# Calibration Analyzer

> Hardware calibration data analysis skill for optimal qubit selection

- Skill: `a5c-ai/calibration-analyzer` (Agent Skill)
- Install (CLI): `npx skillmds@latest add a5c-ai/calibration-analyzer`
- Raw SKILL.md: https://api.skillmd.com/api/skills/a5c-ai/calibration-analyzer/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: a5c-ai (https://skillmd.com/u/a5c-ai)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/a5c-ai/calibration-analyzer

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# Calibration Analyzer

## Purpose

Provides expert guidance on analyzing quantum hardware calibration data to select optimal qubits and gate configurations for circuit execution.

## Capabilities

- T1/T2 coherence analysis
- Gate error rate parsing
- Readout error analysis
- Crosstalk characterization
- Qubit quality ranking
- Temporal calibration tracking
- Error budget calculation
- Calibration drift detection

## Usage Guidelines

1. **Data Retrieval**: Fetch latest calibration data from backend
2. **Metric Extraction**: Parse T1, T2, gate fidelities, and readout errors
3. **Quality Ranking**: Score qubits based on weighted metrics
4. **Selection**: Choose optimal qubits for circuit execution
5. **Monitoring**: Track calibration changes over time

## Tools/Libraries

- Qiskit IBMQ Provider
- Cirq-Google
- Amazon Braket SDK
- Pandas
- Matplotlib