Qiushi-Skill is a collection of agent skills that turn dialectical materialist and practical philosophy into methods for investigating problems, identifying their central contradiction, testing conclusions, and continuing work. It is intended to guide AI agents through analysis and task execution. The catalogue entries are its skills, commands, hook, plugin, and agent components.
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 HughYau/qiushi-skill --skill contradiction-analysisgit clone --depth 1 https://github.com/HughYau/qiushi-skillWrote 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/hughyau/qiushi-skill/contradiction-analysis)<a href="https://agentmods.dev/skills/hughyau/qiushi-skill/contradiction-analysis"><img src="https://agentmods.dev/badge/skills/hughyau/qiushi-skill/contradiction-analysis/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/hughyau/qiushi-skill/contradiction-analysis"><img src="https://agentmods.dev/badge/skills/hughyau/qiushi-skill/contradiction-analysis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00184 | $0.01078 |
| Opus 5 | $0.00092 | $0.00539 |
| Sonnet 5 | $0.00037 | $0.00216 |
| Haiku 4.5 | $0.00018 | $0.00108 |
Grade A, and why
contradiction-analysis 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 5d 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
矛盾分析法
"研究任何过程，如果是存在着两个以上矛盾的复杂过程的话，就要用全力找出它的主要矛盾。捉住了这个主要矛盾，一切问题就迎刃而解了。" —— 《矛盾论》
用 / 不用
用：
- 问题复杂，不知从哪下手
- 多个问题互相牵制，解决一个牵动另一个
- 反复出现的故障、反复失败的尝试，怀疑没打中根源
- 需要在多个"都重要"的事里判断哪个最重要
不用：
- 任务是单维度的直接执行
- 用户已经指定方案，只需实现
- 问题属于已知模式，直接套用已验证方案更快
操作规程
先保证事实基础：矛盾清单里的每一项都要能指向调查得到的现象，不能凭印象。事实不够先做 investigation-first。
- 列矛盾清单：
[A] vs [B]格式，写清两个对立面各自要什么。透过现象看内在张力，不只列表面症状。 - 判定主要矛盾：标 ⭐ 并给理由。三个检验：
- 因果：解决了它，别的矛盾是否随之缓解？
- 根源：它是不是别的矛盾的来源？
- 阶段：它是否处于当前阶段的中心？
- 找主要方面：主要矛盾内部，哪一方当前占支配地位？这决定问题现在的性质。
- 定性质：
- 对抗性（根本利益冲突，不能兼得）→ 明确取舍，果断二选一
- 非对抗性（共同目标下的分歧）→ 团结—批评—团结：先找共同点，再通过讨论解决分歧
- 选处理方向，写出「接下来我将……」：
- 技术性矛盾 → 形成假说，交
practice-cognition验证 - 资源性矛盾 →
concentrate-forces集中解决主要矛盾 - 多目标平衡 →
overall-planning
- 技术性矛盾 → 形成假说，交
- 设监控提示：哪个次要矛盾可能上升为主要矛盾？哪个非对抗性矛盾可能因处理不当激化？
输出模板
矛盾清单：
- [A] vs [B]：……
- ⭐ [C] vs [D]：主要矛盾。理由：解决了它，[X]、[Y] 随之缓解
- 主要方面：当前 [C / D] 占支配地位，因为 ……
- 性质：对抗性 / 非对抗性
接下来我将：……
⚠️ 需监控：[次要矛盾] 是否上升为主要矛盾；[矛盾] 是否激化
纪律
- 禁止只输出分析文字不给结论；六项缺一不可。
- 禁止一刀切：对具体的事物作具体的分析，不套模板。
- 主要矛盾只能有一个。列出两个"都是主要"的，说明分析还没做完。
- 矛盾会转化：解决过程中主次可能对调，随时更新。
交接
- 主要矛盾确定 →
concentrate-forces集中解决，或practice-cognition验证假说 - 处理对抗性矛盾前需要更多事实 →
investigation-first
原著依据：original-texts.md；场景速查：contradiction-types-reference.md
What ships with it
2 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.
- 5d ago Changed · -59 lines · +79 tokens per session a70dd7190514
- 12d ago First seen · 128 lines · 105 tokens per session scan A 2137af991ffb
contradiction-analysis is a skill published in the GitHub repository HughYau/qiushi-skill (3,774 stars, last pushed 6d ago), licensed MIT. It adds 184 tokens to every session and 1,078 once invoked, about $0.0009 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 2026-08-30.
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