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739f384
1
Parent(s):
f42b8e7
fix: Resolve compare screen and MCP connection issues
Browse files- Fix compare screen timestamp format mismatch by preventing dataframe mutation in create_trends_plot()
- Fix MCP server ClosedResourceError by properly managing ClientSession lifecycle
- Add automatic reconnection mechanism with retry logic for MCP tool calls
- Improve connection cleanup and error handling
Fixes two critical issues:
1. Compare screen showing "data not in leaderboard" error due to pandas timestamp conversion
2. Agent chat screen failing with ClosedResourceError when accessing leaderboard resource
- components/analytics_charts.py +3 -0
- mcp_client/client.py +70 -43
components/analytics_charts.py
CHANGED
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@@ -662,6 +662,9 @@ def create_trends_plot(df: pd.DataFrame) -> go.Figure:
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from plotly.subplots import make_subplots
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try:
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# Use evaluation_date or timestamp depending on what's available
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date_col = 'evaluation_date' if 'evaluation_date' in df.columns else 'timestamp'
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from plotly.subplots import make_subplots
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try:
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# Create a copy to prevent mutating the input dataframe
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df = df.copy()
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# Use evaluation_date or timestamp depending on what's available
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date_col = 'evaluation_date' if 'evaluation_date' in df.columns else 'timestamp'
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mcp_client/client.py
CHANGED
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@@ -28,6 +28,8 @@ class MCPClient:
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)
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self.session: Optional[ClientSession] = None
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self._initialized = False
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async def initialize(self):
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"""Initialize connection to MCP server"""
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@@ -35,24 +37,52 @@ class MCPClient:
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return
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try:
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# Connect to SSE endpoint
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-
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except Exception as e:
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print(f"❌ Failed to connect to MCP server: {e}")
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raise
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async def analyze_leaderboard(
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self,
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leaderboard_repo: str = "kshitijthakkar/smoltrace-leaderboard",
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@@ -76,9 +106,6 @@ class MCPClient:
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Returns:
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AI-generated analysis of the leaderboard
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"""
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if not self._initialized:
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await self.initialize()
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try:
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# Build arguments
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args = {
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@@ -94,8 +121,8 @@ class MCPClient:
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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# Call MCP tool
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result = await self.
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# Extract text from result
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if result.content and len(result.content) > 0:
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@@ -127,9 +154,6 @@ class MCPClient:
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Returns:
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AI-generated answer to the trace question
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"""
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if not self._initialized:
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await self.initialize()
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try:
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args = {
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"trace_data": trace_data,
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@@ -143,7 +167,7 @@ class MCPClient:
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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result = await self.
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if result.content and len(result.content) > 0:
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return result.content[0].text
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@@ -176,9 +200,6 @@ class MCPClient:
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Returns:
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Cost estimation with breakdown
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"""
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if not self._initialized:
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await self.initialize()
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-
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try:
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args = {
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"model": model,
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@@ -193,7 +214,7 @@ class MCPClient:
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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result = await self.
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if result.content and len(result.content) > 0:
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return result.content[0].text
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@@ -222,9 +243,6 @@ class MCPClient:
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Returns:
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AI-generated comparison analysis
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"""
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if not self._initialized:
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await self.initialize()
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try:
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args = {
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"run_data_list": run_data_list
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@@ -237,7 +255,7 @@ class MCPClient:
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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result = await self.
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if result.content and len(result.content) > 0:
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return result.content[0].text
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@@ -266,9 +284,6 @@ class MCPClient:
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Returns:
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AI-generated results analysis with recommendations
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"""
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if not self._initialized:
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await self.initialize()
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try:
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args = {
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"results_data": results_data,
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@@ -280,7 +295,7 @@ class MCPClient:
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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result = await self.
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if result.content and len(result.content) > 0:
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return result.content[0].text
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@@ -307,9 +322,6 @@ class MCPClient:
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Returns:
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Dataset information and structure
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"""
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if not self._initialized:
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await self.initialize()
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try:
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args = {
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"dataset_repo": dataset_repo
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@@ -320,7 +332,7 @@ class MCPClient:
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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result = await self.
