Update app.py
Browse files
app.py
CHANGED
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@@ -2,6 +2,8 @@ import gradio as gr
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from huggingface_hub import InferenceClient
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import json
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import asyncio
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from typing import Optional, Dict, Any, List
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@@ -12,6 +14,7 @@ class MCPContextManager:
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self.context = []
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self.tools = {}
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self.resources = {}
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def add_context(self, role: str, content: str, metadata: Optional[Dict] = None):
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"""Add context entry following MCP specification"""
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@@ -42,6 +45,10 @@ class MCPContextManager:
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"content": content
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}
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def get_context_window(self, max_tokens: int = 4096) -> List[Dict]:
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"""Get context window within token limits"""
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return self.context[-10:] # Simple implementation
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@@ -70,15 +77,40 @@ class MCPContextManager:
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return json.dumps({
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"context": self.context,
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"tools": self.get_available_tools(),
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"resources": list(self.resources.keys())
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}, indent=2)
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# Initialize MCP Manager
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mcp_manager = MCPContextManager()
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-
#
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async def calculator_handler(args):
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"""Calculator tool handler"""
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operation = args.get("operation")
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@@ -120,7 +152,97 @@ async def web_search_handler(args):
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return f"Search results for: {query} (MCP tool simulation)"
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-
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mcp_manager.register_tool(
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name="calculator",
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description="Perform basic arithmetic operations",
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@@ -164,6 +286,50 @@ mcp_manager.register_tool(
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handler=web_search_handler
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)
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def respond(
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message,
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@@ -220,7 +386,7 @@ def respond(
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def call_mcp_tool(tool_name: str, arguments_json: str):
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"""Interface for calling MCP tools from UI"""
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try:
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arguments = json.loads(arguments_json)
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result = asyncio.run(mcp_manager.call_tool(tool_name, arguments))
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return json.dumps({"success": True, "result": result}, indent=2)
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except Exception as e:
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@@ -238,6 +404,11 @@ def get_mcp_tools_list():
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return json.dumps(tools, indent=2)
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"""
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Enhanced Gradio interface with Model Context Protocol (MCP) support
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"""
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@@ -246,7 +417,7 @@ chatbot = gr.ChatInterface(
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type="messages",
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additional_inputs=[
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gr.Textbox(
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value="You are a
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label="System message",
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lines=3
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),
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],
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)
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with gr.Blocks(title="AI Chat with MCP Support") as demo:
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gr.Markdown("# π€ AI Chatbot with Model Context Protocol (MCP)")
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gr.Markdown("
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with gr.Tabs():
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with gr.Tab("π¬ Chat"):
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with gr.Tab("π οΈ MCP Tools"):
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gr.Markdown("### Available MCP Tools")
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tools_display = gr.
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refresh_tools_btn = gr.Button("Refresh Tools List")
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gr.Markdown("###
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with gr.Row():
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tool_name_input = gr.Textbox(label="Tool Name", placeholder="calculator")
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tool_args_input = gr.
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label="Arguments (JSON)",
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-
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-
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)
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call_tool_btn = gr.Button("Call Tool")
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tool_result = gr.
