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June 9-10, 2026
Bengaluru, India
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The Sched app allows you to build your schedule but is not a substitute for your event registration. You must be registered for MCP Dev Summit Bengaluru to participate in the sessions. If you have not registered but would like to join us, please go to the event registration page to purchase a registration..

IMPORTANT NOTE: Timing of sessions and room locations are subject to change.


Venue: Convention Hall clear filter
Tuesday, June 9
 

9:30am IST

Keynote: Welcome & Opening Remarks - Angie Jones, VP Developer Experience, Agentic AI Foundation
Tuesday June 9, 2026 9:30am - 9:40am IST

Speakers
avatar for Angie Jones

Angie Jones

VP of Developer Experience, Agentic AI Foundation
Angie Jones is the VP of Developer Experience at the ​Agentic AI Foundation

An award-winning educator and international keynote speaker, Angie shares her extensive knowledge with software companies and conference audiences worldwide.

As a Master Inventor, Angie is recognized for her innovative, out-of-the-box thinking, which has led to 27 patented inventions in virtual worlds, collaboration software, social networking, smarter planet initiatives, and software development processes... Read More →
Tuesday June 9, 2026 9:30am - 9:40am IST
Convention Hall
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

9:40am IST

Keynote: The Foundation for Agentic AI Interoperability - David Nalley, Director of Developer Experience, Amazon Web Services
Tuesday June 9, 2026 9:40am - 9:50am IST

Speakers
avatar for David Nalley

David Nalley

Director, Developer Experience, AWS
David Nalley is Director of Developer Experience at Amazon Web Services (AWS), where he leads efforts to improve how developers interact with AWS services and technologies. He brings over two decades of experience in technology to his role.
Nalley previously served as President of... Read More →
Tuesday June 9, 2026 9:40am - 9:50am IST
Convention Hall
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

9:55am IST

Keynote: The Missing Middle: The Shared Infrastructure MCP Needs Before It Hits a Million Servers - Hrittik Roy, vCluster
Tuesday June 9, 2026 9:55am - 10:05am IST
MCP reached infrastructure currency in 13 weeks. CNCF took 13 months. That compression is the problem. The shared plumbing every production MCP deployment now reinvents, because no neutral open implementation exists yet, has to be built in months instead of years.

This talk maps five missing layers of the MCP ecosystem and what each needs before the protocol scales two more orders of magnitude.

1. Discovery federation. One registry lookup does not survive public, private, and vendor registries coexisting.
2. Workload identity for servers. Not user OAuth. Who is this server, who signed it, what is it allowed to do?
3. Observability backbone. OpenTelemetry semantic conventions for MCP are still draft, so every gateway ships its own trace format.
4. Health and reputation signals. When seventeen servers are named github-mcp, which one should an agent trust?
5. Metering and cost attribution. Boring, load bearing, absent from the spec.

For each layer: what exists today, where it breaks at scale, what a minimum viable open implementation needs. Attendees leave with a concrete map of which gaps are urgent, which are deferrable, and which are already being filled.
Speakers
avatar for Hrittik Roy

Hrittik Roy

TPME, vCluster
Hrittik is a Platform Advocate at Loft Labs and a CNCF Ambassador, with expertise in cloud native technologies and open source communities. He has contributed extensively to developer advocacy, technical writing, and community engagement. Hrittik has been a featured speaker at events... Read More →
Tuesday June 9, 2026 9:55am - 10:05am IST
Convention Hall
  Keynote Sessions

10:05am IST

Keynote: From UX to MX: Designing Software for Machines - Sam Partee, Founder, CTO, Arcade
Tuesday June 9, 2026 10:05am - 10:15am IST
For fifty years, software has been built around one consumer: the human user. Every API pattern, every UX principle, every interaction model has assumed a person on the other end. In the last eighteen months, that assumption broke.

The consumer of software is increasingly not a person — it's a language model, reasoning about systems on our behalf. The Model Context Protocol is the first widely adopted standard for this new world, but MCP is just the skeleton. The real work — designing for the machine experience — is a discipline we are inventing in real time.

In this opening keynote, Sam Partee (CTO and Co-Founder of Arcade.dev) frames where we are, what's at stake, and why the builders in this room have a once-in-a-generation opportunity to define how software will be designed, secured, and consumed for the next decade.
Speakers
avatar for Sam Partee

Sam Partee

Chief Tochnology Officer, Arcade

Tuesday June 9, 2026 10:05am - 10:15am IST
Convention Hall
  Keynote Sessions
  • Audience Experience Level Any

10:15am IST

Keynote: Building Trustworthy Agentic AI on India's Digital Public Infrastructure - Jagadish Babu, EkStep Foundation; Neha Jagadeesh, Eka Care; Arjun Venkatraman, Gates Foundation
Tuesday June 9, 2026 10:15am - 10:30am IST
What does it take to build agentic AI systems that are scalable, affordable, and trustworthy for India? This keynote explores the emerging AI stack powering next-generation healthcare and public service workflows from frontier and small models to interoperable MCP architectures and DPI integration.

