Agent skill · Documentation

research-lookup

Look up current research information using Perplexity Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical documentation, and general research information with citations.

majiayu000github.com/majiayu000GitHub ↗
claude-codecan modify filesMIT
Install
npx skills add majiayu000/claude-skill-registry --skill research-lookup-k-dense-ai-claude-scientific-sk --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 20 KB
Bundled scripts: none
Allowed tools: ReadWriteEditBash
Path: skills/analysis/research-lookup-k-dense-ai-claude-scientific-sk/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

Review
written from the skill's own SKILL.md · Aug 5, 2026

What it does

This skill enables real-time research information lookup using Perplexity's Sonar models through OpenRouter. It intelligently selects between Sonar Pro Search (fast) and Sonar Reasoning Pro (deep analytical reasoning) based on query complexity. It provides access to current academic literature, recent studies, technical documentation, and general research information with proper citations and source attribution.

How it works

The skill determines query complexity and, accordingly, uses one of two models:

  • Sonar Pro Search for straightforward lookups (fast, lower cost).
  • Sonar Reasoning Pro for complex analytical queries (thorough, higher cost). It integrates with OpenRouter API to perform academic/scholarly searches, focusing on peer-reviewed sources, and returns citations with complete bibliographic information and stable links. It includes guidance for generating scientific schematics when creating documents, and it supports queries related to academic papers, protocols, statistics, and expert opinions. The automatic model selection uses keywords and scoring to decide when to switch to the deeper reasoning model, with an option to override via force_model in commands or code.

When to use it

Use this skill for:

  • Current Research Information: Latest studies, papers, and findings
  • Literature Verification: Check facts against current research
  • Background Research: Gather context and supporting evidence
  • Citation Sources: Find relevant papers to cite
  • Technical Documentation: Look up specifications or methodologies
  • Recent Developments: Stay updated with trends
  • Statistical Data: Find recent statistics or survey results
  • Expert Opinions: Access insights from recent interviews or reviews

What it can touch

It interacts with the OpenRouter API and supports model selection between:

  • perplexity/sonar-pro-search
  • perplexity/sonar-reasoning-pro-online Response quality emphasizes peer-reviewed sources, reputable institutions, and recent publications, with complete bibliographic information and DOIs or stable URLs when available.

Caveats

Known limitations include information cutoff around 2-3 years prior to present, potential paywall restrictions for full texts, and possible misses of very recent papers not yet indexed. It notes API rate limits, network issues, and the need for well-formed queries. Fallbacks include rephrasing queries or using broader time frames. The skill relies on OpenRouter API keys (OPENROUTER_API_KEY) and sufficient credits.

From the SKILL.md

# Research Information Lookup ## Overview This skill enables real-time research information lookup using Perplexity's Sonar models through OpenRouter. It intelligently selects between **Sonar Pro Search** (fast, efficient lookup) and **Sonar Reasoning Pro** (deep analytical reasoning) based on query complexity. The skill provides access to current academic literature, recent studies, technical documentation, and general research information with proper citations and source attribution. ## When to Use This Skill Use this skill when you need: - **Current Research Information**: Latest studies, papers, and findings in a specific field - **Literature Verification**: Check facts, statistics, or claims against current research - **Background Research**: Gather context and supporting evidence for scientific writing - **Citation Sources**: Find relevant papers and studies to cite in manuscripts - **Technical Documentation**: Look up specifications, protocols, or methodologies - **Recent Developments**: Stay current with emerging trends and breakthroughs - **Statistical Data**: Find recent statistics, survey results, or research findings - **Expert Opinions**: Access insights from recent in

What's inside
Steps it walks through
  1. Overview
  2. When to Use This Skill
  3. Visual Enhancement with Scientific Schematics
  4. Core Capabilities
  5. 1. Academic Research Queries
  6. 2. Technical and Methodological Information
  7. 3. Statistical and Data Information
  8. 4. Citation and Reference Assistance
  9. Automatic Model Selection
  10. Model Types
  11. Complexity Assessment
  12. Manual Override
  13. Technical Integration
  14. OpenRouter API Configuration
Ships with 1 file
  • metadata.json
Commands it runs
python scripts/generate_schematic.py "your diagram description" -o figures/output.png
Force Sonar Pro Search
python research_lookup.py "your query" --force-model pro
Force Sonar Reasoning Pro
python research_lookup.py "your query" --force-model reasoning
Automatic (no flag)
python research_lookup.py "your query"
More from claude-skill-registry
All skills →
About this skill
What does the research-lookup skill do?

Look up current research information using Perplexity Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical documentation, and general research information with citations.

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill research-lookup-k-dense-ai-claude-scientific-sk --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going