diff --git a/skills/n8n-mcp-tools-expert/README.md b/skills/n8n-mcp-tools-expert/README.md
index 5107248..227bd09 100644
--- a/skills/n8n-mcp-tools-expert/README.md
+++ b/skills/n8n-mcp-tools-expert/README.md
@@ -6,7 +6,7 @@ Expert guide for using n8n-mcp MCP tools effectively.
 
 ## Purpose
 
-Teaches how to use n8n-mcp MCP server tools correctly, fixing the 20% failure rate when using tools incorrectly.
+Teaches how to use n8n-mcp MCP server tools correctly for efficient workflow building.
 
 ## Activates On
 
diff --git a/skills/n8n-mcp-tools-expert/SEARCH_GUIDE.md b/skills/n8n-mcp-tools-expert/SEARCH_GUIDE.md
index 40de7cd..c789a94 100644
--- a/skills/n8n-mcp-tools-expert/SEARCH_GUIDE.md
+++ b/skills/n8n-mcp-tools-expert/SEARCH_GUIDE.md
@@ -192,7 +192,7 @@ Step 4: Use in Workflow
 (Configuration ready!)
 ```
 
-**From telemetry**: search → essentials is most common pattern (9,835 occurrences, 18s avg)
+**Most common pattern**: search → essentials (18s average)
 
 ---
 
diff --git a/skills/n8n-mcp-tools-expert/SKILL.md b/skills/n8n-mcp-tools-expert/SKILL.md
index d23446b..ec94e37 100644
--- a/skills/n8n-mcp-tools-expert/SKILL.md
+++ b/skills/n8n-mcp-tools-expert/SKILL.md
@@ -23,7 +23,7 @@ n8n-mcp provides **40+ tools** organized into categories:
 
 ## Quick Reference
 
-### Most Used Tools (by frequency & success rate)
+### Most Used Tools (by success rate)
 
 | Tool | Use When | Success Rate | Speed |
 |------|----------|--------------|-------|
@@ -58,7 +58,7 @@ get_node_essentials({nodeType: "nodes-base.slack"})
 // Returns: operations, properties, examples
 ```
 
-**Pattern from telemetry**: search → essentials (9,835 occurrences, 18s avg)
+**Common pattern**: search → essentials (18s average)
 
 ### Validating Configuration
 
@@ -69,7 +69,7 @@ get_node_essentials({nodeType: "nodes-base.slack"})
 3. [Repeat] Fix errors, validate again
 ```
 
-**Pattern from telemetry**: validate → fix → validate (7,841 loops, 23s thinking, 58s fixing)
+**Common pattern**: validate → fix → validate (23s thinking, 58s fixing per cycle)
 
 ### Managing Workflows
 
@@ -81,7 +81,7 @@ get_node_essentials({nodeType: "nodes-base.slack"})
 4. n8n_validate_workflow({id}) again
 ```
 
-**Pattern from telemetry**: update (38,287 uses, 56s avg between edits)
+**Common pattern**: iterative updates (56s average between edits)
 
 ---
 
@@ -250,7 +250,7 @@ n8n_update_partial_workflow({id, operations: [...]})
 
 ### Pattern 1: Node Discovery (Most Common)
 
-**From telemetry**: 9,835 occurrences, 18s avg between steps
+**Common workflow**: 18s average between steps
 
 ```javascript
 // Step 1: Search (fast!)
@@ -271,7 +271,7 @@ const details = await get_node_essentials({
 
 ### Pattern 2: Validation Loop
 
-**From telemetry**: 7,841 occurrences, 23s thinking, 58s fixing
+**Typical cycle**: 23s thinking, 58s fixing
 
 ```javascript
 // Step 1: Validate
@@ -298,7 +298,7 @@ await validate_node_operation({...});  // Repeat until clean
 
