cs-explore
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Chinesecs-explore
cs-explore
同一个问题第一次花两小时查代码,第二次应该五分钟内找到答案——前提是第一次做完留下了证据化的记录。cs-explore 就是把一次完整的"提问 → 读代码 → 得结论"过程沉淀成可检索的探索文档。
Spending two hours investigating code for the same question the first time, you should find the answer within five minutes the second time — provided that evidence-based records were created after the first exploration. cs-explore is designed to document a complete process of "Ask Questions → Read Code → Draw Conclusions" into searchable exploration documents.
适用场景
Applicable Scenarios
- 新人入仓,需要快速理解模块边界、调用链、入口文件
- 用户提出一个具体问题,但暂时不要求直接产出方案 / 修复
- feature-design / issue-analyze / issue-fix 前先补一轮证据化探索
- 技术方向还在讨论,需要先做轻量 spike(只探索,不拍板)
本技能只负责"看到了什么"的证据化记录。如果用户的意图其实是别的(拍板、处方、修 bug),让用户按场景选对应子技能,不要在这里自作主张接过去。
共享路径与命名约定看。本技能的产物写入codestable/reference/shared-conventions.md,文件命名codestable/compound/,frontmatter 带YYYY-MM-DD-explore-{slug}.md。doc_type: explore
- New team members joining the repository need to quickly understand module boundaries, call chains, and entry files
- Users raise a specific question but do not require immediate solutions / fixes
- Conduct evidence-based exploration before feature-design / issue-analyze / issue-fix
- Technical directions are still under discussion, requiring lightweight spike first (only exploration, no final decisions)
This skill only focuses on evidence-based documentation of "what was observed". If the user's actual intent is something else (making decisions, providing solutions, fixing bugs), ask the user to select the corresponding sub-skill based on the scenario, and do not take over the task without permission.
Refer tofor shared paths and naming conventions. The output of this skill is written tocodestable/reference/shared-conventions.md, with the file name formatcodestable/compound/, and the frontmatter includesYYYY-MM-DD-explore-{slug}.md.doc_type: explore
三种探索文档类型
Three Types of Exploration Documents
每条探索文档归属下面三类之一,在 frontmatter 的 字段标注:
type| 类型 | 适用情境 |
|---|---|
| 围绕一个具体问题查代码并给结论 |
| 快速梳理某模块结构、边界、入口与依赖 |
| 对多个可能方向做轻量技术探查(不做最终决策) |
Each exploration document belongs to one of the following three categories, marked in the field of the frontmatter:
type| Type | Applicable Scenarios |
|---|---|
| Investigate code around a specific question and provide conclusions |
| Quickly sort out the structure, boundaries, entry points, and dependencies of a module |
| Conduct lightweight technical exploration of multiple possible directions (no final decisions) |
文档格式
Document Format
探索文档的 frontmatter、正文结构、各节写法说明和示例已拆到同目录 。本技能只保留流程约束:
reference.md- 速答必须先于证据出现——读者打开文档先要看到结论,再决定要不要往下看证据
- 结论必须可回溯到证据,不允许纯猜测
- 证据不足时 必须降为
confidence或mediumlow - 旧探索过期时旧文档标 ,新增当前版本
outdated
The frontmatter, body structure, section writing instructions, and examples of exploration documents are detailed in in the same directory. This skill only retains process constraints:
reference.md- Quick answers must come before evidence — Readers should see the conclusion first when opening the document, then decide whether to read the evidence
- Conclusions must be traceable to evidence; pure speculation is not allowed
- When evidence is insufficient, set to
confidenceormediumlow - When old explorations become outdated, mark the old document as and create a new version for the current state
outdated
工作流阶段
Workflow Phases
Phase 1:收敛探索问题
Phase 1: Converge Exploration Questions
最多问用户两个问题:
- "你最想先回答的一个问题是什么?"
- "希望聚焦哪个模块 / 目录?"
用户描述已清楚就直接进入 Phase 1.5。
Ask the user at most two questions:
- "What is the top question you want to answer first?"
- "Which module / directory do you want to focus on?"
If the user's description is clear, proceed directly to Phase 1.5.