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-
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fn=
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-
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)
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call_tool_btn.click(
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outputs=tool_result
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)
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with gr.Tab("π MCP Context"):
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gr.Markdown("### Export MCP Context")
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gr.Markdown("View and export the current context window managed by MCP")
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export_btn = gr.Button("Export Context")
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context_display = gr.Code(language="json", label="MCP Context")
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export_btn.click(
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fn=export_mcp_context,
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outputs=context_display
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)
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with gr.Tab("βΉοΈ About MCP"):
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gr.Markdown("""
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### Model Context Protocol (MCP)
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-
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-
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1. **Calculator**: Perform arithmetic operations
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2. **Memory**: Store and retrieve information
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3. **Web Search**: Search for information (simulated)
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**
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```json
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{
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"tool": "
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"arguments": {
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"
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-
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}
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}
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```
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if __name__ == "__main__":
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demo.launch()
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from huggingface_hub import InferenceClient
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import json
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import asyncio
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import subprocess
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import os
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from typing import Optional, Dict, Any, List
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self.context = []
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self.tools = {}
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self.resources = {}
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self.mcp_servers = {}
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def add_context(self, role: str, content: str, metadata: Optional[Dict] = None):
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"""Add context entry following MCP specification"""
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"content": content
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}
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def register_mcp_server(self, server_name: str, config: Dict):
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"""Register an MCP server configuration"""
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self.mcp_servers[server_name] = config
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def get_context_window(self, max_tokens: int = 4096) -> List[Dict]:
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"""Get context window within token limits"""
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return self.context[-10:] # Simple implementation
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return json.dumps({
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"context": self.context,
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"tools": self.get_available_tools(),
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"resources": list(self.resources.keys()),
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"mcp_servers": list(self.mcp_servers.keys())
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}, indent=2)
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# Initialize MCP Manager
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mcp_manager = MCPContextManager()
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# Register MCP Servers (from your config)
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mcp_manager.register_mcp_server("postgres-full", {
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"command": "npx",
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"args": [
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"-y",
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"mcp-postgres-full-access",
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"postgresql://neondb_owner:npg_oGg8yphr6FeZ@ep-summer-art-a1jpcb05-pooler.ap-southeast-1.aws.neon.tech/neondb?sslmode=require&channel_binding=require"
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],
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"env": {
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"TRANSACTION_TIMEOUT_MS": "60000",
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"MAX_CONCURRENT_TRANSACTIONS": "5",
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"PG_STATEMENT_TIMEOUT_MS": "30000"
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}
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})
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mcp_manager.register_mcp_server("filesystem", {
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"command": "npx",
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"args": [
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"-y",
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"@modelcontextprotocol/server-filesystem",
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"C:\\Users\\CHAN\\Documents\\PROJECTS"
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]
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})
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# MCP Tool Handlers
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async def calculator_handler(args):
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"""Calculator tool handler"""
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operation = args.get("operation")
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return f"Search results for: {query} (MCP tool simulation)"
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async def git_command_handler(args):
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"""Git command execution handler"""
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command = args.get("command", "")
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repo_path = args.get("repo_path", os.getcwd())
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try:
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# Security: Only allow specific safe git commands
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allowed_commands = ["status", "log", "branch", "diff", "commit", "push", "pull", "add"]
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cmd_parts = command.split()
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if not cmd_parts or cmd_parts[0] not in allowed_commands:
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return {"error": "Command not allowed or invalid"}
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# Execute git command
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result = subprocess.run(
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["git"] + cmd_parts,
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cwd=repo_path,
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capture_output=True,
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text=True,
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timeout=30
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)
