Dealership Group PluginMediumSkillv0.12.3

Dealer Group Health Monitor

Operational health and investment signals for publicly traded dealer groups

dealer group healthhow is AutoNation doingLAD health checkpublicly traded dealer analysisdealer group efficiencydealer group volume
Medium
Complexity
2–4
API Calls
$0.003 – $0.010
MC API Cost
$0.04 – $0.09
Total Cost

Purpose

For dealer group executives benchmarking against public peers, and for equity analysts tracking automotive retail stocks, the standard data sources — quarterly earnings, syndicated reports — are always 30–90 days stale. Operational signals embedded in live transaction data often surface trend inflections weeks before they appear in financial filings.

Dealer Group Health Monitor analyzes sold volume, average transaction price, and days-on-market trends for publicly traded dealer groups (AN, LAD, PAG, SAH, GPI, ABG, KMX, CVNA) to produce a real-time operational health read and relative ranking.

Audience:Dealer group executivesEquity analystsInvestorsStrategic planning teams

How It Works

Execution flow. MCP tool calls are shown inline on each step.

01
Entity Resolution

Map ticker or group name to the MarketCheck dealership_group_name. Confirm entity before pulling data.

↔ Parallel Execution

02
Current Month Volumeget_sold_summary

Pull get_sold_summary ranked by dealership_group_name for the current month — extract target group's sold_count, avg_sale_price, avg_days_on_market.

03
Prior Month Comparisonget_sold_summary

Pull same summary for prior month to calculate MoM changes for the target group.

04
Health Report

Produce operational health scorecard with MoM trends, ranking within public peer cohort, and investment signal notes.

MCP Tool Calls

ToolCallsPurpose
get_sold_summary2Current and prior month cohort data

Example Output

DEALER GROUP HEALTH MONITOR | February 2026
═══════════════════════════════════════════

Target: AutoNation (AN)

                Feb 2026    Jan 2026    MoM Change
Sold Volume     18,421      17,840      +3.3%
Avg Sale Price  $33,800     $33,400     +1.2%
Avg DOM         32 days     34 days     -5.9%  ↑ (improving)

PUBLIC PEER RANKING (Feb 2026):
  1. AutoNation (AN)       18,421 units
  2. Lithia (LAD)          16,204 units
  3. Group 1 (GPI)          9,812 units
  4. Penske (PAG)           8,441 units

HEALTH SIGNAL: Volume and pricing both up MoM. DOM improving.
Operational indicators: POSITIVE. No deterioration signals detected.

Cost Estimate

TierMedium
API Calls2–4
MC API — best$0.003
MC API — worst$0.010
Claude — best$0.03
Claude — worst$0.08
Total range$0.04$0.09

20 health checks/month ≈ $1–2

Limitations

  • Volume and pricing metrics are derived from sold transaction data — not financial reporting, which includes service, F&I, and parts revenue.
  • Dealership group name matching is exact-match dependent — franchise variations may cause undercount.
  • This is operational signal data, not investment advice.
  • US market only.
Dealership Group Plugin
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