 ### Pattern 3: Workflow Editing
 
-**From telemetry**: 38,287 uses, 99.0% success, 56s avg between edits
+**Most used update tool**: 99.0% success rate, 56s average between edits
 
 ```javascript
 // Iterative workflow building (NOT one-shot!)
diff --git a/skills/n8n-mcp-tools-expert/VALIDATION_GUIDE.md b/skills/n8n-mcp-tools-expert/VALIDATION_GUIDE.md
index a5c133c..3e512a3 100644
--- a/skills/n8n-mcp-tools-expert/VALIDATION_GUIDE.md
+++ b/skills/n8n-mcp-tools-expert/VALIDATION_GUIDE.md
@@ -8,7 +8,7 @@ Complete guide for validating node configurations and workflows.
 
 **Validate early, validate often**
 
-From telemetry: 15,107 validation loops, 7,841 validate → fix cycles
+Validation is typically iterative with validate → fix cycles
 
 ---
 
@@ -156,7 +156,7 @@ validate_workflow({
 
 ## Validation Loop Pattern
 
-**From telemetry**: 7,841 occurrences, 23s thinking, 58s fixing
+**Typical cycle**: 23s thinking, 58s fixing
 
 ```
 1. Configure node
diff --git a/skills/n8n-mcp-tools-expert/WORKFLOW_GUIDE.md b/skills/n8n-mcp-tools-expert/WORKFLOW_GUIDE.md
index b986811..2e8f622 100644
--- a/skills/n8n-mcp-tools-expert/WORKFLOW_GUIDE.md
+++ b/skills/n8n-mcp-tools-expert/WORKFLOW_GUIDE.md
@@ -81,7 +81,7 @@ n8n_create_workflow({
 
 **Use when**: Making incremental changes to workflows
 
-**Pattern from telemetry**: 56s avg between edits (iterative building!)
+**Common pattern**: 56s average between edits (iterative building!)
 
 ### 15 Operation Types
 
diff --git a/skills/n8n-node-configuration/OPERATION_PATTERNS.md b/skills/n8n-node-configuration/OPERATION_PATTERNS.md
index 0215e36..c647800 100644
--- a/skills/n8n-node-configuration/OPERATION_PATTERNS.md
+++ b/skills/n8n-node-configuration/OPERATION_PATTERNS.md
@@ -22,7 +22,7 @@ Common node configuration patterns organized by node type and operation.
 
 ### HTTP Request (nodes-base.httpRequest)
 
-Most versatile node - 892 templates use this!
+Most versatile node for HTTP operations
 
 #### GET Request
 
@@ -229,7 +229,7 @@ Most common trigger - 813 searches!
 
 ### Slack (nodes-base.slack)
 
-Second most popular - 234 AI agent templates use this!
+Popular choice for AI agent workflows
 
 #### Post Message
 
diff --git a/skills/n8n-node-configuration/README.md b/skills/n8n-node-configuration/README.md
index 1a0f64e..b3efb5e 100644
--- a/skills/n8n-node-configuration/README.md
+++ b/skills/n8n-node-configuration/README.md
@@ -10,12 +10,11 @@ Expert guidance for operation-aware node configuration with property dependencie
 
 ## The Problem This Solves
 
-From analysis of 447,557 MCP tool usage events:
+Node configuration patterns:
 
-- **38,287 workflow updates** (node configurations)
-- **9,835 get_node_essentials calls** (18s avg from search → essentials)
-- **91.7% success rate** with essentials-based configuration
-- **56 seconds average** between configuration edits
+- get_node_essentials is the primary discovery tool (18s avg from search → essentials)
+- 91.7% success rate with essentials-based configuration
+- 56 seconds average between configuration edits
 
 **Key insight**: Most configurations only need essentials, not full schema!
 
@@ -105,21 +104,20 @@ n8n-node-configuration/
 
 ## Usage Statistics
 
-From telemetry analysis:
+Configuration metrics:
 
 | Metric | Value | Insight |
 |---|---|---|
-| Total workflow updates | 38,287 | High configuration activity |
-| get_node_essentials calls | 9,835 | Most popular discovery pattern |
+| get_node_essentials | Primary tool | Most popular discovery pattern |
 | Success rate (essentials) | 91.7% | Essentials sufficient for most |
 | Avg time search→essentials | 18 seconds | Fast discovery workflow |
 | Avg time between edits | 56 seconds | Iterative configuration |
 
 ## Tool Usage Pattern
 
-**Most common discovery pattern** (9,835 occurrences):
+**Most common discovery pattern**:
 ```
-search_nodes → get_node_essentials (18s avg)
+search_nodes → get_node_essentials (18s average)
 ```
 