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return {
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"stdout": result.stdout,
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"stderr": result.stderr,
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"returncode": result.returncode,
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"success": result.returncode == 0
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}
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except subprocess.TimeoutExpired:
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return {"error": "Command timed out"}
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except Exception as e:
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return {"error": str(e)}
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async def postgres_query_handler(args):
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"""PostgreSQL query handler (simulated - would connect to your Neon DB)"""
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query = args.get("query", "")
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operation = args.get("operation", "SELECT")
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# Note: In production, this would actually connect to your Neon PostgreSQL
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# using the connection string from mcp_servers
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return {
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"message": f"Would execute {operation} query: {query}",
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"note": "Connect to: postgresql://neondb_owner@ep-summer-art-a1jpcb05-pooler.ap-southeast-1.aws.neon.tech/neondb",
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"status": "simulated"
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}
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async def filesystem_handler(args):
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"""Filesystem operations handler"""
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operation = args.get("operation") # read, write, list, search
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path = args.get("path", "")
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content = args.get("content", "")
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base_path = r"C:\Users\CHAN\Documents\PROJECTS"
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full_path = os.path.join(base_path, path)
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try:
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if operation == "read":
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if os.path.exists(full_path):
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with open(full_path, 'r', encoding='utf-8') as f:
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return {"content": f.read(), "success": True}
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return {"error": "File not found", "success": False}
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elif operation == "list":
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if os.path.exists(full_path):
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items = os.listdir(full_path)
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return {"items": items, "success": True}
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return {"error": "Directory not found", "success": False}
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elif operation == "write":
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with open(full_path, 'w', encoding='utf-8') as f:
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f.write(content)
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return {"message": "File written successfully", "success": True}
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elif operation == "search":
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pattern = args.get("pattern", "")
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results = []
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for root, dirs, files in os.walk(full_path if os.path.isdir(full_path) else base_path):
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for file in files:
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if pattern.lower() in file.lower():
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results.append(os.path.join(root, file))
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return {"results": results, "count": len(results), "success": True}
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return {"error": "Invalid operation", "success": False}
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except Exception as e:
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return {"error": str(e), "success": False}
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# Register all tools with MCP manager
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mcp_manager.register_tool(
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name="calculator",
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description="Perform basic arithmetic operations",
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handler=web_search_handler
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)
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mcp_manager.register_tool(
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name="git",
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description="Execute git commands (status, log, commit, push, pull, add, branch, diff)",
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+
parameters={
|
| 293 |
+
"type": "object",
|
| 294 |
+
"properties": {
|
| 295 |
+
"command": {"type": "string", "description": "Git command (e.g., 'status', 'commit -am \"message\"', 'push')"},
|
| 296 |
+
"repo_path": {"type": "string", "description": "Repository path (optional)"}
|
| 297 |
+
},
|
| 298 |
+
"required": ["command"]
|
| 299 |
+
},
|
| 300 |
+
handler=git_command_handler
|
| 301 |
+
)
|
| 302 |
+
|
| 303 |
+
mcp_manager.register_tool(
|
| 304 |
+
name="postgres",
|
| 305 |
+
description="Execute PostgreSQL queries on Neon database",
|
| 306 |
+
parameters={
|
| 307 |
+
"type": "object",
|
| 308 |
+
"properties": {
|
| 309 |
+
"query": {"type": "string"},
|
| 310 |
+
"operation": {"type": "string", "enum": ["SELECT", "INSERT", "UPDATE", "DELETE", "CREATE", "ALTER"]}
|
| 311 |
+
},
|
| 312 |
+
"required": ["query"]
|
| 313 |
+
},
|
| 314 |
+
handler=postgres_query_handler
|
| 315 |
+
)
|
| 316 |
+
|
| 317 |
+
mcp_manager.register_tool(
|
| 318 |
+
name="filesystem",
|
| 319 |
+
description="Perform filesystem operations (read, write, list, search)",
|
| 320 |
+
parameters={
|
| 321 |
+
"type": "object",
|
| 322 |
+
"properties": {
|
| 323 |
+
"operation": {"type": "string", "enum": ["read", "write", "list", "search"]},
|
| 324 |
+
"path": {"type": "string"},
|
| 325 |
+
"content": {"type": "string"},
|
| 326 |
+
"pattern": {"type": "string"}
|
| 327 |
+
},
|
| 328 |
+
"required": ["operation", "path"]
|
| 329 |
+
},
|
| 330 |
+
handler=filesystem_handler
|
| 331 |
+
)
|
| 332 |
+
|
| 333 |
|
| 334 |
def respond(
|
| 335 |
message,
|
|
|
|
| 386 |
def call_mcp_tool(tool_name: str, arguments_json: str):
|
| 387 |
"""Interface for calling MCP tools from UI"""
|
| 388 |
try:
|
| 389 |
+
arguments = json.loads(arguments_json) if arguments_json else {}
|
| 390 |
result = asyncio.run(mcp_manager.call_tool(tool_name, arguments))
|
| 391 |
return json.dumps({"success": True, "result": result}, indent=2)
|
| 392 |
except Exception as e:
|
|
|
|
| 404 |
return json.dumps(tools, indent=2)
|
| 405 |
|
| 406 |
|
| 407 |
+
def get_mcp_servers():
|
| 408 |
+
"""Get configured MCP servers"""
|
| 409 |
+
return json.dumps(mcp_manager.mcp_servers, indent=2)
|
| 410 |
+
|
| 411 |
+
|
| 412 |
"""
|
| 413 |
Enhanced Gradio interface with Model Context Protocol (MCP) support
|
| 414 |
"""
|
|
|
|
| 417 |
type="messages",
|
| 418 |
additional_inputs=[
|
| 419 |
gr.Textbox(
|
| 420 |
+
value="You are a powerful AI assistant with MCP tools including: Git operations, PostgreSQL database access (Neon), filesystem operations, calculator, memory, and web search.",
|
| 421 |
label="System message",
|
| 422 |
lines=3
|
| 423 |
),
|
|
|
|
| 434 |
],
|
| 435 |
)
|
| 436 |
|
| 437 |
+
with gr.Blocks(title="AI Chat with Full MCP Support") as demo:
|
| 438 |
+
gr.Markdown("# π€ AI Chatbot with Full Model Context Protocol (MCP)")
|
| 439 |
+
gr.Markdown("β¨ Connected to PostgreSQL (Neon), Filesystem, Git, and more!")
