social-graph-ranker

Calculate weighted bridge scores for social network connections to prioritize warm introduction paths.

1|Updated Apr 6, 2026
One-click install
npx skills add https://github.com/vrcms/everything-qwen-code --skill social-graph-ranker-vrcms
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: social-graph-ranker
Source: https://github.com/vrcms/everything-qwen-code/tree/main/.qwen/skills/social-graph-ranker
Command: npx skills add https://github.com/vrcms/everything-qwen-code --skill social-graph-ranker-vrcms

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill solves the challenge of identifying the most effective paths to reach target individuals by mathematically ranking your existing network connections based on bridge value and relationship strength.

Core Features & Use Cases

  • Weighted Graph Ranking: Calculates bridge scores to determine which mutual connections are best positioned to provide a warm introduction.
  • Network Gap Analysis: Identifies where your current network lacks viable paths to high-priority targets, suggesting where to focus your outreach.
  • Use Case: When you have a list of target companies and need to know which of your LinkedIn or X connections can provide the most reliable warm introduction based on their proximity and engagement history.

Quick Start

Use the social-graph-ranker skill to analyze my current network connections and rank them by their ability to provide warm introductions to my target list of potential investors.

Frequently Asked Questions about social-graph-ranker

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

FAQPage Schema
How do I find the best warm intro paths to target investors in my network?

Warm intro paths are identified by calculating weighted bridge scores for your social network connections. This mathematically ranks mutual connections based on bridge value and relationship strength to prioritize your outreach to target investors.

What is weighted bridge scoring for social graph outreach?

Weighted bridge scoring is a graph theory method that evaluates first and second-order connections using decay-based traversal models. It calculates the effectiveness of mutual connections to determine who is best positioned to facilitate a warm introduction to your targets.

Can I use this to analyze network gaps for lead generation on LinkedIn and X?

Yes, you can analyze network gaps for lead generation using target sets and graph data from platforms like LinkedIn and X. The analysis identifies where your current network lacks viable paths to high-priority targets, highlighting where to focus your outreach efforts.

How do I calculate relationship strength for second-order connections?

Relationship strength for second-order connections is calculated using decay-based traversal models. This approach evaluates the proximity and engagement history of your network connections to determine the reliability of potential introduction paths.

Does this approach work for prioritizing outreach to target company lists?

Yes, this approach works for prioritizing outreach to target company lists by analyzing your current network connections. It ranks your connections by their ability to provide reliable warm introductions based on their proximity to the targets on your list.