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June 9-10, 2026
Bengaluru, India
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IMPORTANT NOTE: Timing of sessions and room locations are subject to change.


Tuesday June 9, 2026 10:55am - 11:20am IST
Modern MCP applications depend on tools to extend model capabilities, yet tool interface design is a primary source of unreliability. Ambiguous descriptions, poorly structured schemas, and inconsistent outputs often lead to incorrect tool selection, invalid inputs, and unpredictable system behavior.

This session introduces a practical framework for designing reliable MCP tools. We begin with a concise mental model of how language models interpret tool interfaces, followed by real-world failure scenarios that expose common design pitfalls. Building on this, we present design principles for clear naming, well-defined schemas, and structured outputs, along with patterns for creating predictable and composable tools.

The session concludes with a practical checklist and actionable guidelines that attendees can immediately apply to improve reliability, reduce debugging complexity, and build robust MCP applications in production environments.
Speakers
avatar for Yashasvi Misra

Yashasvi Misra

Software Engineer, Pure Storage
Yashasvi Misra is a Software Engineer at Pure Storage and Chair of the NumFOCUS Code of Conduct Working Group. She has contributed to foundational projects like NumPy & Kubernetes and has been an active part of the Python community since her college days.

Yashasvi is also a passionate advocate for diversity and inclusion in tech. She has shared her work and insights at conferences around the world, including PyCon India, PyCon Europe, PyLadiesCon, and PyData Global... Read More →
Tuesday June 9, 2026 10:55am - 11:20am IST
Convention Hall
  Building with MCP

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