Because the Experience Matters

How Dynamics 365 ERP MCP Server Turned a Complex Automation Request into a One-Day Miracle 

Recently, Reach received a client request that perfectly fits that category: Automate the entire Trial Balance (TB) snapshot and integration process across multiple legal entities in D365 F&O, ensuring full scalability. What happened next surprised us. 
5 minutes read

In the world of Dynamics 365 Finance & Operations (D365 F&O), automation requests often come with layers of complexity—multiple legal entities, hourly jobs, custom exports, data model extensions, SharePoint or SFTP integrations, and more. Normally, delivering such a solution requires a blend of X++ development, batch job configuration, Logic Apps, data management frameworks, and weeks of testing. 

Recently, Reach received a client request that perfectly fits that category: Automate the entire Trial Balance (TB) snapshot and integration process across multiple legal entities in D365 F&O, ensuring full scalability. What happened next surprised us. 

The Original Requirements 

The client’s expectations were extensive and detailed. Here’s what the automation needed to achieve: 

1. Process Automation 

  • Automatically generate Trial Balance snapshots using the appropriate data entity 
  • Frequency: Hourly 
  • Coverage: All required legal entities 

2. Custom TB Snapshot Export 

Each export must include: 

  • Ledger account number 
  • Ledger account name 
  • Ending balance 

3. Recurring Export Jobs 

  • Export Current period and Previous period snapshots 
  • Output: Two files per legal entity 

4. Dynamic File Naming 

  • File names must include: 
  • Legal Entity identifier 
  • Period identifier 
  • Timestamp 

5. Data Model Extensions 

  • Extend LedgerTrialBalanceSnapshot to include: 
  • Main account name 
  • Any other required fields 

6. SharePoint or SFTP Integration 

  • Use Logic Apps (or equivalent) to securely transmit exported files from D365 F&O to SharePoint or SFTP. 

7. End-to-End Validation 

  • Functional testing 
  • Integration testing 
  • Deployment across TEST → UAT → PROD 

 Traditional Approach: 40+ Hours of Work 

To meet these requirements using conventional D365 F&O tools and development, we would typically rely on: 

  • 24 scheduled process automations to create hourly TB snapshots 
  • X++ extensions to update the LedgerTrialBalanceSnapshot entity 
  • Manual configuration of multiple recurring Data Management export jobs 
  • Filtering logic and queries to select the correct periods 
  • Logic Apps to monitor DMF queues, rename files dynamically, and push them to SharePoint/SFTP 
  • Multiple deployment cycles and environment-specific setups.

Estimated effort: 40+ hours, not counting unexpected adjustments. 

Enter Dynamics 365 ERP MCP Server — The Game Changer 

We have heard about the power of the Dynamics 365 ERP MCP server, but we hadn’t yet applied it to a real-world scenario of this scale.

Within a few hours of working with the Dynamics 365 ERP MCP Server-driven Agent, we realized something remarkable: 

This entire solution could be automated—without building dozens of recurring jobs, writing X++, or orchestrating Logic Apps manually. 

By leveraging the Dynamics 365 ERP MCP Server: 

  • The Agent had direct access to the Trial Balance structures 
  • It understood ranges, filters, and balance calculations 
  • It dynamically generated exports 
  • It handled naming conventions automatically 
  • It pushed data where needed 
  • And, most importantly, it scaled effortlessly across legal entities.

All we needed was: 

  • Knowledge of where Trial Balances reside in Finance and Operations 
  • Understanding of period filters and balance calculation logic 
  • Basic familiarity with Dynamics 365 ERP MCP server and Agentic concepts.

The Result: Delivered in Less Than a Day 

What would typically take 40+ hours of development, configuration, and integration was instead completed: 

  • In under one working day 
  • Without custom X++ development 
  • Without configuring 24+ automations 
  • Without building complex Logic Apps 
  • With a single intelligent Agent powered by the Dynamics 365 ERP MCP Server.

The Dynamics 365 ERP MCP Server handled: 

  • Data retrieval 
  • Snapshot logic 
  • Dynamic export creation 
  • Multi-legal-entity scaling 
  • File naming 
  • File delivery.

A process that usually spans multiple technologies and roles was unified into a single coherent workflow. 

The execution Summary generated by the agent 

D365 F&O Trial Balance Automation – Completion Report 

Execution Summary 
Parameter Value Status 
Legal Entity USMF Verified 
Date Range 2025-12-01 to 2025-12-31 Configured 
Dimension Set Main Account Set 
Posting Layer Current Set 
Balances Calculated Operation Completed Success 
Rows Exported 5 accounts Complete 
CSV File Created USMF_2025_12_20251202_134918.csv Generated 
SharePoint Upload /Shared Documents/General/MCP Test files Uploaded 

Steps Executed 

  1. Navigated to LedgerTrialBalanceListPage for USMF 
  2. Verified date parameters (2025-12-01 to 2025-12-31) 
  3. Confirmed Dimension Set: Main Account 
  4. Confirmed Posting Layer: Current 
  5. Calculated balances successfully 
  6. Retrieved 5 trial balance records 
  7. Generated JSON data structure 
  8. Created CSV file: USMF_2025_12_20251202_134918.csv 
  9. Uploaded to SharePoint: /Shared Documents/General/MCP Test files.

File Information 

  • Filename: USMF_2025_12_20251202_134918.csv 
  • Format: CSV (Comma-Separated Values) 
  • Records: 5 accounts 
  • Period: December 2025 
  • Location: SharePoint – /Shared Documents/General/MCP Test files.

All tasks completed successfully.

Final Thoughts 

This experience revealed something profound: 

Agentic automation powered by Dynamics 365 ERP MCP Servers is not just an enhancement to D365 F&O—it’s a paradigm shift. 

Tasks that once required: 

  • X++ developers 
  • Functional consultants 
  • Integration specialists 
  • Data migration experts 
  • Weeks of planning.

…can now be orchestrated by a single AI-driven Agent in a fraction of the time. 

This “miracle” wasn’t just about speed—it showed how transformative Dynamics 365 ERP MCP Server-driven automation will be for Finance & Operations teams moving forward. 

If you’re exploring ways to modernize, simplify, or accelerate your D365 F&O processes, Dynamics 365 ERP MCP Server-powered Agents may be the future you’ve been waiting for. 

Contact us for free consultation.

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