菜单
Search past coding sessions using natural language. Finds relevant observations, decisions, and context from previous work.
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/softspark/ai-toolkit --skill mem-search命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
基于 SOC 职业分类
正在显示 SKILL.md
| name | mem-search |
| description | Search past coding sessions using natural language. Finds relevant observations, decisions, and context from previous work. |
| effort | medium |
| argument-hint | [search query] |
| allowed-tools | Bash, Read |
| user-invocable | true |
Search the persistent memory database for past coding observations, decisions, and context.
$ARGUMENTS
This skill queries the SQLite FTS5 full-text search index at ~/.softspark/ai-toolkit/memory.db to find relevant observations from past sessions.
Parse the search query from $ARGUMENTS. If empty, prompt the user for a query.
Initialize the database if it does not exist:
python3 "$HOME/.softspark/ai-toolkit/hooks/../plugins/memory-pack/scripts/init_db.py" 2>/dev/null || true
Run the FTS5 search against the observations table:
sqlite3 ~/.softspark/ai-toolkit/memory.db "
SELECT o.id, o.session_id, o.tool_name, o.content, o.created_at,
s.project_dir, s.summary
FROM observations_fts fts
JOIN observations o ON o.id = fts.rowid
LEFT JOIN sessions s ON s.session_id = o.session_id
WHERE observations_fts MATCH '<query>'
ORDER BY rank
LIMIT 10;
"
Replace <query> with the user's search terms. Escape single quotes by doubling them.
Progressive disclosure -- present results in two stages:
Stage 1: Summary view (show first)
## Memory Search: "<query>"
Found N results across M sessions.
| # | Session | Project | Tool | Time | Preview |
|---|---------|---------|------|------|---------|
| 1 | abc123 | /path | Edit | 2025-01-15 | First 80 chars... |
Stage 2: Detail view (on request) Show the full observation content, session summary, and related observations from the same session.
If no results found, suggest:
init-db.sh if the database is missingmem-search database migrationmigrat* matches "migration", "migrate"database AND NOT testtool_name:Edit to search only Edit tool observations