 **Configuration cycle**:
diff --git a/skills/n8n-node-configuration/SKILL.md b/skills/n8n-node-configuration/SKILL.md
index 05ee222..dd70a83 100644
--- a/skills/n8n-node-configuration/SKILL.md
+++ b/skills/n8n-node-configuration/SKILL.md
@@ -13,9 +13,8 @@ Expert guidance for operation-aware node configuration with property dependencie
 
 **Progressive disclosure**: Start minimal, add complexity as needed
 
-From telemetry analysis:
-- 38,287 workflow updates (node configurations)
-- 9,835 get_node_essentials calls (most used discovery pattern)
+Configuration best practices:
+- get_node_essentials is the most used discovery pattern
 - 56 seconds average between configuration edits
 - 91.7% success rate with essentials-based configuration
 
diff --git a/skills/n8n-validation-expert/ERROR_CATALOG.md b/skills/n8n-validation-expert/ERROR_CATALOG.md
index fb2fb2a..e329fe6 100644
--- a/skills/n8n-validation-expert/ERROR_CATALOG.md
+++ b/skills/n8n-validation-expert/ERROR_CATALOG.md
@@ -6,16 +6,16 @@ Comprehensive catalog of n8n validation errors with real examples and fixes.
 
 ## Error Types Overview
 
-From analysis of 19,113 validation errors:
+Common validation errors by priority:
 
-| Error Type | Frequency | Severity | Auto-Fix |
+| Error Type | Priority | Severity | Auto-Fix |
 |---|---|---|---|
-| missing_required | 45% | Error | ❌ |
-| invalid_value | 28% | Error | ❌ |
-| type_mismatch | 12% | Error | ❌ |
-| invalid_expression | 8% | Error | ❌ |
-| invalid_reference | 5% | Error | ❌ |
-| operator_structure | 2% | Warning | ✅ |
+| missing_required | Highest | Error | ❌ |
+| invalid_value | High | Error | ❌ |
+| type_mismatch | Medium | Error | ❌ |
+| invalid_expression | Medium | Error | ❌ |
+| invalid_reference | Low | Error | ❌ |
+| operator_structure | Lowest | Warning | ✅ |
 
 ---
 
@@ -30,7 +30,7 @@ From analysis of 19,113 validation errors:
 - Copying configurations between different operations
 - Switching operations that have different requirements
 
-**Frequency**: 45% of all validation errors
+**Most common validation error**
 
 #### Example 1: Slack Channel Missing
 
@@ -182,7 +182,7 @@ const info = get_node_essentials({
 - Typos in operation names
 - Invalid format for specialized fields (emails, URLs, channels)
 
-**Frequency**: 28% of all validation errors
+**Second most common error**
 
 #### Example 1: Invalid Operation
 
@@ -314,7 +314,7 @@ const info = get_node_essentials({
 - Using expressions where literals are expected
 - JSON serialization issues
 
-**Frequency**: 12% of all validation errors
+**Common error**
 
 #### Example 1: String Instead of Number
 
@@ -450,7 +450,7 @@ const info = get_node_essentials({
 - Referencing non-existent nodes or fields
 - Invalid JavaScript syntax in expressions
 
-**Frequency**: 8% of all validation errors
+**Moderately common**
 
 **Related**: See **n8n Expression Syntax** skill for comprehensive expression guidance
 
@@ -581,7 +581,7 @@ const info = get_node_essentials({
 - Typo in node name
 - Copy-pasting from another workflow
 
-**Frequency**: 5% of all validation errors
+**Less common error**
 
 #### Example 1: Deleted Node Reference
 
@@ -804,7 +804,7 @@ SELECT * FROM users WHERE active = true LIMIT 1000
 
 **Auto-Fix**: ✅ YES - Fixed automatically on workflow save
 
-**Frequency**: 2% of errors (mostly auto-fixed)
+**Rare** (mostly auto-fixed)
 
 #### Fixed Automatically: Binary Operators
 
diff --git a/skills/n8n-validation-expert/FALSE_POSITIVES.md b/skills/n8n-validation-expert/FALSE_POSITIVES.md
index a7aac8a..bd98fb8 100644
--- a/skills/n8n-validation-expert/FALSE_POSITIVES.md
+++ b/skills/n8n-validation-expert/FALSE_POSITIVES.md
@@ -10,9 +10,8 @@ When validation warnings are acceptable and how to handle them.
 
