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Memory Orchestrator V2

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"分层体系不够清晰、自动摘要质量不稳定、并发写入冲突、缺乏记忆健康度指标"四大高频痛点而设计。它用四层记忆架构(工作/短期/长期/重要)与多模式检索,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。Use when 需要AI模型调用、智能对话、Agent编排、LLM应用时使用。不适用于需要100%确定性的关键决策.
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,用四层记忆架构与多模式检索,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.

What this skill does

Memory Orchestrator V2 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-v2/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when 需要AI模型调用、智能对话、Agent编排、LLM应用时使用。不适用于需要100%确定性的关键决策.

Who uses this skill

The Memory Orchestrator V2 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-v2
curl -L https://claudskills.com/skills/memory-orchestrator-v2/SKILL.md \
  -o ~/.claude/skills/memory-orchestrator-v2/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/memory-orchestrator-v2/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/memory-orchestrator-v2/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\memory-orchestrator-v2\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 Memory Orchestrator V2 Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/memory-orchestrator-v2/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Memory Orchestrator V2 skill do?
记忆编排器是面向 AI Agent 的智能记忆管理系统,针对"分层体系不够清晰、自动摘要质量不稳定、并发写入冲突、缺乏记忆健康度指标"四大高频痛点而设计。它用四层记忆架构(工作/短期/长期/重要)与多模式检索,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。Use when 需要AI模型调用、智能对话、Agent编排、LLM应用时使用。不适用于需要100%确定性的关键决策.
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 V2 skill?
Use Memory Orchestrator V2 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 V2" 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 V2 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 V2 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 V2 [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/memory-orchestrator-v2/
BibTeX
@misc{memory-orchestrator-v2-2026,
  author    = {thcjp},
  title     = {Memory Orchestrator V2 [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/memory-orchestrator-v2/}
}

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Security scan

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

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