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.