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HughYau/qiushi-skill
Qiushi-Skill: Build agents that investigate first, focus on the main contradiction, validate in practice, and keep pushing until the work is actually done. 求是Skill——从经典唯物辩证法与实践哲学中提炼出一条总原则和九大方法论工具武装AI大脑。
History
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git clone --filter=blob:none --no-checkout https://github.com/HughYau/qiushi-skill.git .hotskills/hughyau-qiushi-skill && git -C .hotskills/hughyau-qiushi-skill checkout --detach 5ace7173b2d71fa7848c56a29f74b39d611c6cb3
# Copy each selected skill directory from .hotskills/hughyau-qiushi-skill into .claude/skills/<skill-name>/Heat
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Heat never changes the order by stars, and sponsorship never touches it. How heat works
Stars over time
Individual skills in this repository
- arming-thought
skills/arming-thought - concentrate-forces
skills/concentrate-forces - contradiction-analysis
skills/contradiction-analysis - criticism-self-criticism
skills/criticism-self-criticism - investigation-first
skills/investigation-first - mass-line
skills/mass-line - overall-planning
skills/overall-planning - practice-cognition
skills/practice-cognition - protracted-strategy
skills/protracted-strategy - spark-prairie-fire
skills/spark-prairie-fire - workflows
skills/workflows
How it works
arming-thought
When your agent uses it
求是方法论的入口与总原则。在每次新的顶层会话开始时加载一次,用「实事求是」约束全部判断,并只在明确适用时把任务路由到对应的方法论 skill;被派遣执行单一具体任务的子 agent 直接跳过。 English: Entry point and governing principle of the Qiushi methodology. Load once at the start of a top-level session to enforce "seek truth from facts" and route to a downstream skill only when it clearly helps. Delegated sub-agents on narrow tasks should skip it.
What it loads into context
Frontmatter
132 tokensAlways available to the agent
SKILL.md
844 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 总原则:实事求是(四条硬规则)
- 路由:什么时候用哪件武器
- 指令优先级
Files
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# 武装思想
> "'实事'就是客观存在着的一切事物,'是'就是客观事物的内部联系,即规律性,'求'就是我们去研究。" —— 《改造我们的学习》
**子 agent 执行单一具体任务时:跳过本 skill。**
## 总原则:实事求是(四条硬规则)
| 规则 | 做法 | 违反信号 |
|---|---|---|
| 结论跟着证据走 | 每个判断标出依据:读了什么、跑了什么、看到了什么 | 有判断,无依据 |
| 分清三种话 | 区分「已核实的事实」「推断」「未知」;未知就写"不知道,需确认" | 用猜测填空 |
| 验证过才算完成 | 声称完成前先跑一遍、看输出、比对预期,并写出验证动作 | 写完即宣布完成 |
| 遇阻先诊断 | 失败时先说清原因,再补调查或换路径;不在第一次受阻就停 | "超出能力范围"式放弃 |View the complete source on GitHubconcentrate-forces
When your agent uses it
集中兵力:多件事同时争抢时间、注意力或预算时,列出全部待办,选定唯一主攻目标并公开锁定,彻底解决、验证后再转向下一个。当待办过多、推进分散、"每件都做了一点但都没做完"、需要决定先做什么时触发;只有一个任务、任务彼此独立可并行、用户明确要求同时推进时不触发。 English: Concentrate forces. When several tasks compete for time, attention, or budget, enumerate them, lock onto a single main target, finish and verify it completely, then move on. Trigger when priorities sprawl, effort is scattered, or you must decide what to do first; skip when there is one task, tasks are independent and parallel, or the user explicitly wants them advanced together.
