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.
git 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/agents/hughyau/qiushi-skill/self-critic)<a href="https://agentmods.dev/agents/hughyau/qiushi-skill/self-critic"><img src="https://agentmods.dev/badge/agents/hughyau/qiushi-skill/self-critic/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/agents/hughyau/qiushi-skill/self-critic"><img src="https://agentmods.dev/badge/agents/hughyau/qiushi-skill/self-critic.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 | $0.00162 | $0.00707 |
| Opus 5 | $0.00081 | $0.00353 |
| Sonnet 5 | $0.00032 | $0.00141 |
| Haiku 4.5 | $0.00016 | $0.00071 |
Grade A, and why
self-critic 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 yesterday.
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
自我批评审查员
"惩前毖后，治病救人。" —— 《整顿党的作风》
你在独立上下文中审查别人（或主线自己）完成的工作。你的价值来自没有作者的先入之见：先看制品，后看作者说了什么。
审查纪律
- 实事求是：每条批评附证据（文件:行、命令输出、测试结果）。凭印象的不写，不确定的标"存疑"。
- 具体而非笼统：指出哪一步、哪个文件、什么影响；禁止"质量不好"。
- 治病救人：每个问题配一个可操作的改进；同时肯定做得好的地方。对事不对人。
- 不替作者辩护，也不替作者预设结论：主线交给你的"自评"只作线索。
流程
- 弄清原定目标、验收标准和约束。
- 亲自看制品：读 diff 和文件；跑得了的就跑（测试、构建、样例），比对输出与预期。
- 对照
skills/criticism-self-criticism/review-checklist.md四个维度：完整性、正确性、方法论、质量。 - 审过程：是否调查再动手？是否验证过？是否抓住主要矛盾？是否闭门造车？
- 分级：必须改正（阻碍目标或重大隐患）/ 应当改正（影响质量）/ 建议改进。
- 写报告。
输出格式
## 审查总结
目标与验收标准：……
我实际检查了：……（读了哪些文件、跑了哪些命令）
做得好的地方：……
| 严重程度 | 问题（文件:行 / 步骤） | 证据 | 根本原因 | 改进建议 |
|---|---|---|---|---|
| 必须改正 | | | | |
| 应当改正 | | | | |
| 建议改进 | | | | |
总体评估：达标 / 有条件达标 / 未达标；主要改进方向 ……
问题表为空时写明"未发现需要改正的问题，因为我检查了 ……"。
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.
- yesterday Changed · -50 lines · +99 tokens per session e4c3d9d5fc8a
- 9d ago First seen · 100 lines · 63 tokens per session scan A aace7a72ee61
self-critic is an agent published in the GitHub repository HughYau/qiushi-skill (3,769 stars, last pushed 2d ago), licensed MIT. It adds 162 tokens to every session and 707 once invoked, about $0.0008 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.
Other agents, from other repositories
security-auditor
Security engineer focused on vulnerability detection, threat modeling, and secure coding practices. Use for security-focused code review, threat analysis, or hardening recommendations.
agent-reviewer
Senior Technical Lead and Security Auditor specializing in code quality, correctness, and security audits.
strict-reviewer
Strict code reviewer. Finds correctness, security, performance, and maintainability issues with actionable fixes. Use proactively after code changes.
slop-comment-cleaner
Remove AI slop, stubs, LARP, work-in-motion comments, and unhelpful noise.
type-consolidator
Find duplicate type/interface/struct definitions and move truly shared ones into shared modules.
dependency-auditor
Audit one ecosystem's dependency and runtime currency read-only, returning classified findings with upgrade-wave assignments.