Speakers from the Gates Foundation, Eka Care, and EkStep Foundation discuss the technical and governance choices that will shape AI deployment across India and other emerging markets.
Speakers
avatar for Jagadish Babu

Jagadish Babu

Chief Operating Officer, EkStep Foundation
Jagadish has helped shape India’s education DPI including DIKSHA. He currently focuses on using AI and generative tools in constrained settings to improve learning and livelihoods. Jagadish leads AXL and contributes to OpenAgriNet/Vistaar.
avatar for Neha Jagadeesh

Neha Jagadeesh

Lead, AI Engineering, Eka Care
Neha Jagadeesh is a founding team member at Eka Care, where she leads AI Engineering. With 13+ years of experience building software, she's a developer at heart, currently building agentic pipelines and LLM systems that turn frontier AI research into products people love to use. She... Read More →
avatar for Arjun Venkatraman

Arjun Venkatraman

Senior Officer, Artificial Intelligence, Gates Foundation
Arjun's work at the Foundation is focused on shaping and scaling the use of artificial intelligence for social good, with a keen focus on enabling inclusion and expanding adoption in public sector service delivery and equitable digital transformation. His work is grounded in over... Read More →
Tuesday June 9, 2026 10:15am - 10:30am IST
Convention Hall
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

11:00am IST

Improving Reliability in MCP Applications Through Tool Design - Yashasvi Misra, Pure Storage
Tuesday June 9, 2026 11:00am - 11:25am 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, Everpure
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... Read More →
Tuesday June 9, 2026 11:00am - 11:25am IST
Convention Hall
  Building with MCP

11:30am IST

Intelligence Placement Patterns for MCP-Connected Agent Systems - Giri Venkatesan, Solace
Tuesday June 9, 2026 11:30am - 11:55am IST
MCP standardizes how tools are described and invoked, but not what they should return. That leaves a critical decision open: whether an MCP tool returns raw data, shared state, or decisions. That choice determines where intelligence lives.

This talk presents three placement patterns in MCP tool design. Centralized Intelligence treats tools as data sources, returning raw inputs agents must interpret. Streaming Intelligence exposes pre-processed state so agents operate on shared context. Edge Intelligence pushes decisions into tools, with MCP delivering opinionated outputs rather than raw inputs.

These patterns produce fundamentally different behavior across tool call volume, context window usage, latency, and failure modes. In multi-agent systems they determine whether agents converge or diverge: raw data per agent leads to inconsistent reconstruction; shared state or decisions make coherence a property of the architecture itself.

This talk introduces a practical decision framework for MCP tool design based on data volatility, agent reuse, and consistency requirements.

MCP is a tool contract. Intelligence placement is the architectural decision it doesn't make for you.
Speakers
avatar for Giri Venkatesan

Giri Venkatesan

Principal Developer Advocate, Solace
Giri Venkatesan is a Developer Advocate and Architect at Solace, focused on agentic AI, event-driven architecture, and enterprise integration. With decades of experience, he helps organizations design autonomous AI agents that reason and act across distributed systems, using events... Read More →
Tuesday June 9, 2026 11:30am - 11:55am IST
Convention Hall
  Building with MCP

12:00pm IST

OWASP MCP Top 10: A Practical Security Guide for MCP Builders - Sankalp Sandeep Paranjpe, Big4 Consulting Firm; Dheeraj Choudhary, AWS
Tuesday June 9, 2026 12:00pm - 12:25pm IST
MCP adoption has outpaced security. An audit of 17 popular MCP servers found an average security score of 34 out of 100. Tool poisoning attacks succeed at 84.2% with auto-approval enabled. Over 30 CVEs have been filed against MCP implementations in the past 60 days. The first confirmed malicious MCP server, postmark-mcp, silently BCC'd every outgoing email to an attacker-controlled address for weeks before detection.

OWASP responded with the MCP Top 10, a structured threat taxonomy purpose-built for the protocol. This talk is a practitioner's walkthrough of all ten risks, not a slide-read, but a builder's guide to what each risk looks like in a real MCP deployment, how it gets exploited, and what a concrete fix looks like in code.

