multi
q
Fast SQLite-based vault search using FTS5 full-text search index
30 stars
Installation
Claude Code / Cursor / Codex
$curl -o ~/.claude/skills/q/SKILL.md --create-dirs "https://raw.githubusercontent.com/DavidROliverBA/ArchitectKB/main/.claude/skills/q/SKILL.md"
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/q/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How q Compares
| Feature / Agent | q | Standard Approach |
|---|---|---|
| Platform Support | multi | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Fast SQLite-based vault search using FTS5 full-text search index
Which AI agents support this skill?
This skill is compatible with multi.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# /q - Quick SQLite Search
Fast vault search using the SQLite FTS5 index. Returns results in milliseconds instead of seconds.
## Prerequisites
The SQLite index must be built first:
```bash
npm run vault:index
```
## Usage Patterns
### Full-text Search
```bash
/q architecture patterns
/q "event driven" # Phrase search
/q kafka integration # Multiple terms (AND)
```
### Type Filter
```bash
/q type:Adr # All ADRs
/q type:Project status:active
/q type:Task priority:high
```
### Tag Search
```bash
/q tag:technology/aws
/q tag:project/your-project
```
### Recent Notes
```bash
/q recent # Modified in last 7 days
/q recent:30 # Modified in last 30 days
```
### Backlinks
```bash
/q backlinks:"Project - Your Project"
/q backlinks:"System - Your System"
```
### Orphans
```bash
/q orphans # Notes with no backlinks
```
## Implementation
Execute the appropriate SQLite query based on the search pattern.
### Full-text Search Query
```bash
sqlite3 .data/vault.db -markdown "
SELECT n.path, snippet(fts_content,1,'→','←','...',40) as match
FROM fts_content
JOIN notes n ON fts_content.rowid = n.id
WHERE fts_content MATCH '<search_terms>'
ORDER BY rank
LIMIT 20
"
```
### Type Filter Query
```bash
sqlite3 .data/vault.db -markdown "
SELECT path, title, status, priority
FROM notes
WHERE type = '<Type>'
ORDER BY modified DESC
LIMIT 20
"
```
### Tag Search Query
```bash
sqlite3 .data/vault.db -markdown "
SELECT n.path, n.title, n.type
FROM notes n
JOIN tags t ON n.id = t.note_id
WHERE t.tag = '<tag>'
ORDER BY n.modified DESC
LIMIT 20
"
```
### Recent Notes Query
```bash
sqlite3 .data/vault.db -markdown "
SELECT path, title, type, modified
FROM notes
WHERE modified >= date('now', '-<days> days')
ORDER BY modified DESC
LIMIT 30
"
```
### Backlinks Query
```bash
sqlite3 .data/vault.db -markdown "
SELECT n.path, n.title, n.type
FROM notes n
JOIN links l ON n.id = l.source_id
WHERE l.target_path LIKE '%<note_name>%'
ORDER BY n.modified DESC
"
```
### Orphans Query
```bash
sqlite3 .data/vault.db -markdown "
SELECT n.path, n.title, n.type
FROM notes n
LEFT JOIN links l ON n.id = l.target_id
WHERE l.target_id IS NULL
AND n.type NOT IN ('DailyNote', 'MOC', 'Dashboard', 'Query')
ORDER BY n.modified DESC
"
```
## Performance
| Query Type | Grep/Glob | SQLite | Improvement |
| ----------- | --------- | ------ | ----------- |
| Full-text | 5-15 sec | 0.01s | ~1000x |
| Type filter | 3-5 sec | 0.007s | ~500x |
| Tag search | 2-5 sec | 0.007s | ~500x |
| Backlinks | 10+ sec | 0.01s | ~1000x |
## Rebuilding the Index
The index should be rebuilt when vault content changes significantly:
```bash
npm run vault:index # Full rebuild
npm run vault:stats # View current statistics
```
## Tips
1. **Combine filters**: `/q type:Adr status:proposed technology/aws`
2. **Use phrases**: `/q "data platform"` for exact matches
3. **Wildcards**: SQLite FTS5 supports `*` wildcards: `/q architect*`
4. **Present results**: Format output as markdown table for readability