social-graph-ranker

Score bridges and rank warm-intro opportunities from network graphs.

Updated Apr 2, 2026
One-click install
npx skills add https://github.com/richardnpaul/everything-vscode-copilot --skill social-graph-ranker-richardnpaul
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: social-graph-ranker
Source: https://github.com/richardnpaul/everything-vscode-copilot/tree/main/.github/skills/social-graph-ranker
Command: npx skills add https://github.com/richardnpaul/everything-vscode-copilot --skill social-graph-ranker-richardnpaul

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Weighted, canonical graph-ranking layer for identifying the best warm intro opportunities within your network by scoring bridges, second-order reach, and engagement signals.

Core Features & Use Cases

  • Weighted graph-ranking engine for intro discovery across X and LinkedIn
  • Second-order expansion to surface indirect intro paths and network gaps
  • Engagement-aware prioritization to rank mutuals for warm intros vs direct outreach
  • Guidance on when to pursue warm introductions versus direct outreach and how to map to ICPs

Quick Start

Rank your current connections by bridge value and identify the best warm-intro opportunities for a target list.

Frequently Asked Questions about social-graph-ranker

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

FAQPage Schema
How do I rank my network for warm intro opportunities?

To rank your network for warm intro opportunities, provide a weighted target list, your user graph, and decay parameters. The engine scores bridge strength and engagement to output a ranked list of connections by intro value.

What is second-order network expansion for lead generation?

Second-order network expansion maps indirect paths to target ICPs by evaluating connections of your current connections. This surfaces hidden bridges and network gaps to identify viable warm intro paths you might miss with direct outreach.

How do I decide between a warm intro and direct outreach?

You can decide between a warm intro and direct outreach by using engagement-aware prioritization to score bridge strength. If the bridge value and engagement signals are high, pursue a warm intro; otherwise, default to direct outreach.

Can I use network analysis to map warm paths to target ICPs?

Yes, you can map warm paths to target ICPs by applying this graph-ranking engine to your X and LinkedIn networks. It processes a weighted target set against your user graph to evaluate bridge strength across first- and second-order connections.

What parameters do I need to score mutual connections by intro value?

You need a weighted target set, your user graph, and parameters for decay and engagement to score mutual connections. The engine uses these inputs to compute bridge strength, extended bridge reach, and ranking scores for warm intros.