mem-search
Search past coding sessions using natural language. Finds relevant observations, decisions, and context from previous work.
Datos de origen
- Repositorio
- softspark/ai-toolkit
- Última actividad en el origen
- 12 de abril de 2026 a las 17:35
- Idioma detectado de SKILL.md
- inglés
- Estrellas
- 180
- Forks
- 21
Opciones de instalación
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SKILL.md
Instrucciones de origen · Vista previa de solo lectura- 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 Session Memory
Search the persistent memory database for past coding observations, decisions, and context.
$ARGUMENTS
## How It Works
This skill queries the SQLite FTS5 full-text search index at `~/.softspark/ai-toolkit/memory.db` to find relevant observations from past sessions.
## Instructions
1. **Parse the search query** from `$ARGUMENTS`. If empty, prompt the user for a query.
2. **Initialize the database** if it does not exist:
```bash
python3 "$HOME/.softspark/ai-toolkit/hooks/../plugins/memory-pack/scripts/init_db.py" 2>/dev/null || true
```
3. **Run the FTS5 search** against the observations table:
```bash
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.
4. **Progressive disclosure** -- present results in two stages:
**Stage 1: Summary view** (show first)
```markdown
## 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.
5. **If no results found**, suggest:
- Trying broader search terms
- Checking if memory-pack hooks are installed
- Running `init-db.sh` if the database is missing
## Query Tips
- Use simple keywords: `mem-search database migration`
- FTS5 supports prefix matching: `migrat*` matches "migration", "migrate"
- Boolean operators: `database AND NOT test`
- Column filters: `tool_name:Edit` to search only Edit tool observations
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