qutip

Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. NOT for circuit-based quantum computing—use qiskit, cirq, or pennylane for quantum algorithms and hardware execution.

1.40x

Quality

81%

Does it follow best practices?

Impact

90%

1.40x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Evaluation results

100%

25%

Driven Qubit Steady-State Population Analysis

Floquet periodic solver selection

Criteria

Without context

With context

Floquet solver used

100%

Period calculation

100%

String-based time dependence

100%

Args dictionary used

100%

Collapse operator scaling

100%

e_ops for observables

100%

Floquet modes computed

100%

Hamiltonian list format

100%

Output data saved

100%

T passed to fmmesolve

100%

33%

Cavity Field Emission Spectrum Analysis

Emission spectrum and Wigner visualization

Criteria

Without context

With context

Steady state initial condition

100%

Two-time correlation function

100%

FFT spectrum computation

100%

wigner_cmap used

100%

Wigner function computed

100%

Collapse operator scaling

100%

mesolve or steadystate used

70%

100%

Photon operators in correlation

100%

Spectrum data saved

100%

xvec defined with linspace

100%

70%

18%

Non-Markovian Qubit Decoherence Analysis

HEOM non-Markovian dynamics and import

Criteria

Without context

With context

Correct HEOM import path

BosonicBath construction

100%

HEOMSolver creation

70%

100%

max_depth set explicitly

100%

hsolver.run() for time evolution

100%

parallel_map for parameter sweep

100%

store_final_state option

Sigma coupling operator

100%

Density matrix initial state

100%

Results saved to file

100%

Repository: K-Dense-AI/claude-scientific-skills
Commit: b58ad7e

Evaluated: 27 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Driven Qubit Steady-State Population Analysis Cavity Field Emission Spectrum Analysis Non-Markovian Qubit Decoherence Analysis

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