From Boring to Magical: Automating Daily Workflows with twoAI, MCP, Microsoft Fabric & GraphQL

Daily workflows can be… well, boring. Endless clicking through dashboards, writing repetitive queries, and manually sorting data — it’s the kind of work that drains energy and slows innovation. 

But what if those same workflows could feel magical? What if you could simply tell your system what you want, and it instantly delivers — securely, scalably, and beautifully? 

That’s exactly what happens when you combine twoAI, MCP servers, Microsoft Fabric, and GraphQL. 

The Boring Request — Made Magical 

Instead of writing SQL or clicking through filters, you just type: 

Pending invoices grouped by customer, sorted by highest outstanding amount.

No technical syntax. No manual sorting. Just plain language. 

The GraphQL Query — All in One 

query {

  invoices(

    filter: {status: {eq: "Pending"}},

    orderBy: {outstanding_amount: DESC}

  ) {

    items {

      invoice_id

      customer_id

      due_date

      status

      outstanding_amount

    }

  }

}

What this does in one shot:

  • Filters invoices to only those with a Pending status

  • Orders results by outstanding_amount in descending order

  • Returns key invoice details including customer, due date, and amount 

Why This Changes Everything 

  • No SQL required — anyone can query data 

  • Secure by design — OAuth and Row Level Security (RLS) ensure that each user only sees the data they are authorized to access 

  • Connected to everything — Microsoft Fabric unifies your data sources 

  • Flexible and efficient — GraphQL delivers exactly what you ask for 

  • twoAI turns vague requests into actionable queries instantly 


    Pro Tip: This approach isn’t just for invoices — it works for any workflow: 

  • Patient records in healthcare 

  • Energy usage analytics 

  • Supply chain monitoring 

  • Marketing campaign performance 

From Boring to Magical — The Future of Workflows 

When you combine twoAI with MCP, Microsoft Fabric, and GraphQL, you’re not just automating tasks — you’re transforming how people interact with data and operational systems.

The result? 

  • Less time spent on repetitive work

  • More time making strategic decisions

  • Happier teams and faster results 

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