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Searches past coding sessions for observations, decisions, context. Triggers: mem-search, recall session, past work, prior decisions, session history.
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インストールを決める前に、SKILL.md と SkillsMP に表示されている付属ファイルをお読みください。
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
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npx skills add https://github.com/softspark/ai-toolkit --skill mem-searchコマンドは1行のまま表示されます。コピー前に横へスクロールして全体を確認してください。
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SOC 職業分類に基づく
SKILL.md を表示中
| name | mem-search |
| description | Searches past coding sessions for observations, decisions, context. Triggers: mem-search, recall session, past work, prior decisions, session history. |
| 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 2>/dev/null ||
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/mem-search "postgres migration rollback"
Typical output:
## Memory Search: "postgres migration rollback"
Found 3 results across 2 sessions.
| # | Session | Project | Tool | Time | Preview |
|---|---------|------------------|------|------------|--------------------------------------|
| 1 | abc123 | magento2-os | Edit | 2026-03-12 | Rolled back 0042_add_tax_col... |
| 2 | def456 | magento2-b2b | Bash | 2026-02-28 | pg_dump before schema migration... |
| 3 | abc123 | magento2-os | Read | 2026-03-12 | Reviewed migration safety checklist |
it''s) — SQL injection into the FTS5 call will break the query~/.softspark/ai-toolkit/memory.db as internalMATCH is picky: hyphens, slashes, and dots are parsed as operator separators and will reject queries like mem-search api/v1 with a cryptic malformed MATCH expression. Wrap multi-token phrases with double-quotes: "api/v1" or "mem-search".rank (FTS5 relevance), not by created_at. A stale but high-ranked match outranks a fresh but weak one — include the created_at column and consider ORDER BY rank, created_at DESC for time-sensitive queries.~/.softspark/ai-toolkit/memory.db. If the user runs from a container, ~ resolves to the container's home, not the host's — the observation list will look empty. Check the env var SOFTSPARK_HOME before assuming the DB is missing.observations_fts is a separate virtual table; when observations are deleted directly (not via the SDK) the FTS index can drift. If counts between observations and observations_fts differ, rebuild with INSERT INTO observations_fts(observations_fts) VALUES('rebuild');./research-mastery or smart_query()git log --grep or /git-masteryTaskList or /plan