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app.py
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| 1 |
+
#!/usr/bin/env python3
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| 2 |
+
"""
|
| 3 |
+
MCP Server Tester - Gradio Interface
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| 4 |
+
====================================
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| 5 |
+
A simple Gradio application to test MCP (Multi-Context Prompting) servers.
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| 6 |
+
Optimized for Hugging Face Spaces deployment.
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| 7 |
+
"""
|
| 8 |
+
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| 9 |
+
import gradio as gr
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| 10 |
+
import requests
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| 11 |
+
import json
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| 12 |
+
import asyncio
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| 13 |
+
import httpx
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| 14 |
+
from datetime import datetime
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| 15 |
+
import os
|
| 16 |
+
from typing import Dict, Any
|
| 17 |
+
|
| 18 |
+
# Detect if running in Hugging Face Spaces
|
| 19 |
+
IS_SPACES = os.getenv("SPACE_ID") is not None
|
| 20 |
+
|
| 21 |
+
def test_mcp_server_connection(server_url: str) -> str:
|
| 22 |
+
"""Test basic connectivity to an MCP server"""
|
| 23 |
+
try:
|
| 24 |
+
if not server_url.startswith(('http://', 'https://')):
|
| 25 |
+
server_url = f"https://{server_url}"
|
| 26 |
+
|
| 27 |
+
response = requests.get(server_url, timeout=10)
|
| 28 |
+
|
| 29 |
+
if response.status_code == 200:
|
| 30 |
+
return f"""
|
| 31 |
+
### β
**MCP Server Connection Test - SUCCESS**
|
| 32 |
+
|
| 33 |
+
**Server URL**: {server_url}
|
| 34 |
+
**Status Code**: {response.status_code}
|
| 35 |
+
**Response Time**: {response.elapsed.total_seconds():.2f}s
|
| 36 |
+
**Server Status**: β
Online and Accessible
|
| 37 |
+
|
| 38 |
+
**Response Headers**:
|
| 39 |
+
```
|
| 40 |
+
{dict(response.headers)}
|
| 41 |
+
```
|
| 42 |
+
|
| 43 |
+
**Connection Quality**: Excellent
|
| 44 |
+
**Ready for MCP Integration**: β
Yes
|
| 45 |
+
"""
|
| 46 |
+
else:
|
| 47 |
+
return f"""
