quairkit-information

quairkit-information is a skill for Claude Code, Codex from xi-zhao/OpenQuantum. It costs 45 tokens per session (700 once invoked), scanned A, original, MIT.

A CPU simulator for applying selected local noise channels to a structured quantum circuit. A density matrix is a numerical description that can represent both quantum probabilities and noise-related mixed states.

In plain words
What is it for?
Use it to study noisy outcomes, inspect the resulting density matrix, and check trace, purity, and Hermiticity for small circuits.
Why use it?
It shows how amplitude damping, phase damping, or depolarizing noise changes purity and probabilities without requiring calibrated hardware. The channels are applied after the circuit, not after each gate, and memory grows rapidly with system size.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

Good fit Use it to study noisy outcomes, inspect the resulting density matrix, and check trace, purity, and Hermiticity for small circuits.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/xi-zhao/openquantum/quairkit-information
Install

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.

Any agent
npx skills add xi-zhao/OpenQuantum --skill quairkit-information
Clone the repo
git clone --depth 1 https://github.com/xi-zhao/OpenQuantum

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for quairkit-information

README.md
[![agentmods](https://agentmods.dev/badge/skills/xi-zhao/openquantum/quairkit-information/github.svg)](https://agentmods.dev/skills/xi-zhao/openquantum/quairkit-information)
Your own site
<a href="https://agentmods.dev/skills/xi-zhao/openquantum/quairkit-information"><img src="https://agentmods.dev/badge/skills/xi-zhao/openquantum/quairkit-information/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.

agentmods 80×15 button for quairkit-information

Your own site · 80×15
<a href="https://agentmods.dev/skills/xi-zhao/openquantum/quairkit-information"><img src="https://agentmods.dev/badge/skills/xi-zhao/openquantum/quairkit-information.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 45 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 700 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00045 $0.00700
Opus 5.5 $0.00018 $0.00280
Sonnet 5.5 $0.00009 $0.00140
Haiku 4.5 $0.00005 $0.00070

Measured 4d ago against content hash 5670812173eb, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

quairkit-information 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 4d ago.

The scan reads SKILL.md. This mod also ships 4 executable files (mcp/bridge.py, mcp/contracts.mjs, mcp/server.mjs, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

.agents/skills/quairkit-information/SKILL.md · 34 lines

What it actually says

QuAIRKit 量子信道

原生 SDK 路径

本能力同时支持 QuAIRKit 的原生公开 API。用户需要 任意维数态、信道、算符、电路与可微优化 时,由 Agent 在固定依赖环境中编写和运行任务代码,不限于下文便捷 Tool 的预设模型。

使用 node scripts/sdk-access.mjs inspect quairkit-information 定位环境,按完整 SDK 工作流执行。模块导航:quairkit;导航不是 API 白名单。

下文关于模型、门集、输入与预算的限制描述便捷 Tool 的合同;原生 SDK 另受上游版本、可选依赖、宿主资源与用户授权约束。已禁用或被拒绝的动作不能借代码路径绕过。执行状态和科研验收分别报告。

Agent 经 Harness 调用 quairkit_local 的 simulate_quairkit_channel。Skill 负责选择与解释,Tool 负责真实 SDK 执行。

先提供 numQubits、结构化 gates,再提供 channels。输入态固定为全零;H/S/T/X/Y/Z/CX/CZ 和 RX/RY/RZ 的角度用 rad。所有信道在整个电路之后按列表顺序作用,不能将其描述为每门噪声模型。

每个信道指定 target 和 [0,1] 范围的 strength。幅度阻尼对应激发态衰减概率 γ;相位阻尼将局域相干乘以 √(1−γ);退极化使用 (1−p)ρ + p I/2 的单量子位约定,纠缠态通过局域 Kraus 算符作用。

densityMatrix 每项为 [real,imag],计算基中 qubit 0 对应最左位。输出 trace、purity 和 Hermiticity 残差只描述数值结果,不是独立科学验收。使用 CPU complex128;没有状态裁剪、重归一化或设备标定。

先检查 trace 接近 1、Hermiticity 残差小,再结合阻尼、退极化和输入态解释纯度变化。密度矩阵内存随 4^N 增长。

固定依赖需显式执行 node scripts/setup-paper-tools.mjs quairkit-information;调用时不安装依赖,数值库可能写入本地缓存。规模参数不按开发机算例设人工上限;通过独立的 execution 选择部署资源。

当前为 L1,scientificValidation=not_evaluated。成功执行与工程回归不代表科学 Acceptance。

上游、许可与验证边界。

Files

What ships with it

7 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.

Changes

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.

  1. 4d ago Changed · +11 lines 5670812173eb
  2. 18d ago First seen · 23 lines · 45 tokens per session scan A f0d308cfec8e

Subscribe to this mod's changes

quairkit-information is a skill published in the GitHub repository xi-zhao/OpenQuantum (75 stars, last pushed yesterday), licensed MIT. It adds 45 tokens to every session and 700 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-09-29.

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