What it loads into context
Frontmatter
193 tokensAlways available to the agent
SKILL.md
800 tokensWhen the skill is activated
Reference documents
472 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 用 / 不用
- 操作规程
- 输出模板
- 纪律
- 交接
Files
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# 集中兵力
> "伤其十指不如断其一指。" —— 《中国革命战争的战略问题》
## 用 / 不用
用:
- 多个任务或问题同时摆在面前
- 正在同时推进多件事,但哪件都没做好
- 面对一个大问题,要决定从哪部分突破
不用:
- 只有一个任务
- 任务彼此独立、无资源竞争,可以并行View the complete source on GitHubcontradiction-analysis
When your agent uses it
矛盾分析法:把复杂问题拆成若干对立面,找出规定其他矛盾的主要矛盾及其主要方面,判定对抗性 / 非对抗性,并据此选择处理方式。当问题头绪多、多个因素互相牵制、优先级不清、根因不明、反复修不好、trade-off 说不清时触发;直接执行类任务或用户已定方案时不触发。 English: Contradiction analysis. Decompose a tangled problem into opposing forces, isolate the principal contradiction and its dominant side, classify it as antagonistic or non-antagonistic, and choose the response accordingly. Trigger on unclear priorities, unknown root causes, recurring failures, or trade-offs that resist explanation; skip for direct execution or when the user has already chosen the solution.
What it loads into context
Frontmatter
190 tokensAlways available to the agent
SKILL.md
1,078 tokensWhen the skill is activated
Reference documents
1,316 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 用 / 不用
- 操作规程
- 输出模板
- 纪律
- 交接
Files
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# 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View the complete source on GitHubcriticism-self-criticism
When your agent uses it
批评与自我批评:在工作完成、阶段验收、收到批评或同类错误反复出现时,对成果和过程做诚实、具体、基于事实的审视,输出可执行的改进项,并处理外来批评而不辩解。触发信号包括 review、复盘、审查、"帮我看看有没有问题"、"你确定吗";任务刚开始或只是单步查询时不触发。 English: Criticism and self-criticism. After delivery, at a review checkpoint, on receiving criticism, or when the same mistake recurs, examine the result and the process honestly and concretely, produce actionable fixes, and accept valid criticism without defensiveness. Triggers include review, retrospective, audit, "check this for problems", "are you sure"; skip at the start of a task or for one-step lookups.
What it loads into context
Frontmatter
204 tokensAlways available to the agent
SKILL.md
906 tokensWhen the skill is activated
Reference documents
1,124 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 用 / 不用
- 操作规程
- 输出模板
- 纪律
- 交接
Files
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# 批评与自我批评
> "房子是应该经常打扫的,不打扫就会积满了灰尘。" —— 《论联合政府》
目的是治病救人:每指出一个问题,就给一个改进;肯定做得好的部分;对事不对人。
## 用 / 不用
用:
- 一项工作完成,交付前审视
- 收到用户或审查者的批评
- 同类错误反复出现,要找根本原因
- 阶段性节点复盘
View the complete source on GitHubinvestigation-first
When your agent uses it
调查研究:在下判断、做决策、给建议之前,先用第一手材料弄清现状,产出「事实 / 推断 / 未知」三栏调查结论。当上下文不完整、证据薄弱、领域陌生、用户说"先别动手"、或你发现自己在凭印象作答时触发;已充分调查后的执行阶段不要重复触发。 English: Investigate before judging. Gather firsthand facts and produce a fact / inference / unknown ledger before any recommendation. Trigger when context is incomplete, evidence is thin, the domain is unfamiliar, the user says "look first", or you notice yourself answering from impression; skip when investigation is already done and the task is pure execution.
