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# RAMIE's MCP Server
To run:
```bash
uv run main.py
```
Now you should be able to go to `https://localhost:7860` and use the MCP tools via the Gradio interface.
#### 2025-11-21
SO the gradio just copy over I need to call the actual LLM so I asked OSS20B to do a demo that does function calling
```
uv run demo_mcp_paris_temperature.py
Traceback (most recent call last):
File "D:\Data\Project\Project OrangeBot\RAMIE-RAD_AI_Messing_In_Earthworks\Software\MCP\demo_mcp_paris_temperature.py", line 2, in <module>
import requests
ModuleNotFoundError: No module named 'requests'
ModuleNotFoundError: No module named 'urllib3'
```
I don't have internet so I copy over dependencies from another VENV into ```venv\Lib\site-packages```
```
2025-11-21 07:14:54 [ERROR]
Unexpected endpoint or method. (POST /api/chat). Returning 200 anyway
```
This error is just because ollama has a different endpoint ```/v1/chat/completions```
OUTPUT
```
{'id': 'chatcmpl-qpm3ybfyak9p8v4kibask', 'object': 'chat.completion', 'created': 1763705846, 'model': 'gemma-3-4b-it', 'choices': [{'index': 0, 'message': {'role': 'assistant', 'content': "```tool_code\nprint(get_current_temperature(location='Paris'))\n```", 'tool_calls': []}, 'logprobs': None, 'finish_reason': 'stop'}], 'usage': {'prompt_tokens': 29, 'completion_tokens': 20, 'total_tokens': 49}, 'stats': {}, 'system_fingerprint': 'gemma-3-4b-it'}
```
LM Studio Log
```
[gemma-3-4b-it] Running chat completion on conversation with 2 messages.
2025-11-21 07:17:26 [INFO]
[gemma-3-4b-it] Prompt processing progress: 0.0%
2025-11-21 07:17:26 [INFO]
[gemma-3-4b-it] Prompt processing progress: 100.0%
2025-11-21 07:17:29 [INFO]
[gemma-3-4b-it] Model generated tool calls: []
2025-11-21 07:17:29 [INFO]
[gemma-3-4b-it] Generated prediction: {
"id": "chatcmpl-qpm3ybfyak9p8v4kibask",
"object": "chat.completion",
"created": 1763705846,
"model": "gemma-3-4b-it",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "```tool_code\nprint(get_current_temperature(location='Paris'))\n```",
"tool_calls": []
},
"logprobs": null,
"finish_reason": "stop"
}
],
"usage": {
"prompt_tokens": 29,
"completion_tokens": 20,
"total_tokens": 49
},
"stats": {},
"system_fingerprint": "gemma-3-4b-it"
}
```
The above is just the test of the tool itself
Now I hook up the tool to a model request and this should automagically call?
```
File "D:\Data\Project\Project OrangeBot\RAMIE-RAD_AI_Messing_In_Earthworks\Software\MCP\demo_mcp_paris_temperature.py", line 54, in <module>
@tool_server.get("/get_current_temperature")
^^^^^^^^^^^^^^^
AttributeError: 'Blocks' object has no attribute 'get'
```
I hooked up the application but it fails
---
Vibecode a fix, no it keeps going
### Test LM Studio no server
```
File "D:\Data\Project\Project OrangeBot\RAMIE-RAD_AI_Messing_In_Earthworks\Software\MCP\.venv\Lib\site-packages\requests\sessions.py", line 703, in send
r = adapter.send(request, **kwargs)
File "D:\Data\Project\Project OrangeBot\RAMIE-RAD_AI_Messing_In_Earthworks\Software\MCP\.venv\Lib\site-packages\requests\adapters.py", line 700, in send
raise ConnectionError(e, request=request)
requests.exceptions.ConnectionError: HTTPConnectionPool(host='localhost', port=1234): Max retries exceeded with url: /v1/chat/completions (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x000002AB6B3DFE00>: Failed to establish a new connection: [WinError 10061] No connection could be made because the target machine actively refused it'))
```
### Test LM Studio server on
```
D:\Data\Project\Project OrangeBot\RAMIE-RAD_AI_Messing_In_Earthworks\Software\MCP>uv run demo_mcp_paris_temperature.py
D:\Data\Project\Project OrangeBot\RAMIE-RAD_AI_Messing_In_Earthworks\Software\MCP\.venv\Lib\site-packages\requests\__init__.py:86: RequestsDependencyWarning: Unable to find acceptable character detection dependency (chardet or charset_normalizer).
warnings.warn(
Test LM Studio invoke MCP tool with GRADIO
{'id': 'chatcmpl-osjdmkg6x9odcjzvlb30i', 'object': 'chat.completion', 'created': 1763742761, 'model': 'gemma-3-4b-it', 'choices': [{'index': 0, 'message': {'role': 'assistant', 'content': "```tool_code\nprint(get_current_temperature(location='Paris'))\n```", 'tool_calls': []}, 'logprobs': None, 'finish_reason': 'stop'}], 'usage': {'prompt_tokens': 29, 'completion_tokens': 20, 'total_tokens': 49}, 'stats': {}, 'system_fingerprint': 'gemma-3-4b-it'}
```
```
2025-11-21 17:31:44 [INFO]
[LM STUDIO SERVER] Success! HTTP server listening on port 1234
2025-11-21 17:31:44 [INFO]
2025-11-21 17:31:44 [INFO]
[LM STUDIO SERVER] Supported endpoints:
2025-11-21 17:31:44 [INFO]
[LM STUDIO SERVER] -> GET http://localhost:1234/v1/models
2025-11-21 17:31:44 [INFO]
[LM STUDIO SERVER] -> POST http://localhost:1234/v1/responses
2025-11-21 17:31:44 [INFO]
[LM STUDIO SERVER] -> POST http://localhost:1234/v1/chat/completions
2025-11-21 17:31:44 [INFO]
[LM STUDIO SERVER] -> POST http://localhost:1234/v1/completions
2025-11-21 17:31:44 [INFO]
[LM STUDIO SERVER] -> POST http://localhost:1234/v1/embeddings
2025-11-21 17:31:44 [INFO]
2025-11-21 17:31:44 [INFO]
[LM STUDIO SERVER] Logs are saved into C:\Users\FatherOfMachines\.cache\lm-studio\server-logs
2025-11-21 17:31:44 [INFO]
Server started.
2025-11-21 17:31:44 [INFO]
Just-in-time model loading inactive.
2025-11-21 17:32:41 [INFO]
[gemma-3-4b-it] Running chat completion on conversation with 2 messages.
2025-11-21 17:32:41 [INFO]
[gemma-3-4b-it] Prompt processing progress: 0.0%
2025-11-21 17:32:41 [INFO]
[gemma-3-4b-it] Prompt processing progress: 100.0%
2025-11-21 17:32:42 [INFO]
[gemma-3-4b-it] Model generated tool calls: []
2025-11-21 17:32:42 [INFO]
[gemma-3-4b-it] Generated prediction: {
"id": "chatcmpl-osjdmkg6x9odcjzvlb30i",
"object": "chat.completion",
"created": 1763742761,
"model": "gemma-3-4b-it",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "```tool_code\nprint(get_current_temperature(location='Paris'))\n```",
"tool_calls": []
},
"logprobs": null,
"finish_reason": "stop"
}
],
"usage": {
"prompt_tokens": 29,
"completion_tokens": 20,
"total_tokens": 49
},
"stats": {},
"system_fingerprint": "gemma-3-4b-it"
}
```
# MCP Server Robot Trajectory
MCP server that allows generation of a robot trajectory
TODO |