < max_turns:
|
| 106 |
+
candidate = response.candidates[0]
|
| 107 |
+
|
| 108 |
+
if not hasattr(candidate, 'content') or not candidate.content:
|
| 109 |
+
break
|
| 110 |
+
|
| 111 |
+
function_calls = [
|
| 112 |
+
part for part in candidate.content.parts
|
| 113 |
+
if hasattr(part, 'function_call') and part.function_call
|
| 114 |
+
]
|
| 115 |
+
|
| 116 |
+
if not function_calls:
|
| 117 |
+
break
|
| 118 |
+
|
| 119 |
+
turn_count += 1
|
| 120 |
+
contents.append(candidate.content)
|
| 121 |
+
tool_responses = []
|
| 122 |
+
|
| 123 |
+
for part in function_calls:
|
| 124 |
+
fc = part.function_call
|
| 125 |
+
tool_name = fc.name
|
| 126 |
+
tool_args = dict(fc.args) if fc.args else {}
|
| 127 |
+
|
| 128 |
+
try:
|
| 129 |
+
# Unterscheide zwischen MCP-Tools und Google Search
|
| 130 |
+
if tool_name == "google_search":
|
| 131 |
+
# Google Search über Gemini's eingebautes Tool
|
| 132 |
+
# Wir simulieren hier den Aufruf durch einen neuen Request mit google_search Tool
|
| 133 |
+
search_response = await client.aio.models.generate_content(
|
| 134 |
+
model=model,
|
| 135 |
+
contents=[types.Content(
|
| 136 |
+
role="user",
|
| 137 |
+
parts=[types.Part.from_text(text=f"Search Google for: {tool_args.get('query', '')}")]
|
| 138 |
+
)],
|
| 139 |
+
config=types.GenerateContentConfig(
|
| 140 |
+
tools=[types.Tool(google_search=types.GoogleSearch())],
|
| 141 |
+
temperature=0.4
|
| 142 |
+
)
|
| 143 |
+
)
|
| 144 |
+
result_text = search_response.text
|
| 145 |
+
|
| 146 |
+
else:
|
| 147 |
+
# MCP-Tool ausführen
|
| 148 |
+
tool_result = await session.call_tool(tool_name, tool_args)
|
| 149 |
+
|
| 150 |
+
if tool_result.isError:
|
| 151 |
+
result_text = f"Error: {tool_result.content[0].text if tool_result.content else 'Unknown error'}"
|
| 152 |
+
else:
|
| 153 |
+
result_text = tool_result.content[0].text if tool_result.content else "No result"
|
| 154 |
+
|
| 155 |
+
tool_responses.append(
|
| 156 |
+
types.FunctionResponse(
|
| 157 |
+
name=tool_name,
|
| 158 |
+
response={"result": result_text}
|
| 159 |
+
)
|
| 160 |
+
)
|
| 161 |
+
|
| 162 |
+
except Exception as e:
|
| 163 |
+
tool_responses.append(
|
| 164 |
+
types.FunctionResponse(
|
| 165 |
+
name=tool_name,
|
| 166 |
+
response={"error": str(e)}
|
| 167 |
+
)
|
| 168 |
+
)
|
| 169 |
+
|
| 170 |
+
contents.append(types.Content(role="user", parts=[
|
| 171 |
+
types.Part.from_function_response(
|
| 172 |
+
name=tr.name,
|
| 173 |
+
response=tr.response
|
| 174 |
+
) for tr in tool_responses
|
| 175 |
+
]))
|
| 176 |
+
|
| 177 |
+
# Nächster API-Aufruf
|
| 178 |
+
response = await client.aio.models.generate_content(
|
| 179 |
+
model=model,
|
| 180 |
+
contents=contents,
|
| 181 |
+
config=types.GenerateContentConfig(
|
| 182 |
+
tools=tools,
|
| 183 |
+
temperature=0.4,
|
| 184 |
+
system_instruction=system_instruction
|
| 185 |
+
)
|
| 186 |
+
)
|
| 187 |
+
|
| 188 |
+
return response.text, ""
|
| 189 |
+
|
| 190 |
+
except Exception as e:
|
| 191 |
+
import traceback
|
| 192 |
+
return f"Fehler während der Verarbeitung: {str(e)}\n\n{traceback.format_exc()}", ""
|
| 193 |
+
|
| 194 |
+
# Gradio UI Wrapper
|
| 195 |
+
def generate(input_text):
|
| 196 |
+
try:
|
| 197 |
+
return asyncio.run(generate1(input_text))
|
| 198 |
+
except Exception as e:
|
| 199 |
+
import traceback
|
| 200 |
+
return f"UI Fehler: {str(e)}\n\n{traceback.format_exc()}", ""
|
| 201 |
+
|
| 202 |
+
if __name__ == '__main__':
|
| 203 |
+
with gr.Blocks() as demo:
|
| 204 |
+
gr.Markdown("# Gemini 2.5 Flash + Google Search + DB Timetable (MCP)")
|
| 205 |
+
|
| 206 |
+
with gr.Row():
|
| 207 |
+
with gr.Column():
|
| 208 |
+
input_textbox = gr.Textbox(
|
| 209 |
+
lines=3,
|
| 210 |
+
label="Anfrage",
|
| 211 |
+
placeholder="z.B. Wie komme ich von Berlin nach Hamburg? oder Was ist die Hauptstadt von Frankreich?"
|
| 212 |
+
)
|
| 213 |
+
submit_button = gr.Button("Senden", variant="primary")
|
| 214 |
+
|
| 215 |
+
with gr.Column():
|
| 216 |
+
output_textbox = gr.Markdown(label="Antwort")
|
| 217 |
+
status_textbox = gr.Textbox(label="Status", interactive=False)
|
| 218 |
+
|
| 219 |
+
submit_button.click(
|
| 220 |
+
fn=generate,
|
| 221 |
+
inputs=input_textbox,
|
| 222 |
+
outputs=[output_textbox, status_textbox]
|
| 223 |
+
)
|
| 224 |
+
|
| 225 |
+
# Enter-Taste unterstützung
|
| 226 |
+
input_textbox.submit(
|
| 227 |
+
fn=generate,
|
| 228 |
+
inputs=input_textbox,
|
| 229 |
+
outputs=[output_textbox, status_textbox]
|
| 230 |
+
)
|
| 231 |
+
|
| 232 |
+
demo.launch(show_error=True, share=False)
|