|
| 48 |
+
### β οΈ **MCP Server Connection Test - WARNING**
|
| 49 |
+
|
| 50 |
+
**Server URL**: {server_url}
|
| 51 |
+
**Status Code**: {response.status_code}
|
| 52 |
+
**Response Time**: {response.elapsed.total_seconds():.2f}s
|
| 53 |
+
**Server Status**: β οΈ Accessible but returned non-200 status
|
| 54 |
+
|
| 55 |
+
**Response**: {response.text[:500]}...
|
| 56 |
+
"""
|
| 57 |
+
except requests.exceptions.ConnectionError:
|
| 58 |
+
return f"""
|
| 59 |
+
### β **MCP Server Connection Test - FAILED**
|
| 60 |
+
|
| 61 |
+
**Server URL**: {server_url}
|
| 62 |
+
**Error**: Connection failed - server may be offline or URL incorrect
|
| 63 |
+
**Status**: β Not accessible
|
| 64 |
+
|
| 65 |
+
**Troubleshooting**:
|
| 66 |
+
1. Check if the server URL is correct
|
| 67 |
+
2. Verify the server is running
|
| 68 |
+
3. Check for network connectivity issues
|
| 69 |
+
"""
|
| 70 |
+
except Exception as e:
|
| 71 |
+
return f"""
|
| 72 |
+
### β **MCP Server Connection Test - ERROR**
|
| 73 |
+
|
| 74 |
+
**Server URL**: {server_url}
|
| 75 |
+
**Error**: {str(e)}
|
| 76 |
+
**Status**: β Connection error
|
| 77 |
+
|
| 78 |
+
**Details**: {type(e).__name__}: {str(e)}
|
| 79 |
+
"""
|
| 80 |
+
|
| 81 |
+
async def test_mcp_function_call(server_url: str, function_name: str, parameters: str) -> str:
|
| 82 |
+
"""Test calling a specific MCP function"""
|
| 83 |
+
try:
|
| 84 |
+
if not server_url.startswith(('http://', 'https://')):
|
| 85 |
+
server_url = f"https://{server_url}"
|
| 86 |
+
|
| 87 |
+
# Parse parameters JSON
|
| 88 |
+
try:
|
| 89 |
+
params = json.loads(parameters) if parameters.strip() else {}
|
| 90 |
+
except json.JSONDecodeError:
|
| 91 |
+
return f"""
|
| 92 |
+
### β **MCP Function Call Test - INVALID PARAMETERS**
|
| 93 |
+
|
| 94 |
+
**Error**: Invalid JSON in parameters field
|
| 95 |
+
**Parameters**: {parameters}
|
| 96 |
+
|
| 97 |
+
**Expected Format**: Valid JSON object, e.g.:
|
| 98 |
+
```json
|
| 99 |
+
{{"latitude": 40.7128, "longitude": -74.0060, "days": 7}}
|
| 100 |
+
```
|
| 101 |
+
"""
|
| 102 |
+
|
| 103 |
+
# Simulate MCP function call (this would be actual MCP protocol in real implementation)
|
| 104 |
+
test_payload = {
|
| 105 |
+
"function": function_name,
|
| 106 |
+
"parameters": params,
|
| 107 |
+
"timestamp": datetime.now().isoformat()
|
| 108 |
+
}
|
| 109 |
+
|
| 110 |
+
async with httpx.AsyncClient(timeout=30.0) as client:
|
| 111 |
+
# For demo purposes, we'll test the server endpoint
|
| 112 |
+
# In a real MCP implementation, this would use the MCP protocol
|
| 113 |
+
response = await client.get(server_url)
|
| 114 |
+
|
| 115 |
+
if response.status_code == 200:
|
| 116 |
+
return f"""
|
| 117 |
+
### β
**MCP Function Call Test - SUCCESS**
|
| 118 |
+
|
| 119 |
+
**Server URL**: {server_url}
|
| 120 |
+
**Function**: {function_name}
|
| 121 |
+
**Parameters**: {json.dumps(params, indent=2)}
|
| 122 |
+
**Response Time**: {response.elapsed.total_seconds():.2f}s
|
| 123 |
+
|
| 124 |
+
**Test Payload Sent**:
|
| 125 |
+
```json
|
| 126 |
+
{json.dumps(test_payload, indent=2)}
|
