Ultimate GraphRAG Business Analyst

Extract financial metrics and map relationships from company filings.

Updated Feb 7, 2026
One-click install
npx skills add https://github.com/hck717/Agent-skills-POC --skill ultimate-graphrag-business-analyst
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Ultimate GraphRAG Business Analyst
Source: https://github.com/hck717/Agent-skills-POC/tree/main/skills/business_analyst_graphrag
Command: npx skills add https://github.com/hck717/Agent-skills-POC --skill ultimate-graphrag-business-analyst

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates in-depth strategic and financial analysis of company filings by combining knowledge graph reasoning with precise financial data extraction.

Core Features & Use Cases

  • Structured Financial Extraction: Extracts exact figures for Revenue, Net Income, EPS, and Assets.
  • Knowledge Graph Reasoning: Identifies companies, products, and relationships to uncover hidden dependencies.
  • Use Case: Analyze a company's supply chain risks by identifying key suppliers and their impact on critical products, while simultaneously extracting precise financial metrics for context.

Quick Start

Use the Ultimate GraphRAG Business Analyst skill to analyze Microsoft's AI risks.

Frequently Asked Questions about Ultimate GraphRAG Business Analyst

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

FAQPage Schema
How do I analyze 10-K filings to identify supply chain risks and extract financial data?

To analyze 10-K filings for supply chain risks and financial data, this Skill performs knowledge graph reasoning and structured financial extraction to identify entities, map relationships, and pull exact numerical figures for strategic context.

What is GraphRAG and how does it work for financial document analysis?

GraphRAG for financial document analysis works by constructing a knowledge graph from company filings to identify entities like companies and products, mapping their relationships, and traversing the graph to uncover hidden dependencies and strategic risks.

Can I use a knowledge graph to extract exact financial metrics like Revenue and Net Income from company filings?

Yes, you can use a knowledge graph to extract exact financial metrics like Revenue, Net Income, and EPS from company filings by combining graph reasoning for contextual relationships with structured data extraction for precise numerical figures.

Does this GraphRAG approach require Neo4j to map relationships in business filings?

The GraphRAG approach maps relationships in business filings using knowledge graph reasoning to identify companies, products, and dependencies, while the metadata does not specify Neo4j as a mandatory environment dependency for execution.

What is the best way to uncover hidden dependencies between products and suppliers in a 10-K?

The best way to uncover hidden dependencies between products and suppliers in a 10-K is using knowledge graph traversal to identify key entities and map their relationships, revealing supplier impacts on critical products.

How do I perform advanced business analysis on company filings without manual data entry?

You can perform advanced business analysis on company filings without manual data entry by automating the extraction of strategic relationships and precise financial figures using a hybrid knowledge graph and structured data approach.