Memory MCP

from __future__ import annotations from prometheus_client import Counter, Histogram tool_calls = Counter("tool_call_count", "MCP tool call count", ["tool"]) tool_latency = Histogram("tool_latency_seconds", "Tool latency", ["tool"]) llm_calls = Counter("llm_call_count", "LLM call count", ["type"]) llm_failures = Counter("llm_call_failures", "LLM call failures", ["type"]) retrieval_low_confidence = Counter( "retrieval_low_confidence_count", "Low confidence retrieval count" )