What does this skill do?

The Social Skill Graph Ranking applies a mathematical model of decay and weighting to your professional network on X and LinkedIn to identify which contacts are best positioned to serve as bridges toward your goals. It calculates bridge scores using a decay factor per hop, second-order expansion, and an engagement bonus, classifying each contact into warm introduction levels and detecting gaps without a warm path.

Classification of Bridges
Rate each interaction based on its value as a stepping stone toward your goals using the R(m) model.
Warm Paths to ICP
Map out outreach routes to specific companies or profiles within your ICP, assigning relevance weights.
Warm vs. Cold
Decide which prospects deserve a warm introduction (Tier 1) versus a cold outreach (Tier 3).
Gap Analysis
Identifies targets without a viable bridge in your graph and recommends alternative actions for network growth.

Usage examples

🎯 SaaS Decision-Makers
Analyze my LinkedIn network and find the best connections to reach 20 CTOs at European SaaS companies.
📊 Bridge Score
Calculate the bridge value of my contacts using a decay factor of 0.5 and a second-order expansion of 0.3.
🔍 Gaps in fintech
I have 1,200 connections on LinkedIn and 800 on X. Identify which targets in my fintech ICP don't have a warm lead.
⚖️ Ranking by tiers
Classify my mutual contacts into Tier 1, 2, and 3 based on their "bridge" score to my target accounts.

Features

Weighted Decay Model Apply the jump decay factor (λ), second-order expansion (α), and engagement bonus (β) to calculate R(m).
Level Classification Assign each contact to Tier 1 (warm lead), Tier 2 (qualified lead), or Tier 3 (cold outreach).
Gap Detection Identifies targets without a viable bridge and recommends direct contact or targeted network expansion.
Cross-platform Import and analyze connections from X, LinkedIn, or both platforms simultaneously.
Structured Report Generate Top Bridges, Conditional Paths, and No Warm Paths with a recommended action for each contact.

Frequently asked questions

The skill analyzes connections on X (Twitter) and LinkedIn. You can import your graph from one or both platforms.
Combine a drop-off factor (λ), a second-order expansion (α), and a prior engagement bonus (β) to calculate the R(m) score for each contact.
Yes. You must export your connections from X, LinkedIn, or both before running the ranking model.
It classifies them as Tier 3 and recommends direct cold outreach or targeted network expansion to fill the gap in the graph.
Social Graph Ranking — Warm Introductions with Claude AI

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