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memory-insight

memory-insight is a skill for Claude Code from shimeeuisuk/claude-memory-plugin. It costs 160 tokens per session (980 once invoked), scanned A, original, MIT.

A read-only view that maps keywords across stored project memories. It shows which keywords connect multiple projects.

In plain words
What is it for?
Use it to discover cross-project patterns and recurring topics; it is not for recalling one project or saving new memories.
Why use it?
It helps reveal shared themes and links between projects that are stored separately.

Skill for Claude Code

Written for Claude Code: ${CLAUDE_PLUGIN_ROOT} variable. Also seen: reads .claude/ paths.

Runs only inside its plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else. Install the plugin, not this.

Part of the claude-memory plugin — 2 skills, 4 commands, 2 hooks shipped together

not rated 2repo 3mo ago A scan 160 tokens original MIT

Good fit Use it to discover cross-project patterns and recurring topics; it is not for recalling one project or saving new memories.

Compare 6 skills from other repositories ↓
View source ↗ shimeeuisuk/claude-memory-plugin
Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code
/plugin marketplace add shimeeuisuk/claude-memory-plugin
Claude Code
/plugin install claude-memory

Made for: Claude Code.

Or install claude-memory, the plugin that ships this one along with the rest of its 2 skills, 4 commands, 2 hooks.

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 memory-insight

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/shimeeuisuk/claude-memory-plugin/memory-insight"><img src="https://agentmods.dev/badge/skills/shimeeuisuk/claude-memory-plugin/memory-insight.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 160 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 980 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 $0.00160 $0.00980
Opus 5.5 $0.00064 $0.00392
Sonnet 5.5 $0.00032 $0.00196
Haiku 4.5 $0.00016 $0.00098

Measured 2mo ago against content hash a0790790e3c8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

memory-insight 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 2mo ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/build-graph.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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/memory-insight/SKILL.md · 62 lines

What it actually says

memory-insight — keyword 기반 기억 그래프 (ephemeral view)

Overview

claude-memory의 기억은 프로젝트 폴더별로 격리돼 있어, 프로젝트를 가로지르는 연결(공통 주제·반복되는 결정)이 잘 안 보인다. 이 스킬은 각 일기 frontmatter의 keywords를 재활용해 keyword ↔ project bipartite 그래프를 만들어, "어떤 keyword가 여러 프로젝트를 잇는가(bridge)"를 한눈에 보여준다.

핵심 성격을 기억할 것 — 이건 발견(discovery) view다. recall처럼 맥락을 대화에 주입하지 않는다. 사람이 큰 그림을 보도록 돕는 read-only 도구다.

언제 / 언제 안 쓰나

  • 쓴다: 저장된 기억을 가로질러 보려는 의도 — 연결·공통점·전체 현황·"지도".
  • 안 쓴다: 한 프로젝트를 이어서 하려는 재개(→ recall), 새 기억 저장(→ remember / auto-memory). 헷갈리면 보류한다. 잘못 끼어들어 그래프를 띄우면 방해가 된다.

Workflow

deterministic한 생성은 모델이 아니라 build script가 한다. 모델은 실행하고, 열고, 결과를 한 줄로 풀어주는 역할만 한다.

  1. 그래프 생성 — 스크립트를 실행하고 마지막 줄의 OUTPUT=<경로>를 받는다.

    python3 "${CLAUDE_PLUGIN_ROOT}/skills/memory-insight/scripts/build-graph.py"
    • read-only다. store(~/.claude-memory)를 수정·commit·push하지 않는다.
    • stderr에 docs=.. projects=.. keywords=.. edges=.. bridges=.. 요약이 나온다.
    • 노드는 개별 문서(일기, 프로젝트별 색)이고, keyword가 문서들을 잇는다.

  2. 열기 — 생성된 HTML을 연다.

    open "<OUTPUT 경로>"      # macOS
    • macOS가 아니면 경로를 그대로 알려주고 브라우저로 열게 안내한다.

  3. 보고 — 사용자에게 한 줄로 풀어준다: 프로젝트/​keyword 수, 그리고 프로젝트를 잇는 주요 keyword(bridge) 몇 개. bridge가 0이면 "아직 프로젝트 간 공통 keyword가 없다(기억이 더 쌓이면 보인다)"고 알린다.

동작·전제

  • 전제: python3(stdlib만 사용, 추가 설치 불필요), 그리고 기억이 쌓인 ~/.claude-memory. 비어 있으면 그래프는 empty 상태로 뜬다.
  • 프라이버시: HTML은 self-contained다. 렌더링 라이브러리(cytoscape)만 CDN에서 오고, 기억 데이터(노드·엣지)는 HTML 안에 inline으로만 들어가 네트워크로 나가지 않는다.
  • 수명: 결과는 OS 임시 폴더에 생성되는 일회성 산출물이다. store/sync와 무관.
  • 정규화: keyword는 읽을 때만 정리한다(lowercase·trim, 한글(english)는 둘로 분리해 연결을 넓힌다). 저장 포맷·write path는 건드리지 않는다.

더 보기

  • 그래프 데이터 생성 로직: scripts/build-graph.py
  • HTML 셸(디자인·접근성): assets/template.html
Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 2mo ago First seen · 62 lines · 160 tokens per session scan A a0790790e3c8

Subscribe to this mod's changes

memory-insight is a skill published in the GitHub repository shimeeuisuk/claude-memory-plugin (2 stars, last pushed 3mo ago), licensed MIT. It adds 160 tokens to every session and 980 once invoked, about $0.0006 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 2026-08-31.

Memory and context
Related

memory-insight compared with skills from other repositories

memory-insight next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
memory-insightshimeeuisuk/claude-memory-pluginSkill23mo agoMITA160Claude Code
knowledge-ingestopenclaw/openclawSkill394ktodayMITA80Claude Code, Codex
mem0-oss-to-platformmem0ai/mem0Skill69kyesterdayApache-2.0A217Claude Code, Codex
forgetasgeirtj/system_prompts_leaksSkill71kyesterdayCC0-1.0A0Claude Code, Codex
Cortexdanielmiessler/LifeOSSkill20k2d agoMITA184Claude Code
ha-data-storesshiwenwen/hope-agentSkill1.9ktodayMITA115Claude Code, Codex
memoryopensquilla/opensquillaSkill7.1k7d agoApache-2.0A44Claude Code, Codex