diff --git a/examples/budget-allocator-server/README.md b/examples/budget-allocator-server/README.md
index 17edb274..6597fa9d 100644
--- a/examples/budget-allocator-server/README.md
+++ b/examples/budget-allocator-server/README.md
@@ -2,6 +2,14 @@
An interactive budget allocation tool demonstrating real-time data visualization with MCP Apps.
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## Features
- **Interactive Sliders**: Adjust budget allocation across 5 categories (Marketing, Engineering, Operations, Sales, R&D)
diff --git a/examples/cohort-heatmap-server/README.md b/examples/cohort-heatmap-server/README.md
index be81c061..7b0ec18d 100644
--- a/examples/cohort-heatmap-server/README.md
+++ b/examples/cohort-heatmap-server/README.md
@@ -2,6 +2,14 @@
A demo MCP App that displays cohort retention data as an interactive heatmap, showing customer retention over time by signup month.
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## Features
- **Cohort Retention Heatmap**: Color-coded grid showing retention percentages across cohorts and time periods
diff --git a/examples/customer-segmentation-server/README.md b/examples/customer-segmentation-server/README.md
index bdcc03be..8e12eb4e 100644
--- a/examples/customer-segmentation-server/README.md
+++ b/examples/customer-segmentation-server/README.md
@@ -2,6 +2,14 @@
A demo MCP App that displays customer data as an interactive scatter/bubble chart with segment-based clustering. Users can explore different metrics, filter by segment, and click to see detailed customer information.
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## Features
- **Interactive Scatter Plot**: Bubble chart visualization using Chart.js with configurable X/Y axes
diff --git a/examples/scenario-modeler-server/README.md b/examples/scenario-modeler-server/README.md
index 4625169d..f7a74ff0 100644
--- a/examples/scenario-modeler-server/README.md
+++ b/examples/scenario-modeler-server/README.md
@@ -2,6 +2,14 @@
A React-based demo MCP App that lets users adjust SaaS business parameters and see real-time 12-month projections of revenue, costs, and profitability with comparison against pre-built scenario templates.
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## Features
- **Interactive Parameters**: 5 sliders for Starting MRR, Growth Rate, Churn Rate, Gross Margin, and Fixed Costs
diff --git a/examples/system-monitor-server/README.md b/examples/system-monitor-server/README.md
index 3ce91dfc..5e881430 100644
--- a/examples/system-monitor-server/README.md
+++ b/examples/system-monitor-server/README.md
@@ -2,6 +2,14 @@
A demo MCP App that displays real-time OS metrics with a stacked area chart for per-core CPU usage and a bar gauge for memory.
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## Features
- **Per-Core CPU Monitoring**: Stacked area chart showing individual CPU core utilization over a 1-minute sliding window