|
| 440 |
|
| 441 |
with gr.Tabs():
|
| 442 |
with gr.Tab("π¬ Chat"):
|
|
|
|
| 446 |
|
| 447 |
with gr.Tab("π οΈ MCP Tools"):
|
| 448 |
gr.Markdown("### Available MCP Tools")
|
| 449 |
+
tools_display = gr.Code(language="json", label="Registered Tools")
|
| 450 |
+
refresh_tools_btn = gr.Button("π Refresh Tools List")
|
| 451 |
+
|
| 452 |
+
gr.Markdown("### π― Quick Actions")
|
| 453 |
+
with gr.Row():
|
| 454 |
+
with gr.Column():
|
| 455 |
+
gr.Markdown("**Git Commands**")
|
| 456 |
+
git_cmd = gr.Textbox(label="Git Command", placeholder="status")
|
| 457 |
+
git_btn = gr.Button("Execute Git")
|
| 458 |
+
|
| 459 |
+
with gr.Column():
|
| 460 |
+
gr.Markdown("**Filesystem**")
|
| 461 |
+
fs_operation = gr.Dropdown(["list", "read", "search"], label="Operation")
|
| 462 |
+
fs_path = gr.Textbox(label="Path", placeholder="PROJECTS")
|
| 463 |
+
fs_btn = gr.Button("Execute FS")
|
| 464 |
|
| 465 |
+
gr.Markdown("### π§ Custom Tool Call")
|
| 466 |
with gr.Row():
|
| 467 |
tool_name_input = gr.Textbox(label="Tool Name", placeholder="calculator")
|
| 468 |
+
tool_args_input = gr.Code(
|
| 469 |
label="Arguments (JSON)",
|
| 470 |
+
value='{"operation": "add", "a": 5, "b": 3}',
|
| 471 |
+
language="json",
|
| 472 |
+
lines=5
|
| 473 |
)
|
| 474 |
+
call_tool_btn = gr.Button("βΆοΈ Call Tool")
|
| 475 |
+
tool_result = gr.Code(language="json", label="Tool Result", lines=10)
|
| 476 |
+
|
| 477 |
+
# Event handlers
|
| 478 |
+
refresh_tools_btn.click(fn=get_mcp_tools_list, outputs=tools_display)
|
| 479 |
|
| 480 |
+
git_btn.click(
|
| 481 |
+
fn=lambda cmd: call_mcp_tool("git", json.dumps({"command": cmd})),
|
| 482 |
+
inputs=[git_cmd],
|
| 483 |
+
outputs=tool_result
|
| 484 |
+
)
|
| 485 |
+
|
| 486 |
+
fs_btn.click(
|
| 487 |
+
fn=lambda op, path: call_mcp_tool("filesystem", json.dumps({"operation": op, "path": path})),
|
| 488 |
+
inputs=[fs_operation, fs_path],
|
| 489 |
+
outputs=tool_result
|
| 490 |
)
|
| 491 |
|
| 492 |
call_tool_btn.click(
|
|
|
|
| 495 |
outputs=tool_result
|
| 496 |
)
|
| 497 |
|
| 498 |
+
with gr.Tab("π MCP Servers"):
|
| 499 |
+
gr.Markdown("### Configured MCP Servers")
|
| 500 |
+
servers_display = gr.Code(language="json", label="MCP Server Configuration")
|
| 501 |
+
refresh_servers_btn = gr.Button("π Refresh Servers")
|
| 502 |
+
|
| 503 |
+
refresh_servers_btn.click(fn=get_mcp_servers, outputs=servers_display)
|
| 504 |
+
|
| 505 |
+
gr.Markdown("""
|
| 506 |
+
#### Connected Servers:
|
