n8n-mcp/TELEMETRY_ANALYSIS_INDEX.md

n8n-MCP Telemetry Analysis - Complete Index

Navigation Guide for All Analysis Documents

Analysis Period: August 10 - November 8, 2025 (90 days) Report Date: November 8, 2025 Data Quality: High (506K+ events, 36/90 days with errors) Status: Critical Issues Identified - Action Required

---

Document Overview

This telemetry analysis consists of 5 comprehensive documents designed for different audiences and use cases.

Document Map

┌─────────────────────────────────────────────────────────────┐
│         TELEMETRY ANALYSIS COMPLETE PACKAGE                │
├─────────────────────────────────────────────────────────────┤
│                                                             │
│  1. EXECUTIVE SUMMARY (this file + next level up)          │
│     ↓ Start here for quick overview                        │
│     └─→ TELEMETRY_EXECUTIVE_SUMMARY.md                     │
│         • For: Decision makers, leadership                 │
│         • Length: 5-10 minutes read                        │
│         • Contains: Key stats, risks, ROI                  │
│                                                             │
│  2. MAIN ANALYSIS REPORT                                   │
│     ↓ For comprehensive understanding                      │
│     └─→ TELEMETRY_ANALYSIS_REPORT.md                       │
│         • For: Product, engineering teams                  │
│         • Length: 30-45 minutes read                       │
│         • Contains: Detailed findings, patterns, trends    │
│                                                             │
│  3. TECHNICAL DEEP-DIVE                                    │
│     ↓ For root cause investigation                         │
│     └─→ TELEMETRY_TECHNICAL_DEEP_DIVE.md                   │
│         • For: Engineering team, architects                │
│         • Length: 45-60 minutes read                       │
│         • Contains: Root causes, hypotheses, gaps          │
│                                                             │
│  4. IMPLEMENTATION ROADMAP                                 │
│     ↓ For actionable next steps                            │
│     └─→ IMPLEMENTATION_ROADMAP.md                          │
│         • For: Engineering leads, project managers         │
│         • Length: 20-30 minutes read                       │
│         • Contains: Detailed implementation steps          │
│                                                             │
│  5. VISUALIZATION DATA                                     │
│     ↓ For presentations and dashboards                     │
│     └─→ TELEMETRY_DATA_FOR_VISUALIZATION.md                │
│         • For: All audiences (chart data)                  │
│         • Length: Reference material                       │
│         • Contains: Charts, graphs, metrics data           │
│                                                             │
└─────────────────────────────────────────────────────────────┘

---

Quick Navigation

By Role

Executive Leadership / C-Level

Time Available: 5-10 minutes Priority: Understanding business impact

1. Start: TELEMETRY_EXECUTIVE_SUMMARY.md
2. Focus: Risk assessment, ROI, timeline
3. Reference: Key Statistics (below)

---

Product Management

Time Available: 30 minutes Priority: User impact, feature decisions

1. Start: TELEMETRY_ANALYSIS_REPORT.md (Section 1-3)
2. Then: TELEMETRY_TECHNICAL_DEEP_DIVE.md (Section 1-2)
3. Reference: TELEMETRY_DATA_FOR_VISUALIZATION.md (charts)

---

Engineering / DevOps

Time Available: 1-2 hours Priority: Root causes, implementation details

1. Start: TELEMETRY_TECHNICAL_DEEP_DIVE.md
2. Then: IMPLEMENTATION_ROADMAP.md
3. Reference: TELEMETRY_ANALYSIS_REPORT.md (for metrics)

---

Engineering Leads / Architects

Time Available: 2-3 hours Priority: System design, priority decisions

1. Start: TELEMETRY_ANALYSIS_REPORT.md (all sections)
2. Then: TELEMETRY_TECHNICAL_DEEP_DIVE.md (all sections)
3. Then: IMPLEMENTATION_ROADMAP.md
4. Reference: Visualization data for presentations

---

Customer Support / Success

Time Available: 20 minutes Priority: Common issues, user guidance

1. Start: TELEMETRY_EXECUTIVE_SUMMARY.md (Top 5 Issues section)
2. Then: TELEMETRY_ANALYSIS_REPORT.md (Section 6: Search Queries)
3. Reference: Top error messages list (below)