Phase 1.5:查重叠与意图分流(必做)
Phase 1.5: Check for Overlaps and Intent Diversion (Mandatory)
按 §6 第 5 / 6 条执行:
codestable/reference/shared-conventions.md- 用户话里含"更新 / 复查 / 某次 explore / 这个模块之前探过"或明确指向某份旧 explore → 直接走更新或 supersede 路径。explore 的特性是:代码已经变了导致旧结论失效时,旧文档标 并新建一份(supersede);只是补证据 / 收紧结论但核心结论未变时走"更新已有条目"
status=outdated - 否则用下面"搜索工具"按关键词 / 模块查一遍,命中相近旧 explore 时先读它,能直接回答就告诉用户"已有一份可用的 explore 在 {路径},是要复用还是重新探一遍?"
更新路径:读旧文档 → 按 Phase 2 补充证据 → 改写速答节 → 写回原文件,补 。
updated: YYYY-MM-DDFollow Section 6, Items 5 / 6 of :
codestable/reference/shared-conventions.md- If the user mentions "update / review / a previous explore / this module was explored before" or clearly points to an old explore document → directly follow the update or supersede path. The characteristic of explore is: when code changes render old conclusions invalid, mark the old document as and create a new one (supersede); if only supplementing evidence / tightening conclusions without changing core conclusions, follow the "update existing entry" path
status=outdated - Otherwise, use the "Search Tools" below to search by keywords / modules. If a similar old explore document is found, read it first. If it can directly answer the question, inform the user: "There is an available explore document at {path}, do you want to reuse it or conduct a new exploration?"
Update Path: Read the old document → supplement evidence according to Phase 2 → rewrite the quick answer section → write back to the original file and add to the frontmatter.
updated: YYYY-MM-DDPhase 2:证据化探索
Phase 2: Evidence-Based Exploration
- 用 Glob / Grep / Read 真实读代码,不靠猜
- 边读边积累证据;同步思考每条证据支撑哪个结论——不支撑任何结论的证据不记录
- 关键证据目标 3–8 条,每条都要能标注到
文件:行号 - 涉及多模块协作,或者类型是 /
module-overview时,准备一张 Mermaid 图,放在 Phase 3 起草的速答节里spike - 形成初步结论后主动检查:已有证据能否说服一个持怀疑态度的人?够了就停,不必继续扩大搜索范围
为什么要"够了就停"?探索不是穷举,是建立到"读者能信"为止的证据链。继续扩大范围只会让文档变长而不变可信。
- Use Glob / Grep / Read to actually read code, do not rely on speculation
- Accumulate evidence while reading; simultaneously think about which conclusion each piece of evidence supports — do not record evidence that does not support any conclusion
- Aim for 3–8 key pieces of evidence, each marked with
File: Line Number - When involving multi-module collaboration, or for /
module-overviewtypes, prepare a Mermaid diagram and place it in the quick answer section drafted in Phase 3spike - After forming preliminary conclusions, actively check: Can the existing evidence convince a skeptical person? Stop once sufficient, do not expand the search scope unnecessarily
Why "stop once sufficient"? Exploration is not exhaustive; it is about building an evidence chain until "readers can trust it". Expanding the scope further will only make the document longer without increasing its credibility.
Phase 3:起草与确认
Phase 3: Drafting and Confirmation
- 先写速答节,再回填关键证据——这个顺序很重要:先有结论再回头看证据是否真的支持,能逼你检查每条证据的实际效力
- AI 一次性起草完整 explore 文档,用户 review 后确认
- 有修改就按反馈修订后再落盘
- Write the quick answer section first, then fill in key evidence — this order is crucial: having the conclusion first forces you to check whether the evidence actually supports it, ensuring the validity of each piece of evidence
- AI drafts the complete explore document at once, and the user confirms after review
- Revise according to feedback before finalizing if there are modifications
Phase 4:归档
Phase 4: Archiving
- 新建路径:写入 ,命名
codestable/compound/,frontmatter 顶部带YYYY-MM-DD-explore-{slug}.md(见doc_type: explore)reference.md - 更新路径:写回 Phase 1.5 定位到的原文件,frontmatter 补
updated: YYYY-MM-DD - supersede 路径:按 §6 第 5 条处理;旧文档改
shared-conventions.md并加status=outdatedsuperseded-by
- New Path: Write to , name the file
codestable/compound/, and includeYYYY-MM-DD-explore-{slug}.mdat the top of the frontmatter (seedoc_type: explore)reference.md - Update Path: Write back to the original file located in Phase 1.5, add to the frontmatter
updated: YYYY-MM-DD - Supersede Path: Follow Item 5 of Section 6 in ; mark the old document as
shared-conventions.mdand addstatus=outdatedsuperseded-by
Phase 5:给出下一步建议
Phase 5: Provide Next-Step Suggestions
证据已经收齐后,一句话提示用户接下来可能的方向(比如"要不要基于这份 explore 去设计方案")。用户说"不用"就跳过,不要把用户拖进新的工作流——下一步工作流由用户自己决定。
After collecting all evidence, give the user a one-sentence hint about possible next steps (e.g., "Do you want to design a solution based on this explore document?"). Skip this if the user says "No need" — let the user decide the next workflow.
