qmd-search

Query a niche-specific qmd index to rank relevant wiki pages.

Updated Apr 18, 2026
One-click install
npx skills add https://github.com/00PZ/oopz-inc --skill qmd-search-00pz
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: qmd-search
Source: https://github.com/00PZ/oopz-inc/tree/main/companies/shoshin/skills/qmd-search
Command: npx skills add https://github.com/00PZ/oopz-inc --skill qmd-search-00pz

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

In the Librarian workflow, users need fast, accurate access to the most relevant wiki pages within a specific niche to ground knowledge synthesis. This skill provides a constrained search mechanism to surface top pages from the compiled wiki, reducing noise and iteration time.

Core Features & Use Cases

  • Hybrid BM25 + vector + LLM re-ranking to return precise results within a single niche.
  • Enforced niche scoping to prevent cross-niche data leakage during discovery.
  • Integrates with Librarian to supply citations and context for knowledge synthesis.

Quick Start

Run a constrained qmd search for this niche to surface the most relevant wiki pages for synthesis.

Frequently Asked Questions about qmd-search

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How does hybrid search work for niche-specific wiki page retrieval?

Hybrid search for niche wiki retrieval combines BM25 keyword matching, vector embeddings, and LLM re-ranking to identify and rank the most relevant pages for a specific query.

What is the best way to search a single niche index without cross-niche data leakage?

The best way to search a single niche index without data leakage is to enforce explicit niche binding, which scopes queries strictly to one collection and prevents results from crossing into other domains.

How do I find relevant wiki pages to ground knowledge synthesis in a specific niche?

To find relevant wiki pages for knowledge synthesis, query the niche-specific qmd index using the provided search index and embedding model to return highly ranked results suitable for a Librarian workflow.

Can I use this constrained search to supply citations for a Librarian workflow?

Yes, you can use this constrained search to supply citations and context for a Librarian workflow by returning the top ranked wiki pages from the isolated niche index for knowledge synthesis.

Does niche search support querying across multiple collections simultaneously?

No, niche search does not support querying across multiple collections; it is strictly scoped to a single niche with enforced explicit binding to ensure complete isolation of search results.