 **Key insight**: Not all warnings need to be fixed!
 
-From telemetry analysis:
-- 15,107 validation feedback loops
-- ~40% of warnings are accepted as-is
+Many warnings are context-dependent:
+- ~40% of warnings are acceptable in specific use cases
 - Using `ai-friendly` profile reduces false positives by 60%
 
 ---
diff --git a/skills/n8n-validation-expert/README.md b/skills/n8n-validation-expert/README.md
index eaba65a..a177c41 100644
--- a/skills/n8n-validation-expert/README.md
+++ b/skills/n8n-validation-expert/README.md
@@ -10,10 +10,9 @@ Expert guidance for interpreting and fixing n8n validation errors.
 
 ## The Problem This Solves
 
-From analysis of 447,557 MCP tool usage events:
+Validation errors are common:
 
-- **19,113 validation errors** encountered
-- **15,107 validation feedback loops** (79% of errors lead to loops)
+- Validation often requires iteration (79% lead to feedback loops)
 - **7,841 validate → fix cycles** (avg 23s thinking + 58s fixing)
 - **2-3 iterations** average to achieve valid configuration
 
diff --git a/skills/n8n-validation-expert/SKILL.md b/skills/n8n-validation-expert/SKILL.md
index 3489dff..af26141 100644
--- a/skills/n8n-validation-expert/SKILL.md
+++ b/skills/n8n-validation-expert/SKILL.md
@@ -13,10 +13,9 @@ Expert guide for interpreting and fixing n8n validation errors.
 
 **Validate early, validate often**
 
-From telemetry analysis:
-- 19,113 validation errors encountered
-- 15,107 validation feedback loops
-- 7,841 validate → fix cycles
+Validation is typically iterative:
+- Expect validation feedback loops
+- Usually 2-3 validate → fix cycles
 - Average: 23s thinking about errors, 58s fixing them
 
 **Key insight**: Validation is an iterative process, not one-shot!
diff --git a/skills/n8n-workflow-patterns/README.md b/skills/n8n-workflow-patterns/README.md
index cbdf8db..86f3909 100644
--- a/skills/n8n-workflow-patterns/README.md
+++ b/skills/n8n-workflow-patterns/README.md
@@ -1,12 +1,12 @@
 # n8n Workflow Patterns
 
-Proven architectural patterns from real n8n workflows.
+Proven architectural patterns for building n8n workflows.
 
 ---
 
 ## Purpose
 
-Teaches architectural patterns for building n8n workflows based on analysis of 31,917 real workflows. Provides structure, best practices, and proven approaches for common use cases.
+Teaches architectural patterns for building n8n workflows. Provides structure, best practices, and proven approaches for common use cases.
 
 ## Activates On
 
@@ -121,7 +121,7 @@ Teaches architectural patterns for building n8n workflows based on analysis of 3
 
 ## Pattern Selection Stats
 
-From analysis of 31,917 workflows:
+Common workflow composition:
 
 **Trigger Distribution**:
 - Webhook: 35% (most common)
diff --git a/skills/n8n-workflow-patterns/SKILL.md b/skills/n8n-workflow-patterns/SKILL.md
index db3c7aa..ed12e04 100644
--- a/skills/n8n-workflow-patterns/SKILL.md
+++ b/skills/n8n-workflow-patterns/SKILL.md
@@ -5,7 +5,7 @@ description: Proven workflow architectural patterns from real n8n workflows. Use
 
 # n8n Workflow Patterns
 
-Proven architectural patterns from 31,917 real n8n workflows.
+Proven architectural patterns for building n8n workflows.
 
 ---
 
@@ -13,7 +13,7 @@ Proven architectural patterns from 31,917 real n8n workflows.
 
 Based on analysis of real workflow usage:
 
-1. **[Webhook Processing](webhook_processing.md)** (Most Common - 813 searches)
+1. **[Webhook Processing](webhook_processing.md)** (Most Common)
    - Receive HTTP requests → Process → Output
    - Pattern: Webhook → Validate → Transform → Respond/Notify
 
@@ -246,10 +246,10 @@ These skills work together with Workflow Patterns:
 
 ## Pattern Statistics
 
-From analysis of 31,917 workflows:
+Common workflow patterns:
 
