insight-recaller

insight-recaller is a skill for Claude Code from wpsnote/wpsnote-skills. It costs 73 tokens per session (518 once invoked), scanned A, original, MIT.

A WPS note skill that brings useful older notes back when you are writing, reviewing a topic, preparing a talk, or organising research ideas.

In plain words
What is it for?
Use it to recall related notes while drafting new content, studying a topic, preparing presentation notes, or developing research ideas.
Why use it?
It helps when you need to remember relevant past work but do not know which notes to look for. It focuses on what is most useful to recall now, rather than building a complete network of linked notes.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the creative-skills plugin — 7 skills shipped together

Good fit Use it to recall related notes while drafting new content, studying a topic, preparing presentation notes, or developing research ideas.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wpsnote/wpsnote-skills/ie-recall-memory
Install

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.

Any agent
npx skills add wpsnote/wpsnote-skills --skill ie-recall-memory
Clone the repo
git clone --depth 1 https://github.com/wpsnote/wpsnote-skills

Made for: Claude Code.

Or install creative-skills, the plugin that ships this one along with the rest of its 7 skills.

Wrote 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.

agentmods badge for insight-recaller

README.md
[![agentmods](https://agentmods.dev/badge/skills/wpsnote/wpsnote-skills/ie-recall-memory/github.svg)](https://agentmods.dev/skills/wpsnote/wpsnote-skills/ie-recall-memory)
Your own site
<a href="https://agentmods.dev/skills/wpsnote/wpsnote-skills/ie-recall-memory"><img src="https://agentmods.dev/badge/skills/wpsnote/wpsnote-skills/ie-recall-memory/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.

agentmods 80×15 button for insight-recaller

Your own site · 80×15
<a href="https://agentmods.dev/skills/wpsnote/wpsnote-skills/ie-recall-memory"><img src="https://agentmods.dev/badge/skills/wpsnote/wpsnote-skills/ie-recall-memory.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 73 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 518 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00073 $0.00518
Opus 5.5 $0.00029 $0.00207
Sonnet 5.5 $0.00015 $0.00104
Haiku 4.5 $0.00007 $0.00052

Measured 1mo ago against content hash 2b5bc68e51e7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

insight-recaller 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 1mo 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.

skills/ie-recall-memory/SKILL.md · 59 lines

What it actually says

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:

  1. most useful prior notes now
  2. why each is worth recalling
  3. how it connects to the current task
  4. what can be reused directly
  5. where 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

Usually recommend:

  • study-note-linker
  • class-note-builder
Changes

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.

  1. 1mo ago First seen · 59 lines · 73 tokens per session scan A 2b5bc68e51e7

Subscribe to this mod's changes

insight-recaller is a skill published in the GitHub repository wpsnote/wpsnote-skills (183 stars, last pushed today), licensed MIT. It adds 73 tokens to every session and 518 once invoked, about $0.0003 per session on Opus 5.5. 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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