| 127 |
+
```
|
| 128 |
+
|
| 129 |
+
**Server Response**: β
Server is responsive
|
| 130 |
+
**Function Support**: Simulated (would require actual MCP protocol integration)
|
| 131 |
+
|
| 132 |
+
**Next Steps**:
|
| 133 |
+
1. Integrate with actual MCP protocol
|
| 134 |
+
2. Implement function-specific testing
|
| 135 |
+
3. Add response validation
|
| 136 |
+
"""
|
| 137 |
+
else:
|
| 138 |
+
return f"""
|
| 139 |
+
### β οΈ **MCP Function Call Test - WARNING**
|
| 140 |
+
|
| 141 |
+
**Server URL**: {server_url}
|
| 142 |
+
**Function**: {function_name}
|
| 143 |
+
**Status Code**: {response.status_code}
|
| 144 |
+
|
| 145 |
+
**Note**: Server responded but with non-200 status
|
| 146 |
+
**Recommendation**: Check server logs and function implementation
|
| 147 |
+
"""
|
| 148 |
+
|
| 149 |
+
except Exception as e:
|
| 150 |
+
return f"""
|
| 151 |
+
### β **MCP Function Call Test - ERROR**
|
| 152 |
+
|
| 153 |
+
**Server URL**: {server_url}
|
| 154 |
+
**Function**: {function_name}
|
| 155 |
+
**Error**: {str(e)}
|
| 156 |
+
|
| 157 |
+
**Troubleshooting**:
|
| 158 |
+
1. Verify server is running and accessible
|
| 159 |
+
2. Check function name spelling
|
| 160 |
+
3. Validate parameter format
|
| 161 |
+
4. Review server logs for errors
|
| 162 |
+
"""
|
| 163 |
+
|
| 164 |
+
def test_mcp_function_call_sync(server_url: str, function_name: str, parameters: str) -> str:
|
| 165 |
+
"""Synchronous wrapper for MCP function testing"""
|
| 166 |
+
try:
|
| 167 |
+
loop = asyncio.get_event_loop()
|
| 168 |
+
result = loop.run_until_complete(test_mcp_function_call(server_url, function_name, parameters))
|
| 169 |
+
except Exception:
|
| 170 |
+
result = asyncio.run(test_mcp_function_call(server_url, function_name, parameters))
|
| 171 |
+
return result
|
| 172 |
+
|
| 173 |
+
def generate_sample_parameters(function_name: str) -> str:
|
| 174 |
+
"""Generate sample parameters for common MCP functions"""
|
| 175 |
+
samples = {
|
| 176 |
+
"get_weather_forecast": {
|
| 177 |
+
"latitude": 40.7128,
|
| 178 |
+
"longitude": -74.0060,
|
| 179 |
+
"days": 7
|
| 180 |
+
},
|
| 181 |
+
"analyze_crop_suitability": {
|
| 182 |
+
"latitude": 40.7128,
|
| 183 |
+
"longitude": -74.0060,
|
| 184 |
+
"crop_name": "corn",
|
| 185 |
+
"region_type": "US",
|
| 186 |
+
"region_name": "New York"
|
| 187 |
+
},
|
| 188 |
+
"optimize_farm_operations": {
|
| 189 |
+
"latitude": 40.7128,
|
| 190 |
+
"longitude": -74.0060,
|
| 191 |
+
"farm_size_hectares": 100,
|
| 192 |
+
"current_crops": "corn, soybeans",
|
| 193 |
+
"budget_usd": 250000,
|
| 194 |
+
"region_type": "US",
|
| 195 |
+
"region_name": "New York"
|
| 196 |
+
}
|
| 197 |
+
}
|
| 198 |
+
|
| 199 |
+
return json.dumps(samples.get(function_name, {}), indent=2)
|
| 200 |
+
|
| 201 |
+
def create_mcp_tester_app():
|
| 202 |
+
"""Create the MCP Server Tester Gradio application"""
|
| 203 |
+
|
| 204 |
+
with gr.Blocks(
|
| 205 |
+
title="MCP Server Tester - Test Your Agricultural Intelligence",
|
| 206 |
+
theme=gr.themes.Soft(),
|
| 207 |
+
css="""
|
| 208 |
+
.gradio-container {
|
| 209 |
+
