qmd

name	qmd
description	Use qmd for workspace search — hybrid BM25+vector search with Qwen3-4B reranking over indexed workspace documents. Not to be confused with Quarto documents (.qmd files).

QMD — Workspace Search

QMD is the workspace search tool. Not to be confused with Quarto documents (.qmd extension).

MCP Tools

• query(searches, intent, limit) — Hybrid search with expansion + reranking. Best for most queries.
• get(file) — Fetch a document by path or docid.
• multi_get(pattern) — Batch fetch by glob.
• status() — Index health.

Query Construction

# Best recall: combine lex + vec
searches=[
    {"type": "lex", "query": "NSA migration revenue"},
    {"type": "vec", "query": "USPS NSA migration financial impact EasyPost"}
]
intent="context about USPS NSA account migration"

When to Load

Auto-load when searching workspace, finding prior analyses, or surfacing context.