keyword-expansion

Expand and refine search keywords with synonyms and exclusions in queries.md.

497|38|Updated Jan 7, 2026
One-click install
npx skills add https://github.com/WILLOSCAR/research-units-pipeline-skills --skill keyword-expansion
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: keyword-expansion
Source: https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/keyword-expansion
Command: npx skills add https://github.com/WILLOSCAR/research-units-pipeline-skills --skill keyword-expansion

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses issues of insufficient search coverage or excessive noise in search results by systematically expanding and refining search keywords, including synonyms and exclusions.

Core Features & Use Cases

  • Keyword Expansion: Proposes synonyms, related terms, and acronyms to broaden search recall.
  • Exclusion Management: Identifies and adds explicit exclusions to reduce irrelevant results.
  • Use Case: When researching a niche topic, this skill helps discover less common but relevant search terms and filters out ambiguous ones, leading to more targeted and comprehensive literature reviews.

Quick Start

Expand the search keywords for the topic 'quantum computing' and add exclusions for 'marketing'.

Frequently Asked Questions about keyword-expansion

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

FAQPage Schema
How do I refine search queries to improve retrieval coverage and reduce noise?

To refine search queries, systematically expand keywords using synonyms and related terms while adding explicit exclusions to filter irrelevant results. This approach broadens search recall and ensures targeted, comprehensive literature retrieval.

What is the best way to expand search keywords for a niche research topic?

The best way to expand search keywords is to generate synonyms, related terms, and acronyms for the niche topic. This systematic expansion helps discover less common but highly relevant search terms for comprehensive research.

Why does my search query return too many irrelevant results and how can I fix it?

Your search query returns irrelevant results due to excessive noise from ambiguous terms. You can fix this by adding explicit exclusions to your search query, systematically filtering out unrelated concepts to narrow down the retrieved literature.

How do I document search query modifications for a systematic literature review?

You document search query modifications by updating a `queries.md` file with clear justifications for each refinement. This ensures systematic tracking of keyword expansion and exclusion additions during your literature review.

Can I add exclusions to search terms to target specific academic literature?

Yes, you can add exclusions to search terms to target specific academic literature. Identifying and applying explicit exclusions removes irrelevant concepts from your search results, ensuring systematic convergence on the exact literature you need.

When do I need to use systematic keyword expansion for search retrieval?

You need systematic keyword expansion for search retrieval when you face insufficient search coverage or excessive noise. Expanding keywords with synonyms and related terms ensures you capture all relevant literature for your research topic.