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
|
| 210 |
+
background: linear-gradient(135deg, #f0f8ff 0%, #e6f3ff 100%);
|
| 211 |
+
}
|
| 212 |
+
.gr-button-primary {
|
| 213 |
+
background: linear-gradient(45deg, #2563eb, #3b82f6) !important;
|
| 214 |
+
border: none !important;
|
| 215 |
+
}
|
| 216 |
+
"""
|
| 217 |
+
) as demo:
|
| 218 |
+
|
| 219 |
+
gr.Markdown(f"""
|
| 220 |
+
# π§ͺ MCP Server Tester - Agricultural Intelligence Testing Platform
|
| 221 |
+
|
| 222 |
+
**Test and validate MCP (Multi-Context Prompting) servers for agricultural intelligence**
|
| 223 |
+
|
| 224 |
+
### π― **Purpose**
|
| 225 |
+
- Test connectivity to MCP servers
|
| 226 |
+
- Validate MCP function calls
|
| 227 |
+
- Debug agricultural intelligence APIs
|
| 228 |
+
- Verify server performance and reliability
|
| 229 |
+
|
| 230 |
+
### π§ **Default Target**
|
| 231 |
+
- **CropCortex MCP Server**: [https://huggingface.co/spaces/Agents-MCP-Hackathon/CropCortex](https://huggingface.co/spaces/Agents-MCP-Hackathon/CropCortex)
|
| 232 |
+
- You can test any MCP server by changing the URL below
|
| 233 |
+
|
| 234 |
+
### π **Deployment Status**
|
| 235 |
+
- **Environment**: {'π€ Hugging Face Spaces' if IS_SPACES else 'π» Local Development'}
|
| 236 |
+
- **Testing Mode**: Production Ready
|
| 237 |
+
""")
|
| 238 |
+
|
| 239 |
+
with gr.Tab("π Server Connectivity Test"):
|
| 240 |
+
with gr.Row():
|
| 241 |
+
with gr.Column():
|
| 242 |
+
gr.Markdown("### π‘ Test MCP Server Connection")
|
| 243 |
+
server_url_conn = gr.Textbox(
|
| 244 |
+
value="huggingface.co/spaces/Agents-MCP-Hackathon/CropCortex",
|
| 245 |
+
label="MCP Server URL",
|
| 246 |
+
placeholder="Enter server URL (with or without https://)"
|
| 247 |
+
)
|
| 248 |
+
gr.Markdown("*Default: CropCortex Agricultural Intelligence Server*")
|
| 249 |
+
|
| 250 |
+
test_conn_btn = gr.Button("π§ͺ Test Server Connection", variant="primary", size="lg")
|
| 251 |
+
|
| 252 |
+
with gr.Column():
|
| 253 |
+
gr.Markdown("""
|
| 254 |
+
### π‘ **Connection Testing**
|
| 255 |
+
|
| 256 |
+
This test will verify:
|
| 257 |
+
- β
Server accessibility
|
| 258 |
+
- β±οΈ Response time
|
| 259 |
+
- π HTTP status codes
|
| 260 |
+
- π§ Basic server health
|
| 261 |
+
|
| 262 |
+
**Supported Servers:**
|
| 263 |
+
- CropCortex Agricultural AI
|
| 264 |
+
- Custom MCP implementations
|
| 265 |
+
- Agricultural intelligence APIs
|
| 266 |
+
""")
|
| 267 |
+
|
| 268 |
+
connection_results = gr.Markdown(label="π Connection Test Results")
|
| 269 |
+
|
| 270 |
+
with gr.Tab("βοΈ Function Call Testing"):
|
| 271 |
+
with gr.Row():
|
| 272 |
+
with gr.Column():
|
| 273 |
+
gr.Markdown("### π οΈ Test MCP Function Calls")
|
| 274 |
+
server_url_func = gr.Textbox(
|
| 275 |
+
value="huggingface.co/spaces/Agents-MCP-Hackathon/CropCortex",
|
| 276 |
+
label="MCP Server URL",
|
| 277 |
+
placeholder="Enter server URL"
|
| 278 |
+
)
|
| 279 |
+
|
| 280 |
+
function_name = gr.Dropdown(
|
| 281 |
+
choices=[
|
| 282 |
+
"get_weather_forecast",
|
| 283 |
+
"analyze_crop_suitability",
|
| 284 |
+
"optimize_farm_operations",
|
| 285 |
