Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add AlterLab-IEU/AlterLab-Academic-Skills --skill alterlab-qutipgit clone --depth 1 https://github.com/AlterLab-IEU/AlterLab-Academic-SkillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/alterlab-ieu/alterlab-academic-skills/alterlab-qutip)<a href="https://agentmods.dev/skills/alterlab-ieu/alterlab-academic-skills/alterlab-qutip"><img src="https://agentmods.dev/badge/skills/alterlab-ieu/alterlab-academic-skills/alterlab-qutip/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/alterlab-ieu/alterlab-academic-skills/alterlab-qutip"><img src="https://agentmods.dev/badge/skills/alterlab-ieu/alterlab-academic-skills/alterlab-qutip.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium analysis-evasion · line 1 Suspicious Unicode normalization or mixed-script contentFix: Review the flagged content for security risks. Ensure no credentials, secrets, or sensitive data are exposed.
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00134 | $0.02852 |
| Opus 5 | $0.00067 | $0.01426 |
| Sonnet 5 | $0.00027 | $0.00570 |
| Haiku 4.5 | $0.00013 | $0.00285 |
Grade A, and why
alterlab-qutip scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 321 lines — stays where its author put it; the contents beside it link to each section on GitHub.
QuTiP: Quantum Toolbox in Python
Overview
QuTiP provides comprehensive tools for simulating and analyzing quantum mechanical systems. It handles both closed (unitary) and open (dissipative) quantum systems with multiple solvers optimized for different scenarios.
Installation
uv pip install qutip
This skill targets QuTiP 5.x (verified against 5.3.0). Key v5 API changes from v4: solver options are a plain dict (the old Options/solver.Options class is gone), stochastic solvers use heterodyne=True/False instead of a noise code, and progress_bar takes a string ('text'/'tqdm'/'') rather than True.
Optional packages for additional functionality:
# Quantum information processing (circuits, gates)
uv pip install qutip-qip
# Quantum optimal control (GRAPE/CRAB pulse optimization)
uv pip install qutip-qtrl
Quick Start
from qutip import *
import numpy as np
import matplotlib.pyplot as plt
# Create quantum state
psi = basis(2, 0) # |0⟩ state
# Create operator
H = sigmaz() # Hamiltonian
# Time evolution
tlist = np.linspace(0, 10, 100)
result = sesolve(H, psi, tlist, e_ops=[sigmaz()])
# Plot results
plt.plot(tlist, result.expect[0])
plt.xlabel('Time')
plt.ylabel('⟨σz⟩')
plt.show()
Core Capabilities
1. Quantum Objects and States
Create and manipulate quantum states and operators:
# States
psi = basis(N, n) # Fock state |n⟩
psi = coherent(N, alpha) # Coherent state |α⟩
rho = thermal_dm(N, n_avg) # Thermal density matrix
# Operators
a = destroy(N) # Annihilation operator
H = num(N) # Number operator
sx, sy, sz = sigmax(), sigmay(), sigmaz() # Pauli matrices
# Composite systems
psi_AB = tensor(psi_A, psi_B) # Tensor product
See references/core_concepts.md for comprehensive coverage of quantum objects, states, operators, and tensor products.
2. Time Evolution and Dynamics
Multiple solvers for different scenarios:
# Closed systems (unitary evolution)
result = sesolve(H, psi0, tlist, e_ops=[num(N)])
# Open systems (dissipation)
c_ops = [np.sqrt(0.1) * destroy(N)] # Collapse operators
result = mesolve(H, psi0, tlist, c_ops, e_ops=[num(N)])
# Quantum trajectories (Monte Carlo)
result = mcsolve(H, psi0, tlist, c_ops, ntraj=500, e_ops=[num(N)])
What ships with it
6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 6d ago First seen · 321 lines · 134 tokens per session scan A 988002597051
alterlab-qutip is a skill published in the GitHub repository AlterLab-IEU/AlterLab-Academic-Skills (66 stars, last pushed 6d ago), licensed MIT. It adds 134 tokens to every session and 2,852 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-05.
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