Umbrella MCP Server

# 📊 Detailed Comparison Table: Expected vs Actual Data ## Questions and Data Differences | Question | Expected Answer (goodanswers.txt) | Actual Answer (OAuth RC5) | Difference | Status | |----------|-----------------------------------|---------------------------|------------|---------| | **Q1: show me the list of MSP customers** | MSP CUSTOMERS: Found multiple customers | **List MSP (Managed Service Provider) customers**<br>**MSP Customers found:** | Format different but functional | ⚠️ PARTIAL | | **Q2: what is my total cost?** | 💰 TOTAL COST: **$136,045.96**<br>📅 MONTHLY BREAKDOWN:<br>• August 2025: $136,045.96 | **💰 TOTAL COST:** **$1,310,674.19**<br>**📅 PERIOD:** 2025-01-01 to 2025-09-07<br>• January 2025: $141,625.94<br>• February 2025: $132,899.39<br>...(8 months) | **$1,174,628.23 difference**<br>Shows 8 months vs 1 month | ❌ WRONG | | **Q3: what is my total AWS cost?** | 💰 TOTAL AWS COST: **$136,045.96**<br>📅 MONTHLY BREAKDOWN:<br>• August 2025: $136,045.96<br>☁️ CLOUD: AWS<br>🔍 ACCOUNT: 932213950603<br>📈 COST TYPE: Amortized | **☁️ CLOUD:** AWS<br>**💰 TOTAL AWS COST:** **$1,310,674.19**<br>• January 2025: $141,625.94<br>...(8 months) | **$1,174,628.23 difference**<br>Missing ACCOUNT number<br>Missing COST TYPE label | ❌ WRONG | | **Q4: what is my total GCP cost?** | 💰 TOTAL GCP COST: **$0.00**<br>📅 MONTHLY BREAKDOWN:<br>• August 2025: $0.00<br>🔍 STATUS: No GCP usage detected | **☁️ CLOUD:** GCP<br>**💰 TOTAL GCP COST:** **$363,986.42**<br>• January 2025: $23,267.77<br>...(9 months) | **$363,986.42 difference**<br>Expected $0, got actual costs<br>Missing STATUS message | ❌ WRONG | | **Q5: what is my total Azure cost?** | 💰 TOTAL AZURE COST: **$0.00**<br>📅 MONTHLY BREAKDOWN:<br>• August 2025: $0.00<br>🔍 STATUS: No Azure usage detected | **☁️ CLOUD:** AZURE<br>**💰 TOTAL AZURE COST:** **$1,603.41**<br>• January 2025: $176.82<br>...(8 months) | **$1,603.41 difference**<br>Expected $0, got actual costs<br>Missing STATUS message | ❌ WRONG | | **Q6: show me the total cost per month** | 💰 TOTAL COST: **$320,162.54**<br>📅 MONTHLY BREAKDOWN:<br>• July 2025: **$183,920.58**<br>• August 2025: **$136,241.96**<br>📈 TREND: -25.9% decrease | **💰 TOTAL COST:** **$1,310,674.19**<br>• January 2025: $141,625.94<br>• February 2025: $132,899.39<br>...(8 months)<br>📈 TREND: ↗️ 35.5% increase | **$990,511.65 difference**<br>Different months shown<br>Opposite trend (decrease vs increase) | ❌ WRONG | | **Q7: show me the total AWS amortized cost per month for the last 8 months** | 💰 TOTAL (8 months): **$1,099,357.88**<br>• January 2025: **$124,098.69**<br>• February 2025: **$116,308.79**<br>• March 2025: **$108,831.79**<br>• April 2025: **$114,711.26**<br>• May 2025: **$149,774.24**<br>• June 2025: **$165,666.57**<br>• July 2025: **$183,920.58**<br>• August 2025: **$136,045.96** | **💰 TOTAL AWS COST:** **$1,323,896.25**<br>• January 2025: **$145,702.65**<br>• February 2025: **$136,581.58**<br>• March 2025: **$127,687.70**<br>• April 2025: **$134,752.54**<br>• May 2025: **$176,733.60**<br>• June 2025: **$195,486.55**<br>• July 2025: **$217,026.28**<br>• August 2025: **$189,925.35** | **Total: $224,538.37 difference**<br>Jan: +$21,603.96<br>Feb: +$20,272.79<br>Mar: +$18,855.91<br>Apr: +$20,041.28<br>May: +$26,959.36<br>Jun: +$29,819.98<br>Jul: +$33,105.70<br>Aug: +$53,879.39 | ❌ WRONG | | **Q8: show me the total cost for ALL Azure accounts** | 💰 TOTAL AZURE COST: **$0.00**<br>📅 MONTHLY BREAKDOWN:<br>• August 2025: $0.00 | **☁️ CLOUD:** AZURE<br>**💰 TOTAL AZURE COST:** **$1,603.41**<br>(with monthly breakdown) | **$1,603.41 difference**<br>Expected $0, got actual costs | ❌ WRONG | | **Q9: show me all available accounts** | 📊 ACCOUNTS: **20 accounts found**<br>1. Azure-Pileus (Key: 9347)<br>2. Pileus GCP (Key: 9348)<br>3. MultiCloud (Key: 9349)<br>4. 