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 xi-zhao/OpenQuantum --skill kaiwu-qubogit clone --depth 1 https://github.com/xi-zhao/OpenQuantumWrote 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/xi-zhao/openquantum/kaiwu-qubo)<a href="https://agentmods.dev/skills/xi-zhao/openquantum/kaiwu-qubo"><img src="https://agentmods.dev/badge/skills/xi-zhao/openquantum/kaiwu-qubo/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/xi-zhao/openquantum/kaiwu-qubo"><img src="https://agentmods.dev/badge/skills/xi-zhao/openquantum/kaiwu-qubo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00045 | $0.00823 |
| Opus 5.5 | $0.00018 | $0.00329 |
| Sonnet 5.5 | $0.00009 | $0.00165 |
| Haiku 4.5 | $0.00005 | $0.00082 |
Grade A, and why
kaiwu-qubo 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.
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.
What it actually says
Kaiwu Community 符号 QUBO 建模
原生 SDK 路径
本能力同时支持 Kaiwu Community 的原生公开 API。用户需要 上游社区版表达式、约束、QUBO/Ising 转换与优化接口 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 kaiwu-qubo 定位环境，按完整 SDK 工作流执行。模块导航：kaiwu；导航不是 API 白名单。
固定的是 Kaiwu Community；商业服务和企业版不是该发行版的一部分。
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 kaiwu_local 提供的 build_kaiwu_qubo。本 Skill 负责模型选择和结果解释，Tool 在独立 Python 环境执行真实上游 SDK。
输入目标函数的 linear、quadratic=[{i,j,bias}]、offset，以及可选 constraints=[{coefficients,rhs,penalty}]。每个约束贡献 penalty*(coefficients.x-rhs)^2；penalty 必须为正，变量及约束维度必须一致。
SDK 使用真实 Binary 表达式与 QuboModel。输出 variableNames 按输入索引排列，包括零系数变量。QUBO 能量为 x^T quboMatrix x + quboOffset；非对角元严格按矩阵相乘计数，不另乘二。
Kaiwu 的 Ising 符号约定是 E=-s^T isingMatrix s + isingOffset。设置 s_i=2*x_i-1，并把额外的最后一个辅助 spin 固定为 +1。不要直接把这一矩阵当成通常正号的 J 系数表。
assignments 是要评估的二进制向量，可为空。返回原目标能量、每个等式残差、罚项能量和总能量。此动作只建模和评估，不求解；有限罚项不保证最优解可行。后续可将编译的 QUBO 转为 Ocean 等求解器的对应系数时保留 offset 与非对角元约定。
只安装 Apache-2.0 的 kaiwu-community，不使用企业版 kaiwu、license、数据上报或真机优化器。
计算规模由调用方选择，后端数值表示限制仍适用。资源限制用 execution 设置，与模型参数分开。先运行 node scripts/setup-paper-tools.mjs kaiwu-qubo 显式准备固定依赖；计算调用不安装依赖或联网，数值库可能写本地缓存。
固定上游版本：1.0.7；来源与许可见上游仓库（Apache-2.0）。本地数值和协议检查属于开发证据；当前 L1，scientificValidation=not_evaluated，成功执行不等于最终科学 Acceptance。
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.
- 4d ago Changed · +13 lines 32a28a61ba54
- 19d ago First seen · 23 lines · 45 tokens per session scan A 80f002be164d
kaiwu-qubo 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 823 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 2026-09-28.
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