MichaelVessia/qmd
modules/programs/agents/shared/skills/qmd/SKILL.md
Local semantic search for docs, notes, knowledge bases. INVOKE THIS SKILL when user: - Asks to "search my notes/docs/vault/obsidian" - Wants to "find" something in their knowledge base - Says "what did I write about X" - Asks "do I have notes on X" - Needs context from their local markdown files - Mentions "qmd" directly - Asks about journal entries, meeting notes, or personal documentation Trigger phrases: "search notes", "find in docs", "search obsidian", "what do my notes say", "look in my vault"
$ install --global
skillsauthnpx skillsauth add MichaelVessia/nixos-config qmdInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 30, 2026, 12:33 PM4.9s1 file scanned
SKILL.md
- name:
- qmd
- description:
- |
- Trigger phrases:
- search notes", "find in docs", "search obsidian", "what do my notes say", "look in my vault
- allowed-tools:
- Bash, Read
qmd - Local Document Search
Semantic + full-text search across local markdown docs using local LLMs.
When to Use
Use qmd when the user wants to search their personal notes, documentation, or knowledge base. This includes Obsidian vaults, markdown notes directories, and any indexed collections.
Search Commands
qmd search "query" # BM25 full-text search
qmd vsearch "query" # Semantic vector search
qmd query "query" # Hybrid search with LLM reranking (best quality)
Search Flags
| Flag | Purpose |
|------|---------|
| -n <num> | Limit results (default: 5) |
| -c, --collection | Restrict to specific collection |
| --all | Return all matches |
| --min-score <num> | Filter by relevance threshold |
| --full | Display complete document content |
| --line-numbers | Include line numbers |
Output Formats
| Flag | Format |
|------|--------|
| --files | CSV: docid, score, filepath, context |
| --json | Structured JSON with snippets |
| --csv | Comma-separated values |
| --md | Markdown formatting |
| --xml | XML structure |
Document Retrieval
qmd get "path/to/doc.md" # Get specific document
qmd get "#abc123" # Get by document ID
qmd multi-get "journals/*.md" # Get multiple docs by glob
Collection Management
qmd collection list # View all collections
qmd collection add ~/notes --name notes
qmd ls notes # List files in collection
qmd status # Index health
Examples
# High-quality search with reranking
qmd query -n 10 "API design patterns"
# Full document content for LLM context
qmd search --md --full "error handling"
# Search specific collection
qmd search "meeting notes" -c work
Workflow
- Use
qmd collection listto see available collections - Use
qmd queryfor best search quality (uses LLM reranking) - Use
--fullwhen you need complete document content - Use
qmd getto retrieve specific documents by path or ID
Quick Start for Common Requests
| User says | Run this |
|-----------|----------|
| "search my notes for X" | qmd query "X" |
| "what did I write about X" | qmd query --full "X" |
| "find meeting notes about X" | qmd search -c obsidian "meeting X" |
| "show me my notes on X" | qmd query -n 3 --full "X" |
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