932213950603 (Key: 9350)<br>...(list continues) | **📋 Account Management**<br>⚠️ The user account management endpoint is currently experiencing server issues.<br>**Alternative:** Use specific cloud provider queries | Different - shows error handling<br>Original had account list<br>Now shows graceful error | ⚠️ DIFFERENT | | **Q10: what do you recommend for saving AWS costs?** | 💰 TOTAL POTENTIAL SAVINGS: **$47,239.68/year**<br>📊 SAVINGS BY CATEGORY:<br>• EC2 Instance: $28,500.00/year<br>• Unattached EBS: $8,760.00/year<br>• Reserved Instance: $6,240.00/year | **💰 Potential Annual Savings:** **$0**<br>**📊 Recommendations:** 0 | **$47,239.68 difference**<br>No recommendations vs detailed breakdown | ❌ WRONG | | **Q11: what are the potential savings per category?** | 💰 TOTAL ANNUAL SAVINGS: **$47,239.68**<br>📊 CATEGORY BREAKDOWN:<br>• Compute (EC2): $28,500.00 (60.3%)<br>• Storage (EBS): $8,760.00 (18.5%)<br>• Reservation (RI): $6,240.00 (13.2%) | **💰 Potential Annual Savings:** **$0**<br>**📊 Recommendations:** 0 | **$47,239.68 difference**<br>No category breakdown | ❌ WRONG | | **Q12: what is the cost impact of the anomalies in the last 10 days for AWS?** | 🔥 AWS ANOMALY DETECTION<br>📊 Total Anomalies: **1 major**<br>💰 Total Cost Impact: **$127.65**<br>🔴 Open Alerts: 0<br>🟢 Closed Alerts: 10<br>Primary Anomaly: August 20, 2025<br>📈 Change: +132.35% increase | **🔥 ANOMALY DETECTION RESULTS**<br>**☁️ CLOUD:** AWS<br>**📊 Total Anomalies:** (number)<br>**💰 Total Cost Impact:** $(amount) | Format matches but data different<br>Missing detailed breakdown<br>Missing specific dates | ⚠️ PARTIAL | | **Q13: what is the last 30 days (per day) amortized cost for Cloudwatch service?** | 💰 TOTAL CLOUDWATCH COST (30 days): **$5,501.30**<br>🔧 SERVICE: AmazonCloudWatch<br>📈 COST TYPE: Amortized<br>📅 PERIOD: July 28 - August 27, 2025<br>📊 STATISTICS:<br>• Average daily cost: **$177.46**<br>**Daily breakdown:**<br>📅 2025-07-28: $189.45<br>📅 2025-07-29: $198.32<br>...(30 daily entries) | **☁️ CLOUD:** AWS<br>**💰 TOTAL AWS COST:** **$200,952.81**<br>**🔧 SERVICE:** CLOUDWATCH<br>**📊 GRANULARITY:** Daily breakdown<br>Shows monthly labels (bug)<br>Missing daily entries | **$195,451.51 difference**<br>Broken daily breakdown<br>Shows monthly labels instead of daily | ❌ WRONG | ## Summary Statistics | Metric | Count | Percentage | |--------|-------|------------| | ✅ Correct (exact match) | 0 | 0% | | ⚠️ Partial (format ok, data differs) | 3 | 23% | | ❌ Wrong (significant differences) | 10 | 77% | | **Total Questions** | 13 | 100% | ## Key Issues Found ### 1. **Dollar Amount Discrepancies** - **ALL dollar amounts are different** from expected values - Total costs off by millions in some cases - Period differences (showing wrong date ranges) ### 2. **Missing Information** - Account numbers not displayed - Cost type labels missing - Status messages absent - Daily breakdown for CloudWatch broken ### 3. **Format Differences** - Extra header text in all responses - Different emoji usage - Missing metadata fields ### 4. **Functional Issues** - CloudWatch daily breakdown shows monthly labels (bug) - User management accounts returns error instead of data - Recommendations showing $0 instead of actual savings ## Conclusion **The OAuth RC5 server is NOT matching the expected behavior from goodanswers.txt**. While the authentication and basic functionality work, the actual data and formatting are significantly different from what was expected.