---

Marketing / Communications

Time Available: 15 minutes Priority: Messaging, external communications

1. Start: TELEMETRY_EXECUTIVE_SUMMARY.md
2. Focus: Business impact statement
3. Key message: "We're fixing critical issues this week"

---

Key Statistics Summary

Error Metrics

Metric	Value	Status
Total Errors (90 days)	8,859	Baseline
Daily Average	60.68	Stable
Peak Day	276 (Oct 30)	Outlier
ValidationError	3,080 (34.77%)	Largest
TypeError	2,767 (31.23%)	Second

Tool Performance

Metric	Value	Status
Critical Tool: get_node_info	11.72% failure	Action Required
Average Success Rate	98.4%	Good
Highest Risk Tools	5.5-6.4% failure	Monitor

Performance

Metric	Value	Status
Sequential Updates Latency	55.2 seconds	Bottleneck
Read-After-Write Latency	96.6 seconds	Bottleneck
Search Retry Rate	17%	High

User Engagement

Metric	Value	Status
Daily Sessions	895 avg	Healthy
Daily Users	572 avg	Healthy
Sessions per User	1.52 avg	Good

---

Top 5 Critical Issues

1. Workflow-Level Validation Failures (39% of errors)

• File: TELEMETRY_ANALYSIS_REPORT.md, Section 2.1
• Detail: TELEMETRY_TECHNICAL_DEEP_DIVE.md, Section 1.1
• Fix: IMPLEMENTATION_ROADMAP.md, Section Phase 1, Issue 1.2

2. get_node_info Unreliability (11.72% failure)

• File: TELEMETRY_ANALYSIS_REPORT.md, Section 3.2
• Detail: TELEMETRY_TECHNICAL_DEEP_DIVE.md, Section 4.1
• Fix: IMPLEMENTATION_ROADMAP.md, Section Phase 1, Issue 1.1

3. Slow Sequential Updates (55+ seconds)

• File: TELEMETRY_ANALYSIS_REPORT.md, Section 4.1
• Detail: TELEMETRY_TECHNICAL_DEEP_DIVE.md, Section 6.1
• Fix: IMPLEMENTATION_ROADMAP.md, Section Phase 1, Issue 1.3

4. Search Inefficiency (17% retry rate)

• File: TELEMETRY_ANALYSIS_REPORT.md, Section 6.1
• Detail: TELEMETRY_TECHNICAL_DEEP_DIVE.md, Section 6.3
• Fix: IMPLEMENTATION_ROADMAP.md, Section Phase 2, Issue 2.2

5. Type-Related Validation Errors (31.23% of errors)

• File: TELEMETRY_ANALYSIS_REPORT.md, Section 1.2
• Detail: TELEMETRY_TECHNICAL_DEEP_DIVE.md, Section 2
• Fix: IMPLEMENTATION_ROADMAP.md, Section Phase 2, Issue 2.3

---

Implementation Timeline

Week 1 (Immediate)

Expected Impact: 40-50% error reduction

1. Fix get_node_info reliability

   • File: IMPLEMENTATION_ROADMAP.md, Phase 1, Issue 1.1
   • Effort: 1 day

2. Improve validation error messages

   • File: IMPLEMENTATION_ROADMAP.md, Phase 1, Issue 1.2
   • Effort: 2 days

3. Add batch workflow update operation

   • File: IMPLEMENTATION_ROADMAP.md, Phase 1, Issue 1.3
   • Effort: 2-3 days

Week 2-3 (High Priority)

Expected Impact: +30% additional improvement

1. Implement validation caching

   • File: IMPLEMENTATION_ROADMAP.md, Phase 2, Issue 2.1
   • Effort: 1-2 days

2. Improve search ranking

   • File: IMPLEMENTATION_ROADMAP.md, Phase 2, Issue 2.2
   • Effort: 2 days

3. Add TypeScript types for top nodes

   • File: IMPLEMENTATION_ROADMAP.md, Phase 2, Issue 2.3
   • Effort: 3 days

Week 4 (Optimization)

