File size: 7,597 Bytes
4786618
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
# Обновление конфигурации MCP для SobroJuriBert

После развертывания SobroJuriBert, обнови конфигурацию MCP:

## 1. Обнови файл конфигурации

Отредактируй `/mnt/c/Users/s7/AppData/Roaming/Claude/claude_desktop_config.json`:

```json
{
  "mcpServers": {
    "filesystem": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-filesystem",
        "C:\\Users\\s7\\Documents",
        "C:\\sobro-mcp"
      ]
    },
    "memory": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-memory"
      ]
    },
    "sobrojuribert": {
      "command": "C:\\Users\\s7\\AppData\\Local\\Microsoft\\WindowsApps\\python.exe",
      "args": [
        "C:\\sobro-mcp\\sobrojuribert_mcp.py"
      ]
    }
  }
}
```

## 2. Создай новый MCP сервер

Создай файл `C:\sobro-mcp\sobrojuribert_mcp.py`:

```python
#!/usr/bin/env python3
"""SobroJuriBert MCP Server"""

import asyncio
from typing import Any
import aiohttp
from mcp.server.models import InitializationOptions
from mcp.server import NotificationOptions, Server
import mcp.server.stdio
import mcp.types as types

API_URL = "https://sobroinc-sobrojuribert.hf.space"

async def run_server():
    server = Server("sobrojuribert-mcp")
    
    session = None
    
    @server.list_tools()
    async def handle_list_tools() -> list[types.Tool]:
        return [
            types.Tool(
                name="juribert_mask_fill",
                description="Fill [MASK] tokens in French legal text",
                inputSchema={
                    "type": "object",
                    "properties": {
                        "text": {"type": "string", "description": "Text with [MASK] tokens"},
                        "top_k": {"type": "integer", "default": 5}
                    },
                    "required": ["text"]
                }
            ),
            types.Tool(
                name="juribert_embeddings",
                description="Generate embeddings for French legal texts",
                inputSchema={
                    "type": "object",
                    "properties": {
                        "texts": {"type": "array", "items": {"type": "string"}}
                    },
                    "required": ["texts"]
                }
            ),
            types.Tool(
                name="juribert_ner",
                description="Extract entities from French legal text",
                inputSchema={
                    "type": "object",
                    "properties": {
                        "text": {"type": "string"}
                    },
                    "required": ["text"]
                }
            ),
            types.Tool(
                name="juribert_classify",
                description="Classify French legal documents",
                inputSchema={
                    "type": "object",
                    "properties": {
                        "text": {"type": "string"}
                    },
                    "required": ["text"]
                }
            ),
            types.Tool(
                name="juribert_analyze_contract",
                description="Analyze French legal contracts",
                inputSchema={
                    "type": "object",
                    "properties": {
                        "text": {"type": "string"},
                        "contract_type": {"type": "string"}
                    },
                    "required": ["text"]
                }
            )
        ]
    
    @server.call_tool()
    async def handle_call_tool(name: str, arguments: dict) -> list[types.TextContent]:
        nonlocal session
        
        if session is None:
            session = aiohttp.ClientSession()
        
        try:
            endpoint_map = {
                "juribert_mask_fill": "/mask-fill",
                "juribert_embeddings": "/embeddings",
                "juribert_ner": "/ner",
                "juribert_classify": "/classify",
                "juribert_analyze_contract": "/analyze-contract"
            }
            
            endpoint = endpoint_map.get(name)
            if not endpoint:
                return [types.TextContent(type="text", text=f"Unknown tool: {name}")]
            
            async with session.post(
                f"{API_URL}{endpoint}",
                json=arguments,
                timeout=aiohttp.ClientTimeout(total=30)
            ) as response:
                result = await response.json()
                
                # Format response based on tool
                if name == "juribert_mask_fill":
                    text = f"Predictions for: {result['input']}\n"
                    for pred in result['predictions']:
                        text += f"- {pred['sequence']} (score: {pred['score']:.3f})\n"
                
                elif name == "juribert_embeddings":
                    text = f"Generated {len(result['embeddings'])} embeddings "
                    text += f"(dimension: {result['dimension']})"
                
                elif name == "juribert_ner":
                    text = f"Found {len(result['entities'])} entities:\n"
                    for ent in result['entities']:
                        text += f"- {ent['text']} ({ent['type']})\n"
                
                elif name == "juribert_classify":
                    text = f"Document classification:\n"
                    text += f"Primary: {result['primary_category']}\n"
                    text += f"Confidence: {result['confidence']:.1%}\n"
                
                elif name == "juribert_analyze_contract":
                    text = f"Contract Analysis:\n"
                    text += f"Type: {result['contract_type']}\n"
                    text += f"Parties: {len(result['parties'])}\n"
                    text += f"Key clauses: {', '.join(result['key_clauses'])}\n"
                    if result['missing_clauses']:
                        text += f"Missing: {', '.join(result['missing_clauses'])}\n"
                
                return [types.TextContent(type="text", text=text)]
                
        except Exception as e:
            return [types.TextContent(type="text", text=f"Error: {str(e)}")]
    
    async with mcp.server.stdio.stdio_server() as (read_stream, write_stream):
        await server.run(
            read_stream,
            write_stream,
            InitializationOptions(
                server_name="sobrojuribert-mcp",
                server_version="1.0.0",
                capabilities=server.get_capabilities(
                    notification_options=NotificationOptions(),
                    experimental_capabilities={},
                ),
            ),
        )
    
    if session:
        await session.close()

def main():
    asyncio.run(run_server())

if __name__ == "__main__":
    main()
```

## 3. Перезапусти Claude Desktop

После обновления конфигурации, перезапусти Claude Desktop.

## 4. Используй новые команды

```
Используй juribert_mask_fill с текстом "Le contrat est signé entre les [MASK]"

Используй juribert_ner для извлечения сущностей из "Le Tribunal de Grande Instance de Paris"

Классифицируй документ с помощью juribert_classify

Проанализируй контракт с помощью juribert_analyze_contract
```