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在 OpenClaw 中安装
/install memory-distiller
功能描述
OpenClaw's subconscious. Automatically distills conversation insights, corrections, and preferences into durable memory. The agent that learns from every ses...
安全使用建议
This skill appears to do what it claims: automatically detect corrections/preferences/insights and append structured entries to the agent's memory files. Before installing, consider: (1) Silent writes — auto-recording happens without notifying the user; ensure you're comfortable with the agent persisting conversation fragments. (2) Privacy enforcement — the SKILL.md prohibits storing secrets, but there's no code to enforce that; verify your runtime enforces the privacy filter or audit what actually gets written. (3) Review and retention — decide how to review, edit, and delete auto-learned memory entries so accidental or sensitive data can be removed. If those concerns are acceptable and your agent runtime provides appropriate filesystem and privacy protections, the skill is coherent with its stated purpose.
功能分析
Type: OpenClaw Skill
Name: memory-distiller
Version: 1.0.1
The 'memory-distiller' skill is designed to enhance the OpenClaw agent's learning by automatically distilling conversation insights, corrections, and preferences into durable memory files (`MEMORY.md`, `USER.md`, `memory/YYYY-MM-DD.md`). The `SKILL.md` instructions clearly define its purpose, trigger conditions, and a 'Quality Gate' to filter out irrelevant information. Crucially, it includes a 'Privacy Filter' that explicitly forbids the agent from writing sensitive data (passwords, tokens, PII) to any memory file, even if prompted by the user. There are no instructions for data exfiltration, malicious execution, persistence, or any other harmful behaviors. The installation command `npx clawhub@latest install memory-distiller` is standard for OpenClaw skills. All analyzed files align with a benign, helpful learning enhancement for the agent.
能力评估
Purpose & Capability
Name/description promise (automatic distillation of conversation into durable memory) aligns with the instructions: scan messages for triggers, apply four quality gates, and write to MEMORY.md, memory/YYYY-MM-DD.md, and USER.md. No unrelated binaries, credentials, or install steps are requested.
Instruction Scope
Instructions explicitly direct scanning every user message for trigger words and writing entries to persistent memory files. This is within the stated purpose, but the behaviour includes silent auto-writes (no user notification on auto-trigger) and relies on the agent following the written 'Privacy Filter' rules — there is no enforcement code in the package (it's instruction-only), so accidental capture of sensitive material depends on accurate implementation by the agent runtime.
Install Mechanism
Instruction-only skill with no install spec and no code files. Lowest-risk install footprint — nothing is downloaded or written by an install step in the skill package.
Credentials
The skill requires no environment variables, credentials, or special config paths. It does reference writing to standard project memory files (MEMORY.md, memory/YYYY-MM-DD.md, USER.md), which is proportionate to a memory-distillation feature. The manifest does not declare file paths explicitly — this is typical for instruction-only skills that rely on the agent's existing memory facility.
Persistence & Privilege
The skill persists changes to agent memory files (durable effect across sessions), which is expected for its purpose. It does not set always: true. However, its default behavior to write silently on auto-trigger may be surprising to users and has privacy implications because persisted memory will influence future agent behavior.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install memory-distiller - 安装完成后，直接呼叫该 Skill 的名称或使用
/memory-distiller触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.1
memory-distiller v1.0.1
- Introduces automatic distillation of conversation insights, corrections, and preferences into persistent memory for OpenClaw agents.
- Scans user messages for actionable signals (corrections, preferences, insights, explicit "remember" cues) and creates durable memory entries if quality standards are met.
- Implements a four-part quality gate (durability, generality, novelty, actionability) to ensure retention of valuable, reusable knowledge only.
- Organizes distilled memories into structured files (`MEMORY.md`, `memory/YYYY-MM-DD.md`, `USER.md`) using a clear, timestamped format.
- Performs all recording silently unless explicitly instructed, ensuring a non-intrusive user experience.
- Includes built-in privacy and duplication safeguards to avoid storing sensitive or redundant data.
元数据
常见问题
Memory Distiller 是什么？
OpenClaw's subconscious. Automatically distills conversation insights, corrections, and preferences into durable memory. The agent that learns from every ses... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 463 次。
如何安装 Memory Distiller？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install memory-distiller」即可一键安装，无需额外配置。
Memory Distiller 是免费的吗？
是的，Memory Distiller 完全免费（开源免费），可自由下载、安装和使用。
Memory Distiller 支持哪些平台？
Memory Distiller 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Memory Distiller？
由 zcyynl（@zcyynl）开发并维护，当前版本 v1.0.1。
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