According to AlphaMoat, as of 2026-07, 记忆管家 V3.9.0 has 8,912 downloads and 15 stars — ranked #654 of 106,927 Claude skills overall, and #137 of 17,222 in AI Agent.
AI 记忆加速器 / Token 节流阀：以「更小、更准、更省」为目标管理 .workbuddy/memory/。 V3.9 核心能力：tiktoken 真实分词计量、按任务相关性加载(--query/--tags：零依赖 CJK 字符 bigram + 关键词/标签相关度，可选 embedding 后端)、 超预算自动压实(硬预算闸)、throttle 节流阀一键压预算、三色预算告警与近7日均值、 破坏性命令 --force 自动化友好、全命令 --json 程序化输出、self-test 内置自检(Prompt 注入/路径穿越防护验证)。 性能：摘要并行生成(线程池)、rank 磁盘签名缓存、读取短路、回退估算 lru 缓存； UX：24 条短别名、交互进度反馈、clean 释放量标注、所有 Token 数字标注「估算」。 缺陷修复：prompt-get 缺模板不再崩、backup 接受 workspace 参数。 Use when user says "记忆管家", "Token检查", "节流阀", "相关性加载", "缓存清理", "记忆搜索", "记忆分析", "去重", "备份记忆", "Prompt模板", "Token趋势", "缓存提醒", "记忆报告", "智能加载", "诊断", "记忆分级", or asks about memory/token/cache/prompt management. NOT for: general file ops, code analysis, system cleanup, document editing.
| Month | Downloads | MoM | Stars | Installs |
|---|---|---|---|---|
| 2026-07 | 8.9K | +297.1% | 15 | 9 |
| 2026-06 | 2.2K | +603.4% | 7 | 9 |
| 2026-05 | 319 | — | 2 | 9 |
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Data month: 2026-07 · Downloads, stars and installs are aggregated monthly from public skill registries (ClawHub, SkillHub). See methodology.