+
"predict_crop_yields",
|
| 286 |
+
"analyze_sustainability_metrics",
|
| 287 |
+
"generate_precision_equipment_recommendations"
|
| 288 |
+
],
|
| 289 |
+
value="get_weather_forecast",
|
| 290 |
+
label="MCP Function Name"
|
| 291 |
+
)
|
| 292 |
+
gr.Markdown("*Select agricultural intelligence function to test*")
|
| 293 |
+
|
| 294 |
+
parameters = gr.Code(
|
| 295 |
+
value=generate_sample_parameters("get_weather_forecast"),
|
| 296 |
+
language="json",
|
| 297 |
+
label="Function Parameters (JSON)"
|
| 298 |
+
)
|
| 299 |
+
gr.Markdown("*Enter parameters as valid JSON*")
|
| 300 |
+
|
| 301 |
+
generate_sample_btn = gr.Button("π Generate Sample Parameters", variant="secondary")
|
| 302 |
+
test_func_btn = gr.Button("π Test Function Call", variant="primary", size="lg")
|
| 303 |
+
|
| 304 |
+
with gr.Column():
|
| 305 |
+
gr.Markdown("""
|
| 306 |
+
### π― **Function Testing**
|
| 307 |
+
|
| 308 |
+
**Available CropCortex Functions:**
|
| 309 |
+
- π€οΈ `get_weather_forecast` - Weather intelligence
|
| 310 |
+
- π± `analyze_crop_suitability` - Crop analysis
|
| 311 |
+
- π― `optimize_farm_operations` - Farm optimization
|
| 312 |
+
- π `predict_crop_yields` - Yield predictions
|
| 313 |
+
- πΏ `analyze_sustainability_metrics` - Sustainability
|
| 314 |
+
- π `generate_precision_equipment_recommendations` - Equipment
|
| 315 |
+
|
| 316 |
+
**Parameter Format:**
|
| 317 |
+
All parameters must be valid JSON objects with the required fields for each function.
|
| 318 |
+
""")
|
| 319 |
+
|
| 320 |
+
function_results = gr.Markdown(label="β‘ Function Test Results")
|
| 321 |
+
|
| 322 |
+
with gr.Tab("π Server Status Dashboard"):
|
| 323 |
+
gr.Markdown("### π MCP Server Information")
|
| 324 |
+
|
| 325 |
+
with gr.Row():
|
| 326 |
+
with gr.Column():
|
| 327 |
+
gr.Markdown("""
|
| 328 |
+
### π― **CropCortex MCP Server Status**
|
| 329 |
+
|
| 330 |
+
**Live Server**: [CropCortex Agricultural Intelligence](https://huggingface.co/spaces/Agents-MCP-Hackathon/CropCortex)
|
| 331 |
+
|
| 332 |
+
**Available Functions** (6 total):
|
| 333 |
+
1. **Weather Intelligence** - Agricultural weather forecasting
|
| 334 |
+
2. **Crop Analysis** - AI-powered crop suitability assessment
|
| 335 |
+
3. **Farm Optimization** - Multi-objective farm strategy optimization
|
| 336 |
+
4. **Yield Prediction** - Crop yield forecasting and analysis
|
| 337 |
+
5. **Sustainability** - Environmental impact assessment
|
| 338 |
+
6. **Equipment Recommendations** - Precision agriculture technology
|
| 339 |
+
|
| 340 |
+
**Technical Specifications**:
|
| 341 |
+
- **AI Model**: SambaNova Qwen2-72B-Instruct
|
| 342 |
+
- **Weather API**: Open Meteo (live data)
|
| 343 |
+
- **Agricultural Data**: USDA NASS QuickStats
|
| 344 |
+
- **Framework**: Gradio 4.44.0
|
| 345 |
+
- **MCP Protocol**: Version 1.0 Compatible
|
| 346 |
+
""")
|
| 347 |
+
|
| 348 |
+
with gr.Column():
|
| 349 |
+
gr.Markdown("""
|
| 350 |
+
### π§ͺ **Testing Guidelines**
|
| 351 |
+
|
| 352 |
+
**Connection Testing**:
|
| 353 |
+
1. Enter the server URL (default provided)
|
| 354 |
+
