MCP For Claude Marketplace
Observability & Tracing Calculator

Observability & Tracing Calculator MCP Connector for Claude

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Deterministic engine for distributed tracing metrics, cost estimation, and anomaly detection.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner
More Details Connect to Claude

This MCP server provides a deterministic calculation engine for analyzing distributed tracing data across multi-agent systems. It allows AI agents to calculate critical performance metrics like P99 latency and error rates, estimate telemetry storage costs, and identify system instabilities through anomaly detection. Use analyze_trace_performance to evaluate health indicators, estimate_observability_costs for budget planning, and detect_tracing_anomalies to find performance outliers.

tracingmetricslatencycost-estimationanomaliesdistributed-systems

3 tools expose this connector's capabilities to your AI agent.

analyze_trace_performance

Analyze key performance metrics and health indicators for provided traces

detect_tracing_anomalies

Detect specific spans or sampling issues indicating instability

estimate_observability_costs

Estimate the cost to store and process telemetry data

See how to talk to your AI agent using Observability & Tracing Calculator.

Analyze these traces: [{'spanId': '1', 'parentId': null, 'agentId': 'A', 'startTime': 1000, 'durationMs': 50, 'status': 'SUCCESS'}, {'spanId': '2', 'parentId': '1', 'agentId': 'B', 'startTime': 1050, 'durationMs': 200, 'status': 'SUCCESS'}]. Is the P99 latency within 250ms?

The P99 latency is 200ms, which is within the 250ms threshold.

Estimate the cost for 100 traces per hour, with a 1% sample rate, 500 bytes per span, and 30 days of retention.

The estimated storage cost for the specified parameters is 0.0000432 MB.

Check for anomalies in this trace data: [{'spanId': '1', 'durationMs': 10}, {'spanId': '2', 'durationMs': 500}].

One anomalous span was detected with a duration of 500ms.

You can use the `analyze_trace_performance` tool. It calculates P99 latency and error rates, and will automatically flag a violation if they exceed your specified thresholds.

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