how-it-works
claude-mem 技能解释了其如何通过压缩观察来捕获 AI 代理的活动，并在后续会话中自动注入相关记忆，从而提供上下文。这使得 AI 能够记住项目细节和决策，避免重复解释代码库或重新发现信息，显著提升开发效率和连贯性。
npx skills add https://github.com/thedotmack/claude-mem --skill how-it-worksBefore / After 效果对比
1 组在没有记忆管理的情况下，每次AI代理启动新会话或处理新任务时，都需要重新理解项目背景、代码库结构和之前的决策，导致大量时间浪费在重复的上下文准备和信息检索上。
通过claude-mem的记忆注入功能，AI代理能够自动获取相关历史上下文，无需重复解释或重新发现信息，显著减少了上下文准备时间，提高了开发效率和任务连贯性。
How claude-mem works
What it does
Every Read, Edit, and Bash that Claude makes turns into a compressed observation. Observations get summarized at session end. Relevant ones get auto-injected into future prompts so the next session starts with context from the last one — no re-explaining the codebase, no re-discovering decisions.
When it kicks in
Memory injection starts on your second session in a project.
The first session in a fresh project seeds memory; subsequent sessions receive auto-injected context for relevant past work. Run /learn-codebase if you want to front-load the entire repo into memory in a single pass (~5 minutes, optional).
Where data lives
Everything stays in ~/.claude-mem on this machine.
Nothing leaves your machine except calls to whichever AI provider you configured for compression (Claude / OpenRouter / Gemini). The SQLite database, vector index, logs, and settings all live under that directory and are removed cleanly on npx claude-mem uninstall.
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