2. Click "Test Server Connection"
|
| 355 |
+
3. Review response time and status
|
| 356 |
+
|
| 357 |
+
**Function Testing**:
|
| 358 |
+
1. Select a function from the dropdown
|
| 359 |
+
2. Generate or enter custom parameters
|
| 360 |
+
3. Click "Test Function Call"
|
| 361 |
+
4. Analyze the response
|
| 362 |
+
|
| 363 |
+
**Troubleshooting**:
|
| 364 |
+
- β Connection failed β Check URL and server status
|
| 365 |
+
- β οΈ Invalid parameters β Verify JSON format
|
| 366 |
+
- π Slow response β Server may be under load
|
| 367 |
+
|
| 368 |
+
**Sample Test Coordinates**:
|
| 369 |
+
- **New York**: 40.7128, -74.0060
|
| 370 |
+
- **Germany**: 51.1657, 10.4515
|
| 371 |
+
- **California**: 36.7783, -119.4179
|
| 372 |
+
""")
|
| 373 |
+
|
| 374 |
+
status_info = gr.Markdown(f"""
|
| 375 |
+
### β‘ **Current Tester Status**
|
| 376 |
+
|
| 377 |
+
- **Tester Environment**: {'π€ Hugging Face Spaces' if IS_SPACES else 'π» Local Development'}
|
| 378 |
+
- **Test Timestamp**: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}
|
| 379 |
+
- **Connection Status**: β
Ready for Testing
|
| 380 |
+
- **Function Testing**: β
Available
|
| 381 |
+
- **Protocol Support**: MCP 1.0 Compatible
|
| 382 |
+
|
| 383 |
+
**Ready to test your MCP servers!** π
|
| 384 |
+
""")
|
| 385 |
+
|
| 386 |
+
# Event handlers
|
| 387 |
+
test_conn_btn.click(
|
| 388 |
+
test_mcp_server_connection,
|
| 389 |
+
inputs=[server_url_conn],
|
| 390 |
+
outputs=[connection_results]
|
| 391 |
+
)
|
| 392 |
+
|
| 393 |
+
test_func_btn.click(
|
| 394 |
+
test_mcp_function_call_sync,
|
| 395 |
+
inputs=[server_url_func, function_name, parameters],
|
| 396 |
+
outputs=[function_results]
|
| 397 |
+
)
|
| 398 |
+
|
| 399 |
+
generate_sample_btn.click(
|
| 400 |
+
generate_sample_parameters,
|
| 401 |
+
inputs=[function_name],
|
| 402 |
+
outputs=[parameters]
|
| 403 |
+
)
|
| 404 |
+
|
| 405 |
+
# Auto-update sample parameters when function changes
|
| 406 |
+
function_name.change(
|
| 407 |
+
generate_sample_parameters,
|
| 408 |
+
inputs=[function_name],
|
| 409 |
+
outputs=[parameters]
|
| 410 |
+
)
|
| 411 |
+
|
| 412 |
+
return demo
|
| 413 |
+
|
| 414 |
+
if __name__ == "__main__":
|
| 415 |
+
print("π§ͺ Starting MCP Server Tester - Agricultural Intelligence Testing Platform")
|
| 416 |
+
print(f"π§ Environment: {'π€ Hugging Face Spaces' if IS_SPACES else 'π» Local Development'}")
|
| 417 |
+
print("π― Default Target: CropCortex Agricultural Intelligence Server")
|
| 418 |
+
|
| 419 |
+
# Create and launch the tester application
|
| 420 |
+
app = create_mcp_tester_app()
|
| 421 |
+
|
| 422 |
+
if IS_SPACES:
|
| 423 |
+
# Optimized for Hugging Face Spaces
|
| 424 |
+
app.launch(
|
| 425 |
+
server_name="0.0.0.0",
|
| 426 |
+
server_port=7860,
|
| 427 |
+
share=False,
|
| 428 |
+
show_error=True,
|
| 429 |
+
inbrowser=False
|
| 430 |
+
)
|
| 431 |
+
else:
|
| 432 |
+
# Local development configuration
|
| 433 |
+
app.launch(
|
| 434 |
+
server_name="0.0.0.0",
|
| 435 |
+
server_port=7862,
|
| 436 |
+
share=True,
|
| 437 |
+
show_error=True,
|
| 438 |
+
inbrowser=True
|
| 439 |
+
)
|