We cover token mismanagement and secret exposure, prompt injection via tool responses, tool poisoning through malicious descriptions, excessive permissions, insecure output handling, context over-sharing, missing authentication, rug-pull attacks, shadow MCP servers, and the audit trail gap.

Leave with a pre-deployment security checklist you can run against any MCP server before connecting it to production.
Speakers
avatar for Sankalp Sandeep Paranjpe

Sankalp Sandeep Paranjpe

Cloud Security Consultant, '-
Sankalp Sandeep Paranjpe is a DevSecOps Engineer and cloud security practitioner. He speaks at community and security events on practical DevSecOps and Kubernetes security topics. He volunteers with AWS User Group Pune and contributes to the cloud-native community through talks, workshops... Read More →
avatar for Dheeraj Choudhary

Dheeraj Choudhary

Cloud, Devops & AI Consultant, DC Edusphere Solutions
Tuesday June 9, 2026 12:00pm - 12:25pm IST
Convention Hall
  Building with MCP

1:55pm IST

From SSE To Streamable HTTP: What Actually Changed in MCP's Transport Layer and Why You Should Care - Animesh Pathak, Harness Inc
Tuesday June 9, 2026 1:55pm - 2:20pm IST
When I started building MCP-powered agents and Claude Skills at Harness, I kept running into weird transport issues, connections dropping behind load balancers, SSE endpoints behaving differently across clients, tutorials that contradicted the actual spec. Turns out, MCP's transport layer had quietly gone through a major overhaul and most of the content out there hadn't caught up.

In this talk, I'll walk through MCP's transport journey, stdio for local tooling, the dual-endpoint SSE model that powered early remote servers, and the Streamable HTTP design that replaced it in the March 2025 spec update. More importantly, I'll explain why each shift happened: the scaling headaches SSE caused, the connection recovery gap, and the auth/CORS simplifications that Streamable HTTP unlocked.

I'll share code from actual migrations I've worked through, what breaks when you switch, what gets simpler, and the backward-compatibility gotchas that the docs don't warn you about. If you're building or maintaining MCP servers today, this should save you a few weekends of debugging.
Speakers
avatar for Animesh Pathak

Animesh Pathak

DevRel Engineer, Harness
Tuesday June 9, 2026 1:55pm - 2:20pm IST
Convention Hall
  MCP Protocol in Depth

2:25pm IST

Voice-First MCP: Real-Time Tool Calling Through a Spoken Interface - Samyuktha Mohan Alagiri, IBM
Tuesday June 9, 2026 2:25pm - 2:50pm IST
Every MCP demo assumes text in and text out. This talk explores what actually happens when you replace the text interface with a live voice stream.
Connecting a real-time voice pipeline to an MCP-backed agent introduces problems that the current MCP ecosystem has no established answers for. This talk walks through them one by one: end-of-turn detection and how tool-calling latency affects perceived conversational fluency, interruption handling when a user speaks while a tool is executing, tool result verbalization where structured JSON responses need to be narrated naturally without losing meaning, and error communication when a tool fails mid-conversation.
The talk is grounded in a working system built with a real-time voice layer, Sarvam AI for speech processing, and MCP-connected agents handling live tool calls. Attendees will see a live demo and leave with an architectural blueprint for voice-first MCP agents, including the specific latency budgets, buffering strategies, and verbalization patterns that make the experience feel natural rather than robotic.
This is a frontier that very few builders have shipped in production.
Speakers
avatar for Samyuktha M S

Samyuktha M S

Software Developer, IBM
Samyuktha is a Software Developer at IBM India Software Labs who loves building things that actually work in production, from voice agents and multilingual multi-agent pipelines to self-healing infrastructure using MCP, LangGraph, Claude, and Qdrant. A 13x hackathon winner including... Read More →
Tuesday June 9, 2026 2:25pm - 2:50pm IST
Convention Hall
  Building with MCP

2:55pm IST

Putting MCP on a Diet: A Proxy for Tool Scoping and Context Compression - Prathamesh Saraf, Truefoundry
Tuesday June 9, 2026 2:55pm - 3:20pm IST
Connect three MCP servers and 55,000 tokens are consumed before the agent reads the user's query. Perplexity's CTO called this out at Ask 2026. Cloudflare measured 244,000 tokens for their API surface. The protocol isn't the problem. The "load everything upfront" pattern is.

FastMCP Code Mode solves this server-side, but requires the server author to opt in. Most MCP servers in the wild will never add it.

