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Longmemo Elite

Category: General  ·  Sub-category: general-misc  ·  Last updated:
面向AI Agent的精英级长期记忆系统,解决跨会话遗忘、检索不准、成本失控三大核心痛点. WAL写前日志协议采用"先写状态,再回复用户"模式,在压缩/崩溃/重启场景下保证上下文不丢失. 向量+关键词+图谱三路混合检索,通过RRF融合排序解决单一向量检索"相似但不相关"的召回质量问题. 六层存储架构(L1热内存→L2温向量→L3冷图谱→L4精选归档→L5云备份→L6自动抽取)按需分层加载,降低token消耗. 成本预算控制通过embedding缓存、分层存储、小模型抽取、图谱增量更新四项策略,配置日/月预算上限与自动降级. 记忆卫生自动化执行去重、衰减、晋升、降级、归档、删除六项维护,避免记忆膨胀拖慢召回. 适用于跨会话项目开发、多代理协作、长期偏好维护等生产级Agent记忆管理场景.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

解决AI Agent三大记忆顽疾:跨会话遗忘、检索不准、成本失控。本系统将六种成熟记忆策略整合为一套防弹架构,配合WAL写前日志协议,确保永不丢失上下文、永不遗忘决策、永不重复犯错.

What this skill does

Longmemo Elite is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/longmemo-elite/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Longmemo Elite Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 174,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/longmemo-elite
curl -L https://claudskills.com/skills/longmemo-elite/SKILL.md \
  -o ~/.claude/skills/longmemo-elite/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/longmemo-elite/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/longmemo-elite/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\longmemo-elite\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Longmemo Elite Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/longmemo-elite/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Longmemo Elite skill do?
面向AI Agent的精英级长期记忆系统,解决跨会话遗忘、检索不准、成本失控三大核心痛点. WAL写前日志协议采用"先写状态,再回复用户"模式,在压缩/崩溃/重启场景下保证上下文不丢失. 向量+关键词+图谱三路混合检索,通过RRF融合排序解决单一向量检索"相似但不相关"的召回质量问题. 六层存储架构(L1热内存→L2温向量→L3冷图谱→L4精选归档→L5云备份→L6自动抽取)按需分层加载,降低token消耗. 成本预算控制通过embedding缓存、分层存储、小模型抽取、图谱增量更新四项策略,配置日/月预算上限与自动降级. 记忆卫生自动化执行去重、衰减、晋升、降级、归档、删除六项维护,避免记忆膨胀拖慢召回. 适用于跨会话项目开发、多代理协作、长期偏好维护等生产级Agent记忆管理场景.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Longmemo Elite skill?
Use Longmemo Elite when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Longmemo Elite" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Longmemo Elite skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Longmemo Elite is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
thcjp. (2026). Longmemo Elite [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/longmemo-elite/
BibTeX
@misc{longmemo-elite-2026,
  author    = {thcjp},
  title     = {Longmemo Elite [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/longmemo-elite/}
}

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Security scan

Grade A · scanned 2026-08-02 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

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