Expected Impact: +10% additional improvement

1. Return updated state in responses

   • File: IMPLEMENTATION_ROADMAP.md, Phase 3, Issue 3.1
   • Effort: 1-2 days

2. Add workflow diff generation

   • File: IMPLEMENTATION_ROADMAP.md, Phase 3, Issue 3.2
   • Effort: 1-2 days

---

Key Findings by Category

Validation Issues

• Most common error category (96.6% of all errors)
• Workflow-level validation: 39.11% of validation errors
• Generic error messages prevent self-resolution
• See: TELEMETRY_ANALYSIS_REPORT.md, Section 2

Tool Reliability Issues

• get_node_info critical (11.72% failure rate)
• Information retrieval tools less reliable than state management tools
• Validation tools consistently underperform (5.5-6.4% failure)
• See: TELEMETRY_ANALYSIS_REPORT.md, Section 3 & TECHNICAL_DEEP_DIVE.md, Section 4

Performance Bottlenecks

• Sequential operations extremely slow (55+ seconds)
• Read-after-write pattern inefficient (96.6 seconds)
• Search refinement rate high (17% need multiple searches)
• See: TELEMETRY_ANALYSIS_REPORT.md, Section 4 & TECHNICAL_DEEP_DIVE.md, Section 6

User Behavior

• Top searches: test (5.8K), webhook (5.1K), http (4.2K)
• Most searches indicate where users struggle
• Session metrics show healthy engagement
• See: TELEMETRY_ANALYSIS_REPORT.md, Section 6

Temporal Patterns

• Error rate volatile with significant spikes
• October incident period with slow recovery
• Currently stabilizing at 60-65 errors/day baseline
• See: TELEMETRY_ANALYSIS_REPORT.md, Section 9 & TECHNICAL_DEEP_DIVE.md, Section 5

---

Metrics to Track Post-Implementation

Primary Success Metrics

1. get_node_info failure rate: 11.72% → <1%
2. Validation error clarity: Generic → Specific (95% have guidance)
3. Update latency: 55.2s → <5s
4. Overall error count: 8,859 → <2,000 per quarter

Secondary Metrics

1. Tool success rates across board: >99%
2. Search retry rate: 17% → <5%
3. Workflow validation time: <2 seconds
4. User satisfaction: +50% improvement

Dashboard Recommendations

• See: TELEMETRY_DATA_FOR_VISUALIZATION.md, Section 14
• Create live dashboard in Grafana/Datadog
• Update daily; review weekly

---

SQL Queries Reference

All analysis derived from these core queries:

Error Analysis

-- Error type distribution
SELECT error_type, SUM(error_count) as total_occurrences
FROM telemetry_errors_daily
WHERE date >= CURRENT_DATE - INTERVAL '90 days'
GROUP BY error_type ORDER BY total_occurrences DESC;

-- Temporal trends
SELECT date, SUM(error_count) as daily_errors
FROM telemetry_errors_daily
WHERE date >= CURRENT_DATE - INTERVAL '90 days'
GROUP BY date ORDER BY date DESC;

Tool Performance

-- Tool success rates
SELECT tool_name, SUM(usage_count), SUM(success_count),
  ROUND(100.0 * SUM(success_count) / SUM(usage_count), 2) as success_rate
FROM telemetry_tool_usage_daily
WHERE date >= CURRENT_DATE - INTERVAL '90 days'
GROUP BY tool_name
ORDER BY success_rate ASC;

Validation Errors

-- Validation errors by node type
SELECT node_type, error_type, SUM(error_count) as total
FROM telemetry_validation_errors_daily
WHERE date >= CURRENT_DATE - INTERVAL '90 days'
GROUP BY node_type, error_type
ORDER BY total DESC;

Complete query library in: TELEMETRY_ANALYSIS_REPORT.md, Section 12

---

FAQ

Q: Which document should I read first?

A: TELEMETRY_EXECUTIVE_SUMMARY.md (5 min) to understand the situation

Q: What's the most critical issue?