I'm currently building mcp-guardian, an open-source Python proxy that addresses this for any server, unmodified. It will do two things:

1. Tool scoping: filter tools/list against a YAML config so agents only see allowed tools. delete_repo won't exist in the agent's world.

2. Progressive disclosure: expose three meta-tools (search_tools, get_schema, execute_tool) instead of full schemas. Agents will start at ~300 tokens instead of ~8,000 and load schemas on demand.

I'll live-demo: direct connection (14 tools, ~8,000 tokens) vs through the proxy (3 meta-tools, ~300 tokens). I'll walk through the JSON-RPC interception, share token benchmarks, and compare with Code Mode. They're complementary, not competing.

The project will be open source.
Speakers
avatar for Prathamesh Saraf

Prathamesh Saraf

Sr. Forward Deployed Engineer, Truefoundry
I'm a senior forward-deployed engineer specializing in GenAI: voice agents, agentic workflows, RAG, and the infrastructure underneath. I ship in customer environments, with customer teams, against customer constraints, and I stay through the part where systems have to actually keep... Read More →
Tuesday June 9, 2026 2:55pm - 3:20pm IST
Convention Hall
  Building with MCP

3:25pm IST

MCP Schema Evolution: Versioning Tool Contracts Without Breaking Agents - Yogesh Sardana, Cloud Engineering Leader & Researcher
Tuesday June 9, 2026 3:25pm - 3:50pm IST
This is just not about a single organisation but for every organisation, tool schemas in MCP evolve as platforms change parameters get renamed, new required fields are added, response shapes shift. Agents built against an older schema break silently, produce incorrect results, or enter undefined behavior, and there is no established SemVer discipline for MCP tools today. This session proposes a practical versioning specification for MCP tool definitions covering additive-only change policies, explicit deprecation signals embedded in tool metadata, capability negotiation via request headers, and client-side schema compatibility layers. The session demonstrates these patterns with a real Kubernetes tool server that ships v1 and v2 tool definitions side by side, with running agents targeting each version independently, and a live migration showing how a breaking change is introduced and absorbed without downtime.
Speakers
avatar for Yogesh Sardana

Yogesh Sardana

Cloud Leader, Independent
I'm working as a Cloud Leader, part of R&D wing, known as Jack of all trades but master of Cloud. Been into various tech stacks before of SDLC like Full Stack App Dev, Testing, Data Analytics, having fun with tech.
Tuesday June 9, 2026 3:25pm - 3:50pm IST
Convention Hall
  MCP Protocol in Depth
  • Audience Experience Level Any
  • Session Slides Yes

4:20pm IST

MCP Resources Are Already a Knowledge Graph - You Are Just Not Reading the Headers - Kesigan Anbalagan, Comcast
Tuesday June 9, 2026 4:20pm - 4:45pm IST
Most retrieval systems ignore the structure MCP Resources already provide unique URIs, typed links, version metadata, timestamps and flatten everything into vector chunks. GraphRAG proved retrieval needs relational structure; MCP already has it natively.
This talk demonstrates with a live adversarial demo: a vanilla RAG agent and a Resource-graph agent answer the same questions against the same corpus. RAG works on single-hop queries. It confidently returns stale data when a superseded document exists. The graph agent catches the version conflict using last-modified metadata that was already there. When the graph has a broken link, it reports the dead end instead of hallucinating.
A hop-count benchmark across seven questions (1–5 hops) makes the gap measurable: at three hops, RAG hit rate dropped to 50% while graph traversal held at 100%.
The primary deliverable is a draft cross-reference metadata convention four optional fields (superseded_by, depends_on, implements, compliance_scope) that any MCP Resource provider can add without breaking existing consumers. The goal: make knowledge as navigable for AI agents as hypertext made the web for people.
Speakers
avatar for Kesigan Anbalagan

Kesigan Anbalagan

Principal Engineer, Comcast India Engineering Center LPP
I am Kesigan Anbalagan technology leader and AI enthusiast with extensive experience in cloud-native solutions, developer experience platforms, and enterprise AI integration. As part of the Central DevX team at Comcast, he focuses on embedding AI across the software development lifecycle... Read More →
Tuesday June 9, 2026 4:20pm - 4:45pm IST
Convention Hall
  Building with MCP

4:50pm IST

When MCP Meets Reality: Performance, Latency, and the Hidden Cost of AI Orchestration in Enterprises - Partha Sarthy, Applied Materials
Tuesday June 9, 2026 4:50pm - 5:15pm IST
MCP enables powerful AI-driven workflows — but production enterprise systems have SLAs, throughput contracts, and years of performance tuning. Wiring a reasoning loop into that environment reveals costs that don't show up in demos: latency amplification from sequential tool invocations, data movement overhead across system boundaries, schema drift, and observability gaps that span model reasoning and distributed backends.

