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Search past coding sessions using natural language. Finds relevant observations, decisions, and context from previous work.
기본적으로 소스를 먼저 확인하는 Prompt가 선택됩니다. 직접 명령으로 전환하거나 로컬 사본을 다운로드할 수도 있습니다.
설치 여부를 결정하기 전에 SKILL.md와 SkillsMP에 표시된 보조 파일을 읽어 보세요.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
직접 명령은 검토 Prompt를 거치지 않습니다. 실행하기 전에 소스를 확인하세요.
npx skills add https://github.com/softspark/ai-toolkit --skill mem-search명령은 한 줄로 유지됩니다. 복사하기 전에 가로로 스크롤해 전체 내용을 확인하세요.
로컬 사본을 원하시나요? SkillsMP에서 현재 제공할 수 있는 파일을 다운로드하세요.
HIPAA validator: PHI exposure, audit logging, encryption, access control, BAA refs. Triggers: HIPAA, PHI, healthcare compliance, audit log, BAA.
Direct technical voice for docs, README, user-facing text. Concise/strict modes. Triggers: documentation, README, content, output-mode, voice, prose style.
Detect/generate/debug CI pipeline config (GitHub Actions, GitLab CI). Triggers: CI setup, build pipeline, GitHub Actions config, debug CI, GitLab CI.
SOC 직업 분류 기준
SKILL.md 표시 중
| 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