insight-recaller
Skill184 starsChanged 7 months agoMITView on GitHub
当用户在 WPS 里写新内容、做专题复习、准备讲稿或整理研究思路时,希望把过去真正有用的旧笔记重新召回到眼前,就使用此 Skill。它更适合“现在最该想起什么”,而不是做完整的笔记建链。
In this repository36 other files it gives its agents.
- class-note-builderSkill
- review-notesSkill
- coding-assistantSkill
- content-creatorSkill
- content-digestSkill
- doc-importerSkill
- ie-connect-dotsSkill
- ie-engineSkill
- ie-generate-insightSkill
- ie-retrieve-memorySkill
- image-genSkill
- lecture-focus-extractorSkill
- literature-readerSkill
- live-transcript-summarySkill
- misconception-finderSkill
- news-to-noteSkill
- note-calendarSkill
- note-copilotSkill
- note-review-coachSkill
- notes-to-flashcardsSkill
- notes-to-lesson-planSkill
- novel-writer-cliSkill
- novel-writerSkill
- paper-researcherSkill
- prerequisite-gap-finderSkill
- short-video-copywriterSkill
- skill-creatorSkill
- study-note-linkerSkill
- tag-organize-cliSkill
- tag-organizeSkill
- web-importerSkill
- wechat-publisherSkill
- wpsnote-beautifierSkill
- wps-deep-searchSkill
- wps-noteSkill
- xiaohongshu-note-creatorSkill
The file
We split this skill into the rules it gives an agent
1 rule. About 0 are common, 1 is distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈1
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 9
Follow the shared workflow in ../wps-learning-workflow.md.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
WPS Insight Recaller 2.0
Follow the shared workflow in ../wps-learning-workflow.md.
Inputs
- 当前正在处理的一篇 WPS 笔记、写作任务或复习主题
- 可能相关的旧 WPS 笔记
- 可选的时间范围或任务上下文
Output
A structured WPS-ready 选择性召回结果,指出当前最值得重看的旧笔记和可直接复用的内容。
What this skill should produce
重点不是“多找一些相似笔记”,而是召回当下最有价值的旧内容。
建议包含这些部分:
most useful prior notes nowwhy each is worth recallinghow it connects to the current taskwhat can be reused directlywhere to insert or link it
This skill should recall useful prior notes, not perform full cross-note mapping.
WPS-first rules
- 输出时要写明旧笔记标题,方便用户直接在 WPS 里找到。
- 如果拿不到原段落,就做可信的概括,不要伪装成精确引用。
- 召回数量宁少勿滥,优先高价值内容。
Quality rules
- 优先挑“现在就用得上”的旧笔记,而不是“有点像”的旧笔记。
- 尽量在理论、对比、案例之间做平衡,不要只召回同一种内容。
- 对“可直接复用”和“适合后面展开”的内容要区分清楚。
Do not use when
- 目标是建立明确的笔记双链或关系图
- 用户真正想做的是大范围综述,而不是选择性召回
- 没有足够有意义的旧笔记可供召回
Recommended next skill
Usually recommend:
study-note-linkerclass-note-builder
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