This talk takes a systems-engineering lens to MCP in enterprise-scale data platforms. We formalize the MCP execution pipeline, identify where overhead accumulates, and present architectural patterns that contain the cost — including isolating orchestration from hot paths, fronting high-performance backends with thin MCP adapters over gRPC, and tracing multi-step workflows end to end.

The central argument: MCP belongs on the control plane, not the data plane. Enforce that boundary, and you gain adaptive orchestration without sacrificing reliability. Cross it, and predictability erodes fast. Attendees leave with a latency model, a failure-mode taxonomy, and a practical framework for deploying MCP in production — deliberately, not by accident.
Speakers
avatar for Partha Sarthy

Partha Sarthy

Software Engineer, Applied Materials
I am a Software Engineer at Applied Materials working in the HPC and AI domain. I have a cumulative experience of close to 8.5 years and have served in companies like HPE, Juniper and Cisco. I am also an active member of IEEE and have presented in Conferences relating to Solid State... Read More →
Tuesday June 9, 2026 4:50pm - 5:15pm IST
Convention Hall
  Enterprise Adoption + Integration

5:20pm IST

Who Let the Agent In? Securing MCP Servers in Production - Prachi Jamdade, Gravitee
Tuesday June 9, 2026 5:20pm - 5:45pm IST
What if your MCP server could confidently decide who gets access to what, without turning your codebase into a security nightmare? In this session, we follow the journey of a simple MCP server as it evolves from an open endpoint into a fully secured, production-ready system. Along the way, you’ll see how authentication actually works in MCP, how to move beyond basic role checks into fine-grained, contextual authorization with OpenFGA, and how these pieces fit together in real-world scenarios. The highlight is a live demo where we lock down an MCP server step by step, making the invisible layers of security visible and practical. By the end, you won’t just understand MCP security, you’ll know exactly how to implement it or even offload it entirely so you can focus on building powerful agent-driven experiences.

Speakers
avatar for Prachi Jamdade

Prachi Jamdade

Developer Advocate, Gravitee
Prachi Jamdade is a Developer Advocate at Gravitee, working at the intersection of developer experience, APIs, AI governance and security. She has worked with multiple startups and shipped global products.
Tuesday June 9, 2026 5:20pm - 5:45pm IST
Convention Hall
  Security Identity + Trust
 
Wednesday, June 10
 

10:00am IST

Keynote: Welcome Back - Angie Jones, VP Developer Experience, Agentic AI Foundation
Wednesday June 10, 2026 10:00am - 10:00am IST

Speakers
avatar for Angie Jones

Angie Jones

VP of Developer Experience, Agentic AI Foundation
Angie Jones is the VP of Developer Experience at the ​Agentic AI Foundation

An award-winning educator and international keynote speaker, Angie shares her extensive knowledge with software companies and conference audiences worldwide.

As a Master Inventor, Angie is recognized for her innovative, out-of-the-box thinking, which has led to 27 patented inventions in virtual worlds, collaboration software, social networking, smarter planet initiatives, and software development processes... Read More →
Wednesday June 10, 2026 10:00am - 10:00am IST
Convention Hall
  Keynote Sessions
  • Audience Experience Level Any

10:00am IST

Keynote: Architecting Internet-Scale Agent Skills with Managed MCP - Prashanth Subrahmanyam, Lead for Google Cloud DevRel in JAPAC, Google
Wednesday June 10, 2026 10:00am - 10:10am IST
Local MCP prototyping is magic on a laptop, but scaling to production often triggers "Agentic Sprawl." To handle complex agent loops at scale, enterprises need a centralized architecture for integration, identity, and governance. This keynote explores Google Cloud’s full-stack vision for internet-scale agents. We will unpack the shift toward stateless MCP transports to solve multi-round-trip routing bottlenecks, show how Apigee converts legacy APIs into zero-code MCP skills, and highlight how developer tools like Antigravity and the Agent Development Kit (ADK) push the boundaries of AI from the cloud to the device.
Speakers
avatar for Prashanth Subrahmanyam

Prashanth Subrahmanyam

APAC Lead, Developer Adoption, Google Cloud, Google Cloud
Prashanth Subrahmanyam leads Cloud Developer Advocacy for APAC at Google, focussed on one problem: making agentic AI systems work reliably in production. With two decades of engineering experience spanning SAP, Apigee, and Google, including reliability engineering at Google... Read More →
Wednesday June 10, 2026 10:00am - 10:10am IST
Convention Hall
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

