social-graph-ranker

Rank X and LinkedIn networks to surface warm-intro candidates.

Updated Aug 23, 2026

Search Tags:#linkedin #outreach #network-analysis #rank #warm-intro #graph-ranking #bridge-metrics

Ready to run

npx skills add https://github.com/Maelwalser/claude-config --skill social-graph-ranker

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: social-graph-ranker
Source: https://github.com/Maelwalser/claude-config/tree/main/skills/social-graph-ranker
Command: npx skills add https://github.com/Maelwalser/claude-config --skill social-graph-ranker

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Canonical weighted graph-ranking layer for network-aware outreach that surfaces the strongest warm-intro opportunities and reveals gap paths in your professional graph.

Core Features & Use Cases

Rank existing mutuals or connections by intro value to identify best warm-intro candidates.
Map warm paths to a target list to optimize outreach sequencing.
Measure bridge value across first- and second-order connections to prioritize introductions.
Decide which targets deserve warm intros versus direct cold outreach.
Understand the graph math independently from other workflows like lead-intelligence or connections-optimizer.

Quick Start

Run the ranking engine on your current X and LinkedIn graph to surface top warm-intro candidates and recommended paths.

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 LinkedIn network for warm intros to specific targets?▼

Rank your LinkedIn network for warm intros by applying a formal graph-ranking model to measure bridge value across first- and second-order connections, generating a scored list of the best introduction candidates.

What is graph ranking for network outreach and how does it calculate bridge value?▼

Graph ranking for network outreach calculates bridge value using variables like T, M, d(m,t), and w(t) to measure connection strength, mapping warm paths to targets and scoring mutual contacts for introduction prioritization.

Can I use network analysis to decide between warm intros and cold outreach?▼

Network analysis identifies which targets warrant warm intros by mapping warm paths and measuring bridge values, while low-ranking targets indicate where direct cold outreach is more appropriate.

Does this graph ranking approach work with both X and LinkedIn connections?▼

The graph ranking approach works across both X and LinkedIn graphs, mapping warm paths and measuring bridge metrics to identify optimal warm-intro candidates within your combined professional network.

How do I map warm paths to a target list for outreach sequencing?▼

Map warm paths to a target list by analyzing mutual connections and second-order contacts, measuring bridge value to prioritize outreach sequencing and surface the strongest introduction routes.

What are the limitations of using graph ranking for warm-intro outreach?▼

Graph ranking for warm-intro outreach focuses strictly on mathematical scoring of bridge metrics and does not handle lead intelligence or connection optimization, requiring separate workflows for those tasks.