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TeamOne - Playwright MCP Server

TeamOne Playwright MCP Automation

Built an autonomous testing pipeline that keeps mission-critical products shipping fast.

2024Automation Engineer
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Playwright automation pipeline dashboard

TeamOne's release cadence was accelerating, but QA coverage lagged behind. I engineered an automation framework combining a custom Playwright MCP server with n8n orchestration, delivering near-real-time validation across user journeys.

The system self-heals flaky tests, alerts the right teams, and spins up ephemeral environments so engineers can focus on features rather than manual regression.

−80%Manual Testing

Reduction in manual QA hours per release

+60%Release Speed

Acceleration of deployment frequency

95%Coverage

Critical user journeys monitored by automated tests

The Challenge

Ensure quality at speed across complex SaaS integrations and data workflows.

  • Multiple surface areas required cross-application validation
  • CI/CD pipeline needed to guard against flaky automation
  • Stakeholders wanted observability into test health and ROI

What We Built

Composable automation platform orchestrated through an MCP server and n8n flows.

  • Developed Playwright MCP server that standardizes test execution across teams
  • Implemented n8n workflows for scheduling, retries, and Slack/Teams notifications
  • Added data lake integration for trend analysis and root-cause detection

The Outcome

Engineering and QA now collaborate around a shared, observable pipeline.

  • Releases ship with confidence thanks to automated regression coverage
  • Executives see quality KPIs alongside velocity metrics
  • Playbook became the template for additional product lines inside TeamOne

Services Provided

  • Automation architecture
  • DevOps integration
  • Observability engineering
  • QA enablement

Technology Stack

  • Playwright
  • Node.js
  • n8n
  • Azure DevOps
  • Docker
  • Datadog

Key Deliverables

  • Playwright MCP server
  • n8n orchestration flows
  • Quality analytics dashboards
  • Team onboarding materials

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