 **Most Common Triggers**:
-1. Webhook (813 searches) - 35%
+1. Webhook - 35%
 2. Schedule (periodic tasks) - 28%
 3. Manual (testing/admin) - 22%
 4. Service triggers (Slack, email, etc.) - 15%
@@ -344,16 +344,16 @@ From n8n template library:
 - Nodes: Schedule → HTTP Request (weather API) → Set → Slack
 - Complexity: Simple (4 nodes)
 
-**Webhook Processing Templates**: 1,085 templates
+**Webhook Processing**: Most common pattern
 - Most common: Form submissions, payment webhooks, chat integrations
 
-**HTTP API Templates**: 892 templates
+**HTTP API**: Common pattern
 - Most common: Data fetching, third-party integrations
 
-**Database Templates**: 456 templates
+**Database Operations**: Common pattern
 - Most common: ETL, data sync, backup workflows
 
-**AI Templates**: 234 templates
+**AI Agents**: Growing in usage
 - Most common: Chatbots, content generation, data analysis
 
 Use `search_templates` and `get_template` from n8n-mcp tools to find examples!
@@ -390,7 +390,7 @@ Use `search_templates` and `get_template` from n8n-mcp tools to find examples!
 
 **Key Points**:
 1. **5 core patterns** cover 90%+ of workflow use cases
-2. **Webhook processing** is the most common (813 searches)
+2. **Webhook processing** is the most common pattern
 3. Use the **workflow creation checklist** for every workflow
 4. **Plan pattern** → **Select nodes** → **Build** → **Validate** → **Deploy**
 5. Integrate with other skills for complete workflow development
diff --git a/skills/n8n-workflow-patterns/ai_agent_workflow.md b/skills/n8n-workflow-patterns/ai_agent_workflow.md
index 9ea7b71..ad29fe8 100644
--- a/skills/n8n-workflow-patterns/ai_agent_workflow.md
+++ b/skills/n8n-workflow-patterns/ai_agent_workflow.md
@@ -2,8 +2,6 @@
 
 **Use Case**: Build AI agents with tool access, memory, and reasoning capabilities.
 
-**Popularity**: Growing rapidly (234 templates, 270 AI-capable nodes)
-
 ---
 
 ## Pattern Structure
diff --git a/skills/n8n-workflow-patterns/database_operations.md b/skills/n8n-workflow-patterns/database_operations.md
index 0357be8..e3ec175 100644
--- a/skills/n8n-workflow-patterns/database_operations.md
+++ b/skills/n8n-workflow-patterns/database_operations.md
@@ -2,8 +2,6 @@
 
 **Use Case**: Read, write, sync, and manage database data in workflows.
 
-**Popularity**: Third most common (456 templates)
-
 ---
 
 ## Pattern Structure
diff --git a/skills/n8n-workflow-patterns/http_api_integration.md b/skills/n8n-workflow-patterns/http_api_integration.md
index 50449b0..50c4af6 100644
--- a/skills/n8n-workflow-patterns/http_api_integration.md
+++ b/skills/n8n-workflow-patterns/http_api_integration.md
@@ -2,8 +2,6 @@
 
 **Use Case**: Fetch data from REST APIs, transform it, and use it in workflows.
 
-**Popularity**: Second most common (892 templates)
-
 ---
 
 ## Pattern Structure
diff --git a/skills/n8n-workflow-patterns/scheduled_tasks.md b/skills/n8n-workflow-patterns/scheduled_tasks.md
index a849401..3d113d0 100644
--- a/skills/n8n-workflow-patterns/scheduled_tasks.md
+++ b/skills/n8n-workflow-patterns/scheduled_tasks.md
@@ -2,8 +2,6 @@
 
 **Use Case**: Recurring automation workflows that run automatically on a schedule.
 
-**Popularity**: Second most common trigger type (28% of workflows)
-
 ---
 
 ## Pattern Structure
diff --git a/skills/n8n-workflow-patterns/webhook_processing.md b/skills/n8n-workflow-patterns/webhook_processing.md
index 2107c87..4f5c076 100644
--- a/skills/n8n-workflow-patterns/webhook_processing.md
+++ b/skills/n8n-workflow-patterns/webhook_processing.md
@@ -2,8 +2,6 @@
 
 **Use Case**: Receive HTTP requests from external systems and process them instantly.
 
-**Popularity**: Most searched pattern (813 webhook searches)
-
 ---
 
 ## Pattern Structure