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Memory Distiller

Category: General  ·  Sub-category: knowledge-mgmt  ·  Last updated:
记忆蒸馏器是面向 AI Agent 日志的智能压缩系统，针对日志膨胀、关键信息丢失、压缩后难回溯、 不同内容需不同策略四大痛点而设计。核心能力包括：分类型差异化压缩策略（事件/教训/待办/成长四类不同粒度）、 压缩溯源链（每个摘要条目保留原始段落定位标记，可一键回溯）、混合提取引擎（关键词匹配+兜底提取+混合模式）、 压缩质量评估器（压缩比/信息保留率/可读性/溯源覆盖率四维指标）、古文压缩四原则、多语言混合处理. 借鉴古文压缩哲学，把冗长原始日志蒸馏为高密度结构化摘要，实现 4-8 倍压缩比且零关键事件损失. 适用于 Agent 每日日志归档、长会话上下文压缩、项目复盘提炼、决策推理蒸馏等场景.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

面向 AI Agent 日志的智能压缩系统，分类型差异化压缩，含溯源链与质量评估.

What this skill does

Memory Distiller 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-distiller/ and loads when your prompt matches the skill's trigger.

Who uses this skill

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

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

Skills live at ~/.claude/skills/memory-distiller/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\memory-distiller\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 Distiller Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/memory-distiller/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Memory Distiller skill do?
记忆蒸馏器是面向 AI Agent 日志的智能压缩系统，针对日志膨胀、关键信息丢失、压缩后难回溯、 不同内容需不同策略四大痛点而设计。核心能力包括：分类型差异化压缩策略（事件/教训/待办/成长四类不同粒度）、 压缩溯源链（每个摘要条目保留原始段落定位标记，可一键回溯）、混合提取引擎（关键词匹配+兜底提取+混合模式）、 压缩质量评估器（压缩比/信息保留率/可读性/溯源覆盖率四维指标）、古文压缩四原则、多语言混合处理. 借鉴古文压缩哲学，把冗长原始日志蒸馏为高密度结构化摘要，实现 4-8 倍压缩比且零关键事件损失. 适用于 Agent 每日日志归档、长会话上下文压缩、项目复盘提炼、决策推理蒸馏等场景.
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 Distiller skill?
Use Memory Distiller 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 Distiller" 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 Distiller 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 Distiller 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 Distiller [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/memory-distiller/
BibTeX
@misc{memory-distiller-2026,
  author    = {thcjp},
  title     = {Memory Distiller [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/memory-distiller/}
}

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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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Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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