搜索工具
Search Tools
完整语法和示例见。本节只列 explore 特有的典型查询。codestable/reference/tools.md
bash
undefinedSeefor complete syntax and examples. This section only lists typical queries specific to explore.codestable/reference/tools.md
bash
undefined按类型筛选
Filter by type
python codestable/tools/search-yaml.py --dir codestable/compound --filter doc_type=explore --filter type=module-overview --filter status=active
python codestable/tools/search-yaml.py --dir codestable/compound --filter doc_type=explore --filter type=module-overview --filter status=active
归档后查重叠
Check for overlaps after archiving
python codestable/tools/search-yaml.py --dir codestable/compound --filter doc_type=explore --query "{关键词}" --json
---python codestable/tools/search-yaml.py --dir codestable/compound --filter doc_type=explore --query "{keywords}" --json
---退出条件
Exit Conditions
- 已明确探索问题与范围
- 速答节已给出核心结论(结论前置,不埋在证据之后)
- 关键证据 3-8 条,每条标注文件:行号,并说明支撑哪个结论
- 涉及多模块协作或 module-overview / spike 类型时,速答节有 Mermaid 图
- 文档已归档到 ,文件名为
codestable/compound/YYYY-MM-DD-explore-{slug}.md - 已给出后续建议(路由到哪个子工作流)
- Exploration questions and scope have been clarified
- Core conclusions have been provided in the quick answer section (conclusions are placed first, not buried after evidence)
- 3-8 key pieces of evidence, each marked with File: Line Number and explaining which conclusion it supports
- For multi-module collaboration or module-overview / spike types, the quick answer section includes a Mermaid diagram
- The document has been archived to , with the file name
codestable/compound/YYYY-MM-DD-explore-{slug}.md - Next-step suggestions have been provided (routing to which sub-workflow)
守护规则
Guardrails
归档类工作流共享守护规则(只增不删、宁缺毋滥、不替用户写、可发现性、归档后查重叠)见第 6 节。本技能特有的反模式:codestable/reference/shared-conventions.md
- 不读代码直接给结论
- 证据只写"看起来像",不写文件:行号
- 结论写在证据之后——速答节必须在关键证据节之前
- 证据节比速答节长数倍——先精简证据,选不支撑结论的条目删掉
- 跨模块流程没有 Mermaid 图,只靠文字描述多模块协作
- 提前拍板——explore 只记"看到了什么",不下"以后应该怎么做"的结论
- 直接给处方没有证据链——每条结论都必须回溯到具体的文件:行号
- 历史 explore 已过期却继续引用,不做 标注
status - 读写 目录里
compound/不是doc_type的文档——本技能只负责 explore 文档explore
Shared guardrails for archiving workflows (add-only, quality over quantity, do not write for users, discoverability, check for overlaps after archiving) are in Section 6 of. Anti-patterns specific to this skill:codestable/reference/shared-conventions.md
- Providing conclusions without reading code
- Evidence only says "looks like" without marking File: Line Number
- Conclusions are placed after evidence — the quick answer section must come before the key evidence section
- The evidence section is several times longer than the quick answer section — first streamline evidence and delete entries that do not support conclusions
- No Mermaid diagram for cross-module processes, only textual descriptions of multi-module collaboration
- Making decisions in advance — explore only records "what was observed", not conclusions on "what should be done in the future"
- Providing solutions without an evidence chain — every conclusion must be traceable to specific File: Line Number
- Continuing to reference outdated historical explore documents without marking
status - Reading or writing documents in the directory where
compound/is notdoc_type— this skill only handles explore documentsexplore