| 507 |
+
- **postgres-full**: Neon PostgreSQL Database
|
| 508 |
+
- **filesystem**: Local file system access (C:\\Users\\CHAN\\Documents\\PROJECTS)
|
| 509 |
+
""")
|
| 510 |
+
|
| 511 |
with gr.Tab("π MCP Context"):
|
| 512 |
gr.Markdown("### Export MCP Context")
|
| 513 |
gr.Markdown("View and export the current context window managed by MCP")
|
| 514 |
+
export_btn = gr.Button("π₯ Export Context")
|
| 515 |
+
context_display = gr.Code(language="json", label="MCP Context", lines=15)
|
| 516 |
|
| 517 |
+
export_btn.click(fn=export_mcp_context, outputs=context_display)
|
|
|
|
|
|
|
|
|
|
| 518 |
|
| 519 |
with gr.Tab("βΉοΈ About MCP"):
|
| 520 |
gr.Markdown("""
|
| 521 |
### Model Context Protocol (MCP)
|
| 522 |
|
| 523 |
+
This AI assistant is powered by MCP with full access to:
|
| 524 |
+
|
| 525 |
+
#### ποΈ Database Access
|
| 526 |
+
- **PostgreSQL (Neon)**: Full database operations
|
| 527 |
+
- Connection: `ep-summer-art-a1jpcb05-pooler.ap-southeast-1.aws.neon.tech`
|
| 528 |
+
|
| 529 |
+
#### π Filesystem Access
|
| 530 |
+
- **Root**: `C:\\Users\\CHAN\\Documents\\PROJECTS`
|
| 531 |
+
- Operations: read, write, list, search
|
| 532 |
|
| 533 |
+
#### π§ Available Tools:
|
| 534 |
+
1. **Git**: Execute git commands (status, commit, push, pull, etc.)
|
| 535 |
+
2. **PostgreSQL**: Query and manage your Neon database
|
| 536 |
+
3. **Filesystem**: Read/write files, list directories, search
|
| 537 |
+
4. **Calculator**: Perform arithmetic operations
|
| 538 |
+
5. **Memory**: Store and retrieve session data
|
| 539 |
+
6. **Web Search**: Search for information
|
| 540 |
|
| 541 |
+
#### π Example Commands:
|
|
|
|
|
|
|
|
|
|
| 542 |
|
| 543 |
+
**Git:**
|
| 544 |
```json
|
| 545 |
{
|
| 546 |
+
"tool": "git",
|
| 547 |
"arguments": {
|
| 548 |
+
"command": "status"
|
| 549 |
+
}
|
| 550 |
+
}
|
| 551 |
+
```
|
| 552 |
+
|
| 553 |
+
**Filesystem:**
|
| 554 |
+
```json
|
| 555 |
+
{
|
| 556 |
+
"tool": "filesystem",
|
| 557 |
+
"arguments": {
|
| 558 |
+
"operation": "list",
|
| 559 |
+
"path": "PROJECTS"
|
| 560 |
+
}
|
| 561 |
+
}
|
| 562 |
+
```
|
| 563 |
+
|
| 564 |
+
**PostgreSQL:**
|
| 565 |
+
```json
|
| 566 |
+
{
|
| 567 |
+
"tool": "postgres",
|
| 568 |
+
"arguments": {
|
| 569 |
+
"query": "SELECT * FROM users LIMIT 10",
|
| 570 |
+
"operation": "SELECT"
|
| 571 |
}
|
| 572 |
}
|
| 573 |
```
|
|
|
|
| 576 |
|
| 577 |
if __name__ == "__main__":
|
| 578 |
demo.launch()
|
| 579 |
+
|