10:15am IST

Keynote: Extending Goose: Building an AI Teammate for 
Open Source - Abhijay Jain, Maintainer, Contributor & Grant Recipient, AAIF Goose
Wednesday June 10, 2026 10:15am - 10:25am IST
Goose is an open-source AI agent that can be extended through integrations, tools, and community-driven projects. In this talk, I'll share my journey working with Goose, explore how its capabilities can be extended through community-driven projects, highlight examples from the Goose ecosystem, and discuss the development of GooseBot as one approach to bringing AI agents closer to developer communities. Along the way, I'll cover lessons learned from building in the open and why extensibility is key to the future of open-source AI agents.
Speakers
avatar for Abhijay Jain

Abhijay Jain

Maintainer & Contributor, AAIF Goose, AAIF Goose
I’m Abhijay Jain, an open-source developer and FOSS enthusiast with experience across developer tooling, Bitcoin infrastructure, AI products, and modern web technologies.

Over the years, I’ve contributed to global open-source programs and organizations including the Linux Foundation, Google summer of code, Block, UnternehmerTUM, and several community-driven ecosystems. I started my open-source journey as an LFX mentee with Open Horizon (IBM open... Read More →
Wednesday June 10, 2026 10:15am - 10:25am IST
Convention Hall
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

10:25am IST

Keynote: From Shadow IT To Scale: The MCP Adoption Journey - Shannon Williams, Obot AI
Wednesday June 10, 2026 10:25am - 10:35am IST
The Model Context Protocol (MCP) is now an LF project, and that's fantastic news for the open source ecosystem. Last year MCP servers went mainstream fast, linking up AI models with apps, data and systems. Whether you are managing it or not, hundreds of people are already using MCPs within your company. Unfortunately, many IT teams are discovering this adoption, not planning it.

This talk provides a quick intro to the MCP ecosystem, and presents a four-stage maturity model for MCP adoption, from tracking shadow MCP development to secure, enterprise-wide deployment. You'll learn where your organization actually is (most are Stage 1 or early Stage 2), what infrastructure you need for each stage, and how to build the process and policies to turn MCP from a risk into an enabling technology.

This model is based on patterns from real deployments and hundreds of engagements with engineers dealing with this right now. I'll touch on MCP development, security, management, operations and how to get these incredibly useful tools into the hands of more and more users within your company.
Speakers
avatar for Shannon Williams

Shannon Williams

President, Obot AI
I am the President and co-founder of Obot AI, and have been building open source software for the last 20 years. Prior to starting Obot, I co-founded Cloud.com (creator of CloudStack) and Rancher Labs (creator of Rancher, k3s, Longhorn, etc). I was a board member of the CNCF for 4... Read More →
Wednesday June 10, 2026 10:25am - 10:35am IST
Convention Hall
  Keynote Sessions

11:00am IST

From Intent To Production: MCP Gateway Patterns for Regulated Banking - Hariskumar Panakkal, Wipro
Wednesday June 10, 2026 11:00am - 11:25am IST
I spent the last year building agentic systems with MCP and MCP Gateway, and want to share what I learned — especially the things you only hit when you try to build for a real, regulated domain.

The build is a four-part system: a React portal, a LangGraph agent, Microsoft MCP Gateway as the front door, and a FastMCP server with 19 tools behind it. This talk walks through how the pieces fit together and the specific patterns that worked.

What I'll cover:

- How I structured MCP tools with Pydantic schemas, idempotency keys, and correlation IDs that travel through every layer
- Why my first three gateway deployments failed and how the mcp-session-id header fixed stateful tool routing through MCP Gateway
- A simple tool wrapper pattern that keeps sensitive data like SSN out of the LLM context while the agent still reasons about the workflow
- Why I made consent its own MCP tool with a signed receipt instead of bundling it into submit
- Three gaps I hit in MCP and the gateway and how I worked around them — honest notes for the community

If you're building with MCP and MCP Gateway and heading toward anything production-grade, these are the patterns I wish I'd had going in.
Speakers
avatar for Hariskumar Panakkal

Hariskumar Panakkal

Distinguished Member of Technical Staff (DMTS) and Enterprise Architect, Wipro
Hariskumar Panakkal is an Enterprise Architect and Distinguished Member of Technical Staff (DMTS), recognized with the 2025 Most Valuable Technologist (MVT) award. With a background in cloud transformation and responsible AI, he has spent the last year building agentic systems on... Read More →
Wednesday June 10, 2026 11:00am - 11:25am IST
Convention Hall
  Building with MCP