What it loads into context
Frontmatter
167 tokensAlways available to the agent
SKILL.md
918 tokensWhen the skill is activated
Reference documents
567 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 用 / 不用
- 操作规程
- 输出模板
- 纪律
- 交接
Files
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# 调查研究
> "没有调查,没有发言权。" —— 《反对本本主义》
调查研究是落实「实事求是」的入口:不是为既定结论找材料,而是让事实规定判断。
## 用 / 不用
用:
- 要做决策,但对实际情况了解不够
- 面对陌生的代码库、系统或领域
- 别人的方案听起来合理,但你不清楚其适用条件
- 发现自己在用"应该是""一般来说"作答
View the complete source on GitHubmass-line
When your agent uses it
群众路线:从持有真实情况的多方(用户、使用者、代码库、日志、运行结果)收集分散意见,系统化为方案,再带回去对齐与检验,循环改进。当多方意见分歧、需要汇总零散反馈、方案要拿回给真实使用者确认、或你发觉自己在闭门造车时触发;信息源单一且完整、处于执行阶段时不触发。 English: Mass line. Collect scattered input from everyone who holds ground truth (users, operators, codebase, logs, runtime results), synthesize it into a coherent plan, take it back for alignment and validation, and iterate. Trigger when inputs conflict, feedback must be consolidated, a plan needs sign-off from real users, or you sense you are designing in isolation; skip when there is a single complete source and the work is pure execution.
What it loads into context
Frontmatter
204 tokensAlways available to the agent
SKILL.md
1,006 tokensWhen the skill is activated
Reference documents
368 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- AI 语境下的"群众"
- 用 / 不用
- 操作规程
- 输出模板
- 纪律
- 交接
Files
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# 群众路线
> "从群众中来,到群众中去。" —— 《关于领导方法的若干问题》
与 `investigation-first` 的分工:调查研究是"我去弄清事实";群众路线是"把整理后的方案带回给持有真实情况的人和系统检验",重点在**多方分歧的处理**和**返回验证**。
## AI 语境下的"群众"
| 原义 | 映射 |
|---|---|
| 群众的实际经验 | 代码库既有模式、注释、惯例 |
| 基层第一手信息 | git history、测试用例、错误日志 |
| 群众对方案的反馈 | 运行结果、测试失败、用户的真实使用反馈 |
| 多方意见综合 | 文档 + 代码 + 运行结果 + 用户描述的交叉验证 |View the complete source on GitHuboverall-planning
When your agent uses it
统筹兼顾:当多个目标、指标或利益方相互制约、优化一项会伤害另一项时,识别全部辩证关系对,检查片面性,为每对关系定出当前阶段的侧重与底线,评估系统性影响,并设失衡预警。触发信号包括 trade-off、目标冲突、速度 vs 质量、短期 vs 长期、"顾此失彼";只有单一目标、用户已定取舍、或属硬性二选一时不触发。 English: Overall planning. When several goals, metrics, or stakeholders constrain each other and optimizing one harms another, map every dialectical pair, check for one-sidedness, set the current emphasis and floor for each pair, assess system-wide effects, and define imbalance alarms. Triggers include trade-offs, goal conflicts, speed vs quality, short vs long term; skip for single-goal work, decisions the user already made, or hard either/or constraints.
What it loads into context
Frontmatter
224 tokensAlways available to the agent
SKILL.md
888 tokensWhen the skill is activated
Reference documents
477 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 用 / 不用
- 操作规程
- 输出模板
- 纪律
- 交接
Files
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# 统筹兼顾
> "把国内外一切积极因素调动起来。" —— 《论十大关系》
平衡不是"各方都少一点"的和稀泥,而是让各方面都发挥作用的配置;平衡点随条件变化而动。
## 用 / 不用
用:
- 多个相互制约的目标要权衡
- 优化一个维度时损害了另一个
- 多个利益相关方要协调
- 发现自己正片面追求某一目标
View the complete source on GitHubpractice-cognition
When your agent uses it
实践认识论:把方案、假说或判断放回实践中检验,按「实践 → 认识 → 再实践」螺旋迭代,并在开始前写明循环终止条件。当你提出了假说要验证、一次尝试失败要复盘再来、发现自己只想不做或只做不想时触发;一次性输出、答案可直接查阅、还没形成假说(先调查)时不触发。 English: Practice-cognition loop. Test a hypothesis or plan in practice, learn from the result, and iterate in a rising spiral with an explicit stop condition. Trigger when a plan needs validation, an attempt failed and must be retried, or you notice thinking without doing (or doing without thinking); skip for one-shot outputs, lookup questions, or before any hypothesis exists.