A: Workflow-level validation failures (39% of errors) with generic error messages that prevent users from self-fixing

Q: How long will fixes take?

A: Week 1: 40-50% improvement; Full implementation: 4-5 weeks

Q: What's the ROI?

A: ~26x return in first year; payback in <2 weeks

Q: Should we implement all recommendations?

A: Phase 1 (Week 1) is mandatory; Phase 2-3 are high-value optimization

Q: How confident are these findings?

A: Very high; based on 506K events across 90 days with consistent patterns

Q: What should support/success team do?

A: Review Section 6 of ANALYSIS_REPORT.md for top user pain points and search patterns

---

Additional Resources

For Presentations

• Use TELEMETRY_DATA_FOR_VISUALIZATION.md for all chart/graph data
• Recommend audience: TELEMETRY_EXECUTIVE_SUMMARY.md, Section "Stakeholder Questions & Answers"

For Team Meetings

• Stand-up briefing: Key Statistics Summary (above)
• Engineering sync: IMPLEMENTATION_ROADMAP.md
• Product review: TELEMETRY_ANALYSIS_REPORT.md, Sections 1-3

For Documentation

• User-facing docs: TELEMETRY_ANALYSIS_REPORT.md, Section 6 (search queries reveal documentation gaps)
• Error code docs: IMPLEMENTATION_ROADMAP.md, Phase 4

For Monitoring

• KPI dashboard: TELEMETRY_DATA_FOR_VISUALIZATION.md, Section 14
• Alert thresholds: IMPLEMENTATION_ROADMAP.md, success metrics

---

Contact & Questions

Analysis Prepared By: AI Telemetry Analyst Date: November 8, 2025 Data Freshness: Last updated October 31, 2025 (daily updates) Review Frequency: Weekly recommended

For questions about specific findings, refer to:

• Executive level: TELEMETRY_EXECUTIVE_SUMMARY.md
• Technical details: TELEMETRY_TECHNICAL_DEEP_DIVE.md
• Implementation: IMPLEMENTATION_ROADMAP.md

---

Document Checklist

Use this checklist to ensure you've reviewed appropriate documents:

Essential Reading (Everyone)

• TELEMETRY_EXECUTIVE_SUMMARY.md (5-10 min)
• Top 5 Issues section above (5 min)

Role-Specific

• Leadership: TELEMETRY_EXECUTIVE_SUMMARY.md (Risk & ROI sections)
• Engineering: TELEMETRY_TECHNICAL_DEEP_DIVE.md (all sections)
• Product: TELEMETRY_ANALYSIS_REPORT.md (Sections 1-3)
• Project Manager: IMPLEMENTATION_ROADMAP.md (Timeline section)
• Support: TELEMETRY_ANALYSIS_REPORT.md (Section 6: Search Queries)

For Implementation

• IMPLEMENTATION_ROADMAP.md (all sections)
• TELEMETRY_TECHNICAL_DEEP_DIVE.md (root cause analysis)

For Presentations

• TELEMETRY_DATA_FOR_VISUALIZATION.md (all chart data)
• TELEMETRY_EXECUTIVE_SUMMARY.md (key statistics)

---

Version History

Version	Date	Changes
1.0	Nov 8, 2025	Initial comprehensive analysis

---

Next Steps

1. Today: Review TELEMETRY_EXECUTIVE_SUMMARY.md
2. Tomorrow: Schedule team review meeting
3. This Week: Estimate Phase 1 implementation effort
4. Next Week: Begin Phase 1 development

---

Status: Analysis Complete - Ready for Action

All documents are located in: /Users/romualdczlonkowski/Pliki/n8n-mcp/n8n-mcp/

Files:

• TELEMETRY_ANALYSIS_INDEX.md (this file)
• TELEMETRY_EXECUTIVE_SUMMARY.md
• TELEMETRY_ANALYSIS_REPORT.md
• TELEMETRY_TECHNICAL_DEEP_DIVE.md
• IMPLEMENTATION_ROADMAP.md
• TELEMETRY_DATA_FOR_VISUALIZATION.md