11:30am IST

Beyond Tool Calls: Unlocking Interactive, Token-Smart Agents with MCP Apps - Suraj B, HDFC Bank
Wednesday June 10, 2026 11:30am - 11:55am IST
MCP Apps are reshaping what a Model Context Protocol server can do — turning text-only tool exchanges into rich, interactive experiences embedded directly in the host. This session takes a builder's tour of the MCP Apps extension: core concepts, target use cases (dashboards, multi-step workflows, human-in-the-loop confirmations), the security model, and current limitations worth knowing before adoption.
A central theme is the visibility paradigm — letting UI carry state the model doesn't need to see, unlocking meaningful token savings on data-heavy flows. We'll cover iframe sandbox constraints, postMessage patterns, session-bound identity, and prompt-injection defenses for sensitive actions. We will also cover existing protocol limitations and work going on to address the same in exp-apps working group.
We close with a live Go-based demo executing a fund transfer flow end-to-end.
Speakers
avatar for Suraj B

Suraj B

Lead Engineer, HDFC Bank
Suraj is a contributor to the MCP Go SDK and member of the MCP Financial Services Interest Group. He is a Lead Backend and AI Engineer at HDFC Bank, building agentic AI platforms with a focus on MCP server architecture and token optimization. A Go developer with ~10 years of experience... Read More →
Wednesday June 10, 2026 11:30am - 11:55am IST
Convention Hall
  Building with MCP

12:00pm IST

Running MCP Fully Local: Private, Offline-Capable Agents With Ollama and Open Models - Harish Kotra, Forge Alumnus
Wednesday June 10, 2026 12:00pm - 12:25pm IST
Over the last few months I've built and shipped 100+ agents in public, many wired into MCP servers running against local models through Ollama, LM Studio, and decentralized open-source inference. A draw.io MCP server driven by Llama 3.2, an Excalidraw MCP integration, a Bright Data MCP briefing agent, all running end-to-end without a single token leaving the host.

This talk is a working engineer's tour of that stack. We'll walk through a minimal local MCP setup (server + client + Ollama) and then dig into the real-world failure modes: tool-selection collapse on 7B models, JSON-schema compliance gaps, capability-negotiation mismatches, and the surprisingly large quality delta between structured-output fine-tunes and general chat models. I'll share the prompt shapes, tool-description patterns, and schema-validation tricks that reliably push small open models from "demo-grade" to "I'd ship this internally."

Attendees will leave with a reference architecture for private MCP, a shortlist of open models that actually handle tool calls well today, and a set of design patterns for MCP servers that degrade gracefully when the client LLM has 8B parameters instead of a trillion.
Speakers
avatar for Harish Kotra

Harish Kotra

DevX Lead, xo.builders
Harish is a Fractional CTO and AI agent builder based in India. He previously led Developer Relations at Gaia and spent over a decade at AngelHack organizing 200+ hackathons. Since 2026 he's published one new open-source AI agent every day at dailybuild.xyz, 100+ builds spanning MCP... Read More →
Wednesday June 10, 2026 12:00pm - 12:25pm IST
Convention Hall
  Building with MCP
  • Audience Experience Level Any
  • Session Slides Yes

1:55pm IST

One MCP Server, Five Languages, Zero Containers - Bharath Nallapeta, Mirantis Inc.
Wednesday June 10, 2026 1:55pm - 2:20pm IST
In 2013, shipping a Python service meant picking a base OS, writing an initscript, and fighting pip against the system package manager. Docker made it one command. Twelve years later, shipping an MCP server still feels pre-Docker — pick a language, spin up a process, hope the dependencies cooperate.

The WebAssembly Component Model quietly shipped the pieces it was missing in 2023. wasmcp, Microsoft Wassette, and Fermyon Spin now compose a single MCP server from Python tools that use pandas, TypeScript tools that use Zod, and Rust middleware that uses Regorus. One process. Hard isolation between components. One signed artifact, distributed through OCI registries, cold-starting in the low milliseconds.

