llmapper-skill

🥈Silver

A Claude Skill that transforms articles, PDFs, URLs, or pasted text into visual concept maps using a four-stage LLM pipeline with Mermaid diagram output.

1410Updated 2mo ago

Intermediate30min to implementautomation

Saves ~25 min per use

Quick InstallView Source

git clone https://github.com/jorgearango/llmapper-skill.git

Works with:

Claude

Overview

About This Skill

LLMapper Skill is a Claude Skill that converts articles and documents into structured visual knowledge graphs, answering what a subject is about and why it matters. It accepts file uploads (PDFs, text files), URLs, and pasted text as input sources. The skill processes content through four sequential stages: generating focusing questions for the user to choose from, summarizing key concepts and relationships, structuring data as an RDF knowledge graph, and rendering a Mermaid flowchart diagram inline as a Claude artifact. Researchers, students, and knowledge workers who need to quickly map and retain complex information from articles will find this skill especially useful.

How to Use

Download the llmapper-skill.zip file from the repository and install it as a Claude Skill. Once installed, provide an article via file upload (PDF or text), a URL, or pasted text. The skill guides you through four stages: selecting a focusing question, summarization, RDF generation, and final Mermaid diagram rendering inline in Claude.

Use Cases

Convert a research paper PDF into a navigable concept map

Summarize a long web article as a visual knowledge graph by pasting its URL

Extract and visualize key distinctions and contrasts from dense text

Generate multiple conceptual perspectives on a topic and choose the most relevant

Setup & Installation

Quick Install

No install command available. Check the GitHub repository for manual installation instructions.

Alternative Install (Git Clone)

git clone https://github.com/jorgearango/llmapper-skill

Requirements

Claude Code or compatible AI agent
Works with: Claude

Quick Start Guide

Install the Skill

Copy the install command above and run it in your terminal.

Open Your AI Agent

Launch Claude Code, Cursor, or your preferred AI coding agent.

Try It Out

Use the prompt template or examples below to test the skill.

Customize

Adapt the skill to your specific use case and workflow.

Usage Examples

Prompt Template

Create a concept map for [TOPIC] using the llmapper-skill. Include at least 10 key concepts and show the relationships between them. Format the output as a markdown table with columns for Concept, Description, and Related Concepts. Focus on [SPECIFIC ASPECT] of the topic.

Example Output

Here's a concept map for 'Renewable Energy Technologies' focusing on solar power:

| Concept          | Description                                                                 | Related Concepts                     |
|-------------------|-----------------------------------------------------------------------------|---------------------------------------|
| Photovoltaic Cells | Convert sunlight directly into electricity using semiconducting materials. | Solar Panels, Silicon, Efficiency    |
| Solar Panels      | Arrays of photovoltaic cells designed for large-scale electricity generation. | Grid Integration, Rooftop Installations |
| Grid Integration  | Systems that connect solar power to the electrical grid.                  | Energy Storage, Smart Grids         |
| Energy Storage    | Technologies that store excess solar energy for later use.                 | Batteries, Flywheels, Hydrogen     |
| Efficiency        | The percentage of sunlight converted into usable electricity.              | Thin-Film, Monocrystalline, Bifacial |
| Thin-Film         | A type of photovoltaic cell made by depositing one or more thin layers.     | Cadmium Telluride, Amorphous Silicon |
| Monocrystalline   | Photovoltaic cells made from a single, continuous crystal structure.        | Efficiency, Cost                     |
| Bifacial          | Solar panels that can collect sunlight from both sides.                    | Efficiency, Installation Angles     |
| Rooftop Installations | Solar panels installed on residential or commercial buildings.             | Net Metering, Incentives            |
| Net Metering      | A billing mechanism that allows solar energy system owners to feed excess energy back into the grid. | Incentives, Policy                   |

This map shows the interconnected nature of solar power technologies and their supporting systems.