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if result.content and len(result.content) > 0:
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return result.content[0].text
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@@ -330,13 +342,28 @@ class MCPClient:
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except Exception as e:
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return f"❌ Error calling get_dataset: {str(e)}"
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async def close(self):
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"""Close the MCP client session"""
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-
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# Note: ClientSession doesn't have an explicit close method
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# The context manager handles cleanup
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self.session = None
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self._initialized = False
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# Singleton instance for use across the app
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)
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self.session: Optional[ClientSession] = None
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self._initialized = False
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self._sse_context = None
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self._session_context = None
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async def initialize(self):
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"""Initialize connection to MCP server"""
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return
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try:
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# Connect to SSE endpoint and keep it open
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self._sse_context = sse_client(self.server_url)
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read, write = await self._sse_context.__aenter__()
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# Create session and keep it open
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self._session_context = ClientSession(read, write)
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self.session = await self._session_context.__aenter__()
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await self.session.initialize()
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self._initialized = True
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# List available tools for verification
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tools_result = await self.session.list_tools()
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print(f"✅ Connected to TraceMind MCP Server at {self.server_url}")
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print(f"📊 Available tools: {len(tools_result.tools)}")
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for tool in tools_result.tools:
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print(f" - {tool.name}: {tool.description}")
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except Exception as e:
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print(f"❌ Failed to connect to MCP server: {e}")
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# Clean up on error
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await self._cleanup_connections()
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raise
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async def _ensure_connected(self):
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"""Ensure the connection is active, reconnect if needed"""
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if not self._initialized or self.session is None:
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print("🔄 Reconnecting to MCP server...")
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await self._cleanup_connections()
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await self.initialize()
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async def _call_tool_with_retry(self, tool_name: str, arguments: dict, max_retries: int = 2):
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"""Call MCP tool with automatic retry on connection errors"""
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for attempt in range(max_retries):
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try:
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await self._ensure_connected()
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result = await self.session.call_tool(tool_name, arguments=arguments)
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return result
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except Exception as e:
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error_str = str(e)
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if "ClosedResourceError" in error_str or "closed" in error_str.lower():
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if attempt < max_retries - 1:
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print(f"⚠️ Connection lost, retrying... (attempt {attempt + 1}/{max_retries})")
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await self._cleanup_connections()
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continue
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raise
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async def analyze_leaderboard(
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self,
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leaderboard_repo: str = "kshitijthakkar/smoltrace-leaderboard",
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Returns:
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AI-generated analysis of the leaderboard
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"""
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try:
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# Build arguments
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args = {
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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# Call MCP tool with retry
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result = await self._call_tool_with_retry("analyze_leaderboard", args)
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# Extract text from result
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if result.content and len(result.content) > 0:
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Returns:
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AI-generated answer to the trace question
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"""
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try:
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args = {
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"trace_data": trace_data,
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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result = await self._call_tool_with_retry("debug_trace", args)
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if result.content and len(result.content) > 0:
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return result.content[0].text
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Returns:
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Cost estimation with breakdown
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"""
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try:
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args = {
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"model": model,
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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result = await self._call_tool_with_retry("estimate_cost", args)
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if result.content and len(result.content) > 0:
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return result.content[0].text
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Returns:
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AI-generated comparison analysis
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"""
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try:
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args = {
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"run_data_list": run_data_list
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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result = await self._call_tool_with_retry("compare_runs", args)
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if result.content and len(result.content) > 0:
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return result.content[0].text
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Returns:
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AI-generated results analysis with recommendations
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"""
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try:
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args = {
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"results_data": results_data,
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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result = await self._call_tool_with_retry("analyze_results", args)
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if result.content and len(result.content) > 0:
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return result.content[0].text
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Returns:
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Dataset information and structure
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"""
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try:
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args = {
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"dataset_repo": dataset_repo
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if gemini_api_key:
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args["gemini_api_key"] = gemini_api_key
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result = await self._call_tool_with_retry("get_dataset", args)
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if result.content and len(result.content) > 0:
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return result.content[0].text
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except Exception as e:
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return f"❌ Error calling get_dataset: {str(e)}"
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async def _cleanup_connections(self):
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"""Internal helper to clean up connections"""
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if self._session_context:
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try:
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await self._session_context.__aexit__(None, None, None)
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except Exception as e:
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print(f"⚠️ Error closing session context: {e}")
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self._session_context = None
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self.session = None
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if self._sse_context:
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try:
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await self._sse_context.__aexit__(None, None, None)
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except Exception as e:
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print(f"⚠️ Error closing SSE context: {e}")
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self._sse_context = None
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self._initialized = False
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async def close(self):
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"""Close the MCP client session"""
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await self._cleanup_connections()
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# Singleton instance for use across the app
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