Name: 7 MCP Servers, 50+ Tools, Zero Duplicate Code: A 5-Minute Architecture Tour - Harika Chebrolu, IBM
Start: 2026-10-09T14:20:00+0200
End: 2026-10-09T14:30:00+0200

7-9 October, 2026
Prague, Czechia
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7 MCP Servers, 50+ Tools, Zero Duplicate Code: A 5-Minute Architecture Tour - Harika Chebrolu, IBM

Friday October 9, 2026 14:20 - 14:30 CEST

Forum Hall (Floor 2)

We had a problem: every new integration meant writing the same code twice—once for our React dashboard, once for our AI assistant. JIRA, TestRail, Jenkins, GitHub—the duplication was unsustainable.

MCP changed everything. In this lightning talk, I'll show how we built 7 MCP servers that now power both our dashboard AND our AI agents from a single source of truth. 50+ tools, used daily by Dev, QE, and Management teams.

In 5 minutes, you'll see:

- The architecture: FastAPI as a unified backend → MCP Servers → External APIs (JIRA, TestRail, Jenkins, GitHub, GSheets, Release Calendar, Risk Predictor)
- The pattern: Thin MCP tools that call centralized APIs—one integration, two consumers
- Real metrics: 10+ hours/week saved per engineer; release tracking, regression monitoring, and production health checks unified.
- Why MCP wins: AI agents and dashboards evolve independently while sharing the same data layer.

We eliminated duplicate code, reduced maintenance burden, and shipped faster. All code is open source.

Speakers

Harika Chebrolu

Senior Software Engineer, Netskope

Chebrolu Bala Sai Harika is a Senior Software Development Engineer at Netskope, specializing in multi-agent AI systems and agentic DevOps tooling. She previously designed and built the multi-agent orchestrator for IBM's Ceph infrastructure — a production framework of 5 AI agents... Read More →

Friday October 9, 2026 14:20 - 14:30 CEST
Forum Hall (Floor 2)

Open AI & Data

Audience Experience Level Intermediate

OSS + ELC EU 2026

Harika Chebrolu

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OSS + ELC EU 2026

Harika Chebrolu

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