mem-search
GitHub用于检索用户历史会话记忆,支持通过关键词搜索过往项目、决策或任务上下文。采用索引到详情的渐进式搜索策略,并包含状态诊断功能,帮助用户快速获取过去观察结果。
Trigger Scenarios
Install
npx skills add thedotmack/claude-mem --skill mem-search -g -y
SKILL.md
Frontmatter
{
"name": "mem-search",
"metadata": {
"version": "0.1.0"
},
"description": "This skill should be used when the user asks to \"search memory\", \"what do you remember about X\", \"check claude-mem\", \"mem search\", \"find past observations\", \"what did we do last session\", or wants prior-session context about a project, decision, file, or task. Searches the user's Claude-Mem (cmem.ai) memory.\n"
}
Claude-Mem Search (Cowork)
Search the user's persistent Claude-Mem memory on cmem.ai. Memory contains timestamped observations synthesized from past sessions across all their agents (Claude Code, Cowork, Codex, and others).
How to search
Run the bundled CLI (no dependencies, uses the plugin's configured API key):
node "${CLAUDE_PLUGIN_ROOT}/scripts/cmem-hook.mjs" search "your query" --limit 20
Progressive search method
Follow claude-mem's Index → Timeline → Transcript discipline — cheap passes first, expensive detail only for confirmed hits:
- Index pass — run 1–3 broad keyword searches (project names, file names, error strings, feature names). Skim titles/summaries only.
- Narrow pass — re-search with the most specific terms found in step 1
(IDs, exact phrases) and a smaller
--limit. - Answer — synthesize from the observations returned. Quote timestamps when the user asks "when".
Do not dump raw search output at the user; extract the relevant observations and answer in plain language.
Diagnostics
If searches return nothing or error:
node "${CLAUDE_PLUGIN_ROOT}/scripts/cmem-hook.mjs" status
Report the status output plainly: a MISSING api key means the plugin needs the
user's cmem.ai key added to its configuration; a 404 on /api/hooks/context
just means the newer Pro endpoint isn't deployed — search still works via
/api/mcp.
Notes
- Some filters (date ranges, type) may be silently ignored by the cloud API until MCP parity ships — prefer keyword narrowing over filter flags.
- Never write secrets into search queries; queries are sent to cmem.ai.
Version History
- 866a0ca Current 2026-08-29 01:55