What it loads into context
Frontmatter
191 tokensAlways available to the agent
SKILL.md
900 tokensWhen the skill is activated
Reference documents
756 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 用 / 不用
- 操作规程
- 输出模板
- 纪律
- 交接
Files
SKILL.mdcore3,390 bytesoriginal-texts.mddoc2,904 bytes
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# 实践认识论
> "实践、认识、再实践、再认识,这种形式,循环往复以至无穷,而实践和认识之每一循环的内容,都比较地进到了高一级的程度。这就是辩证唯物论的全部认识论,这就是辩证唯物论的知行统一观。" —— 《实践论》
## 用 / 不用
用:
- 提出了方案或假说,需要验证其正确性
- 上一轮尝试失败,需要总结后进入下一轮
- 只在"想"没有在"做"(教条主义),或只在"做"没有在"想"(经验主义)
- 需要判定方案是否可行,却没有实践证据
不用:
- 一次性输出(写封邮件),无需迭代View the complete source on GitHubprotracted-strategy
When your agent uses it
持久战略:面对长期、复杂、短期不可能速胜的任务,客观评估态势,划分战略防御 / 相持 / 反攻三阶段,判定当前所处阶段,设置阶段转换条件,并在困难阶段仍给出局部进攻点。当任务跨多个会话或多轮迭代、资源暂时不足、或出现"想放弃"与"一把梭"两种情绪时触发;任务能在当前会话完成时不触发。 English: Protracted strategy. For long-horizon work that cannot be won quickly, assess the situation objectively, divide the effort into defense / stalemate / counter-offensive stages, name the current stage and its exit condition, and always identify a local offensive even while accumulating. Trigger when work spans many sessions or iterations, resources are temporarily short, or you notice either defeatism or a rush to finish; skip when the task fits in the current session.
What it loads into context
Frontmatter
219 tokensAlways available to the agent
SKILL.md
903 tokensWhen the skill is activated
Reference documents
1,528 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 用 / 不用
- 操作规程
- 输出模板
- 纪律
- 交接
Files
SKILL.mdcore3,355 bytesoriginal-texts.mddoc1,750 bytesphase-assessment-guide.mddoc3,506 bytes
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# 持久战略
> "在战略上我们要藐视一切敌人,在战术上我们要重视一切敌人。也就是说在整体上我们一定要藐视它,在一个一个的具体问题上我们一定要重视它。"
既不速胜论("加把劲一次做完"),也不悲观论("这超出了能力范围")。
## 用 / 不用
用:
- 任务明显需要多轮、多会话才能完成
- 当前处于劣势:信息不够、基础设施不全、能力暂时不足
- 推进中遇到瓶颈,想放弃或想蛮干
- 别人催促速成,但你判断不可能
View the complete source on GitHubspark-prairie-fire
When your agent uses it
星火燎原:从零起步、资源极少时,先评估客观条件,选定一个能站稳、能复用、能扩展的"根据地"(最小切入点),扎根后再逐步扩张,拒绝四处出击的流寇主义。当启动新项目、做 MVP / pilot、面对宏大目标不知从何下手、或做了很多零散事却没有积累时触发;项目已有稳固基础、只是修改现有系统时不触发。 English: Spark a prairie fire. When starting from almost nothing, assess the conditions, choose one base area (a minimal foothold that can hold, be reused, and expand), dig in, then grow step by step instead of scattering effort. Trigger for new projects, MVPs, pilots, daunting goals with no obvious first step, or busy work that accumulates nothing; skip when a solid base already exists or the task modifies an existing system.
