SkillsLib.ai

Player Evaluation and Trade Analysis

Evaluate trades and acquisitions with scouting synthesis and risk scoring

3.3(4 reviews)
100+ downloads
Updated Nov 2026

What You Can Do

Synthesize scouting data, contract details, and roster context to build structured player acquisition analyses. You'll generate comparative trade scenarios, risk scores across performance and health dimensions, and data-driven decision memos that integrate salary cap impact with strategic fit. This accelerates personnel decisions by surfacing hidden trade-offs and benchmarking player value against historical comps.

Features

Scouting Data Synthesis

Combines multiple scouting reports, performance metrics, and scout observations into a unified player profile with strengths, weaknesses, and positional fit assessment

Contract Impact Analysis

Evaluates salary cap implications, contract structure (guaranteed money, opt-outs, incentives), and financial trade-offs across multiple years

Trade Scenario Modeling

Generates 3-5 alternative trade packages, compares them side-by-side, and ranks based on personnel fit, financial feasibility, and strategic alignment

Risk Scoring Framework

Assigns quantified risk across performance sustainability, injury history, role dependence, age curve, and personality/character factors

Team Context Integration

Factors in roster gaps, system fit, playing time availability, veteran presence, and strategic priorities when evaluating acquisition value

Comparative Valuation

Benchmarks player value against recent trades, free agent signings, and draft comps to identify market mispricing opportunities

Injury and Performance Volatility Analysis

Reviews medical history, injury recurrence patterns, and performance variance to quantify downside risk and durability concerns

Decision Memo Generation

Produces executive-ready reports with key findings, confidence levels, alternative scenarios, and recommended next steps

Example Output

Trade Analysis: Acquire [Player A]

Summary: Medium-high fit, high financial cost. Addresses wing defense gap but carries injury risk.

Risk Scorecard: Overall Risk 6.2/10 (Performance 5/10, Health 7/10, Fit 5/10)

Contract Impact: Year 1 cap hit $18M (9% of cap), includes $12M guarantee. Becomes movable after Year 2.

Comps: Similar profile to [Comp Player] traded in 2023 for [Asset Package].


Scouting Synthesis: [Player B]

Strengths: Vertical space intelligence, defensive versatility, high motor. Scout observations: Extremely coachable, strong locker room presence, elite conditioning.

Weaknesses: Limited offensive creation, three-point volume inconsistent, positional size trade-off.

Fit: Ideal for defensive-first schemes; limited upside in pick-and-roll heavy systems.


Acquisition Scenario Comparison

ScenarioCap Hit Yr1Acquisition CostRisk ScoreStrategic Fit
Option A$18M[Asset Package 1]6.2/10High
Option B$12M[Asset Package 2]5.1/10Medium
Option C$22M[Asset Package 3]7.8/10Very High

What's Included

  • Trade Scenario Generator: Framework for rapidly generating and comparing 3-5 alternative acquisition packages with consistent financial and personnel modeling
  • Risk Scoring System: Structured methodology for quantifying performance, health, fit, and character risk across comparable dimensions
  • Scouting Synthesis Template: Process for integrating multiple scouting reports into a cohesive strengths/weaknesses/fit profile with confidence annotations
  • Contract Analysis Worksheet: Guidelines for evaluating guaranteed money, opt-outs, incentives, void years, and multi-year salary cap implications
  • Comparative Valuation Reference: Framework for benchmarking acquisitions against recent trades, free agent deals, and draft value charts
  • Decision Memo Template: Executive-ready format for presenting analysis, key findings, alternatives, and recommended actions to ownership and coaching staff

Who It's For

  • General Managers and Assistant General Managers
  • Directors of Scouting and Amateur Personnel
  • Sports Analytics Managers and Salary Cap Specialists
  • Team Ownership and Executive Leadership
  • Pro Scouts and Personnel Evaluators

Best For

  • Trade deadline decisions and negotiations
  • Free agent acquisition evaluation
  • Draft day player evaluation and value assessment
  • Contract negotiation preparation and financial modeling
  • Mid-season roster adjustments and improvement scenarios

You might also like

Player Relationship Strategy & Career Development System
$35
Player Relationship Strategy & Career Development System

You can develop comprehensive player relationship strategies, create personalized career development plans, and generate communication frameworks that strengthen athlete engagement and retention. Claude analyzes player profiles, performance data, and career goals to recommend actionable development paths and relationship-building tactics that increase player satisfaction and organizational loyalty.

Sponsorship Deal Intelligence
$30
Sponsorship Deal Intelligence

This skill helps you evaluate sponsorship opportunities, assess deal terms, and identify the best partners for your brand or event. Claude analyzes contracts, calculates ROI projections, identifies sponsorship gaps, and generates data-driven recommendations to maximize partnership value and revenue potential.

Draft Strategy Advisor for Sports General Managers
$30
Draft Strategy Advisor for Sports General Managers

Analyze draft prospects, simulate draft scenarios, and optimize team selections based on roster needs, cap implications, and positional strategies. You can evaluate talent pools, compare prospect rankings across multiple sources, identify value at different draft positions, and simulate how your picks interact with your existing roster to maximize competitive advantage.

Creating Skills
$45
Creating Skills

You can create new Claude skills from scratch or improve existing ones by following proven structural patterns, frontmatter standards, and discoverability best practices. This skill teaches you how to write skills that future Claude instances can quickly locate, scan, and effectively apply to real problems—ensuring your techniques get reused instead of forgotten.

Sports Fan & Business Analytics Framework
$30
Sports Fan & Business Analytics Framework

This skill transforms raw sports fan data and business metrics into actionable strategic insights. You'll evaluate fan engagement patterns, revenue drivers, competitive positioning, and retention opportunities, then generate data-driven recommendations for maximizing lifetime value and market share. The framework synthesizes fan behavior analytics with business performance metrics to guide pricing, content, sponsorship, and retention strategies.

Salary Cap Analyst
$30
Salary Cap Analyst

You can evaluate complex contract structures, calculate salary cap hits across multiple years, and model the financial impact of trades, free agency, and restructurings. This skill helps you understand guaranteed money, dead cap, escrow implications, and luxury tax thresholds to make data-driven negotiation decisions.

Athletic Performance Analysis & Reporting
$35
Athletic Performance Analysis & Reporting

Transform raw performance data into comprehensive analytics reports that reveal trends, strengths, and improvement areas. This skill processes workout metrics, competition results, and fitness data to generate detailed performance summaries with visual insights, statistical analysis, and personalized recommendations. You get actionable intelligence to optimize training, track progress, and make informed decisions about athlete development.

Sports Licensing Strategy & Agreement Management
$35
Licensing4.0(3)
Sports Licensing Strategy & Agreement Management

You can evaluate licensing opportunities for sports brands and athletes, assess partnership fit against your business goals, and generate customized agreement frameworks tailored to your specific terms and protections. This skill helps you navigate the complex legal and commercial landscape of sports licensing while ensuring compliance with league regulations and industry standards.

$25.00