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Memory Orchestrator

Category: General  ·  Sub-category: knowledge-mgmt  ·  Last updated:
记忆编排器是面向 AI Agent 的智能记忆管理系统，针对分层体系不清、自动摘要质量不稳、 并发写入冲突、缺乏健康度指标四大痛点而设计。核心能力包括：四层记忆架构（工作/短期/长期/重要， 每层独立容量与清理策略）、三模式检索（关键词/语义/混合，混合模式算法加权打分）、 自动摘要生成与质量评估器（信息保留率/压缩比/可读性/准确性四维指标）、 记忆健康度仪表盘（容量/分布/命中率/陈旧度四维量化与主动告警）、 并发写入冲突解决（乐观锁+版本合并+字段级合并策略）、过期记忆自动清理、模块化扩展接口。 提供从存储到检索到摘要的全生命周期编排，让 Agent 记忆真正可控可观测。 适用于长会话 Agent、聊天机器人上下文管理、多 Agent 共享记忆、客服助理上下文治理等场景。
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

面向 AI Agent 的智能记忆管理系统，四层架构与多模式检索，全生命周期编排。

What this skill does

Memory Orchestrator is a community-contributed Claude Code skill in the knowledge-mgmt sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/memory-orchestrator/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Memory Orchestrator 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/memory-orchestrator
curl -L https://claudskills.com/skills/memory-orchestrator/SKILL.md \
  -o ~/.claude/skills/memory-orchestrator/SKILL.md

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

Skills live at ~/.claude/skills/memory-orchestrator/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\memory-orchestrator\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Memory Orchestrator Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/memory-orchestrator/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Memory Orchestrator skill do?
记忆编排器是面向 AI Agent 的智能记忆管理系统，针对分层体系不清、自动摘要质量不稳、 并发写入冲突、缺乏健康度指标四大痛点而设计。核心能力包括：四层记忆架构（工作/短期/长期/重要， 每层独立容量与清理策略）、三模式检索（关键词/语义/混合，混合模式算法加权打分）、 自动摘要生成与质量评估器（信息保留率/压缩比/可读性/准确性四维指标）、 记忆健康度仪表盘（容量/分布/命中率/陈旧度四维量化与主动告警）、 并发写入冲突解决（乐观锁+版本合并+字段级合并策略）、过期记忆自动清理、模块化扩展接口。 提供从存储到检索到摘要的全生命周期编排，让 Agent 记忆真正可控可观测。 适用于长会话 Agent、聊天机器人上下文管理、多 Agent 共享记忆、客服助理上下文治理等场景。
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 Memory Orchestrator skill?
Use Memory Orchestrator when your Claude Code task falls under the General category — specifically in the knowledge mgmt 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 Memory Orchestrator" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Memory Orchestrator 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. Memory Orchestrator 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). Memory Orchestrator [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/memory-orchestrator/
BibTeX
@misc{memory-orchestrator-2026,
  author    = {thcjp},
  title     = {Memory Orchestrator [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/memory-orchestrator/}
}

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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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