What it loads into context
Frontmatter
224 tokensAlways available to the agent
SKILL.md
888 tokensWhen the skill is activated
Reference documents
355 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 用 / 不用
- 操作规程
- 输出模板
- 纪律
- 交接
Files
SKILL.mdcore3,249 bytesoriginal-texts.mddoc1,358 bytes
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# 星火燎原
> "现在虽只一点小小的力量,但是它的发展会是很快的。" —— 《星星之火,可以燎原》
小不等于没前途;关键是建根据地,不做流寇。
## 用 / 不用
用:
- 从零开始一个新项目、新领域、新能力
- 资源极度有限,大目标看起来不可能
- 正在做很多零散的事但没有积累
- 需要用最小投入验证一个想法
View the complete source on GitHubworkflows
When your agent uses it
工作流组合:当一个任务明显需要多件思想武器接力时,提供四种标准组合模式(新项目启动、复杂问题攻坚、方案迭代优化、阶段复盘),定义调用顺序、每步交接物和终止条件。触发信号包括从零启动、疑难攻坚、迭代优化、阶段复盘;单一 skill 就够用时不触发。 English: Workflow patterns. When a task clearly needs several skills in sequence, pick one of four standard patterns (project kickoff, hard-problem assault, iterative improvement, stage retrospective) that fix the order, the handoff artifact between steps, and the stop condition. Skip when a single skill suffices.
What it loads into context
Frontmatter
163 tokensAlways available to the agent
SKILL.md
1,120 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 选择
- 模式 1:新项目启动
- 模式 2:复杂问题攻坚
- 模式 3:方案迭代优化
- 模式 4:阶段复盘
- 中断处理
Files
SKILL.mdcore3,798 bytes
Read SKILL.md
# 工作流组合
> "政策和策略是党的生命,各级领导同志务必充分注意,万万不可粗心大意。"
方法论的威力在于以正确顺序组合。下面四条是**模式,不是流水线**:不需要的步骤可以跳过,但每一步的交接物必须写出来,下一步必须引用它。
## 选择
| 情况 | 模式 |
|---|---|
| 全新项目或领域,目标已知路径未知 | 1 启动 |
| 已知的疑难问题,根因或路径不清 | 2 攻坚 |
| 已有方案,效果不理想 | 3 迭代 |
| 阶段性节点,要复盘并重定方向 | 4 复盘 |View the complete source on GitHubSkills included
- arming-thought
- concentrate-forces
- contradiction-analysis
- criticism-self-criticism
- investigation-first
- mass-line
- overall-planning
- practice-cognition
- protracted-strategy
- spark-prairie-fire
- workflows
Repository facts
- License
- MIT
- Created
- Mar 25, 2026
- Last pushed
- Oct 1, 2026
- Forks
- 286
- Open issues
- 21
- Project activity
- Active
Rank over the last 12 weeks
Now #330 · best #244 · down 44 in 30 days
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Before you install
Instructions onlyAutomated signals, not a guarantee
Checked Nov 2, 2026
Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.
Show 1 note
skills/mass-line/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzed
- No broad tool permissions
- No dangerous shell commands
- 3 network referencesin 1 file: .claude-plugin/marketplace.json:3
- No hidden or obfuscated text
- No instruction overrides
- No executable scripts
- No access to secrets
- No requests to vote in Hot
Show all 3 signals by file
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Some files could not be read; the facts below still hold.
Signal confidence: 3 facts
- Network access in code of the plugin configuration.claude-plugin/marketplace.json:3High confidence
- Network access in code of the plugin configuration.claude-plugin/marketplace.json:4High confidence
- Network access in code of the plugin configuration.claude-plugin/marketplace.json:5High confidence
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Native | Manifest .claude-plugin/marketplace.json | .claude/skills/<skill-name>/ |
| Codex | Compatible | Standard SKILL.md skills/arming-thought/SKILL.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md skills/arming-thought/SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md skills/arming-thought/SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md skills/arming-thought/SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Compatible | Standard SKILL.md skills/arming-thought/SKILL.md | .opencode/skills/<skill-name>/ |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.
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