This is a live-demo talk. I'll build a polyglot MCP server on stage, push it to a registry, and run the same bytes in four environments — a Kubernetes pod, a Spin function, a browser tab, and a Raspberry Pi. And I'll be honest about what WASM still can't do.
Speakers
avatar for Bharath N R

Bharath N R

Team Lead, OSPO, Mirantis Inc.
Bharath Nallapeta leads the Open Source Program Office at Mirantis, where he navigates the intersection of AI, cloud-native technologies, and open source strategy. With deep expertise in Kubernetes and platform engineering, he's experienced firsthand how AI is transforming engineering... Read More →
Wednesday June 10, 2026 1:55pm - 2:20pm IST
Convention Hall
  Building with MCP

2:25pm IST

Skills Are Not MCP Servers: When To Use Which (and How To Make Them Work Together) - Animesh Pathak & Jyoti Bisht, Harness Inc
Wednesday June 10, 2026 2:25pm - 2:50pm IST
There's a running argument in the AI tooling world right now do you need MCP servers, or can you just use Skills? I've been on both sides of this. At Harness, I've built Claude Skills for DevOps workflows and worked with our MCP server that wraps the entire platform. And the honest answer is: it depends, but most people are picking the wrong one for the wrong job.

In this talk I'll break down where the boundary actually is. Skills are great when the knowledge is stable conventions, workflow logic, best practices. MCP servers earn their keep when you need live data, real-time API calls, or actions with side effects. The interesting part is what happens when you layer them: a Skill that knows how to debug a failed deployment, calling an MCP server that pulls live pipeline logs and execution data.

I'll walk through real examples I've built skills that started as simple "SKILL.md" files and grew into MCP-backed workflows, and cases where I over-engineered an MCP server when a markdown file would've done the job. If you're building agents and trying to figure out the right architecture, this talk should save you some wrong turns.
Speakers
avatar for Animesh Pathak

Animesh Pathak

DevRel Engineer, Harness
avatar for Jyoti Bisht

Jyoti Bisht

Senior Developer Relations Engineer, Harness
Jyoti Bisht is a Senior Developer Relations Engineer with 4+ Years of experience working at the intersection of cloud infrastructure, open source and community building. A CNCF community member, GSoC contributor, and MLH pod leader, she has spoken at DevRelCon, etc. When she is not... Read More →
Wednesday June 10, 2026 2:25pm - 2:50pm IST
Convention Hall
  Building with MCP

2:55pm IST

The Invincible MCP Server: Building Crash-Proof AI Tools With Durable Execution - Shubham Londhe, Temporal
Wednesday June 10, 2026 2:55pm - 3:20pm IST
We All have been building AI Agents with MCP since it launched in 2024, but there's one thing no one is talking about - "What happens when MCP Fails? (and they fail often). MCP is just a process and it can crash, and so will the AI agent progress, it all can vanish with a crash.

Well, the new Tasks primitive in MCP (SEP-1686) helps a lot, it gives your AI agents a way to hand off long-running tools, but it doesn't solve the real problem. They don't maintain the state when the server crashes.

In this session, I'll do a live demo of a Kubernetes Auto Healing AI Agent with MCP server and walk through how to wrap MCP tool logic in workflows that survive crashes, restarts, and network failures.
I'll cover how to handle human-in-the-loop approvals inside long-running tools, how to retries and state-management, and how to observe what your MCP tools are doing in production.

I'll be breaking a running server on stage and show you the agent recovering without losing a step. Hence "The Invincible MCP Server"
Speakers
avatar for Shubham Londhe

Shubham Londhe

Senior Developer Advocate, Temporal
Hello Dosto, I am Shubham Londhe, a Senior Developer Advocate, passionate about developing and deploying production-ready applications.

Its been more than 9+ years in the IT industry and having worked with AWS, Temporal, gave me a lens of how Production-readiness works.

I take this experience and share it with learners across India through my YouTube channel "TrainWithShubham" with over 175000 subscribers. Happy Learning... Read More →
Wednesday June 10, 2026 2:55pm - 3:20pm IST
Convention Hall
  Building with MCP

3:25pm IST

Building Rich AI-Native UI for Agentic Interactions Using MCP Apps - Ashita Prasad, AWS
Wednesday June 10, 2026 3:25pm - 3:50pm IST
AI Agents are getting smarter with each passing day. But, their interfaces? Not so much.

But, what if there is a way to turn the AI chat from a place where you converse into a place where you can actually work?

MCP Apps offer a solution to go beyond the text and standardize how MCP servers can deliver rich, bidirectional UI components like dashboards, forms, interactive visualizations & more. These components are rendered securely and natively within AI hosts, enabling agents to interact with users via rich interactive interfaces.

In this session, attendees will learn:
- Core architectural patterns from real MCP Apps development
- How to handle sandboxed host–server communication, manage state synchronization, stream real-time updates, handle async tasks, & add multiplayer collaboration
- How to leverage context and persist memory across conversations
- How to avoid some common pitfalls and utilize debugging workflows and tools
- How to add authentication & deploy a remote MCP Server providing MCP Apps

We will walk through a complete, production-style Sales Analytics MCP Apps and perform a code deep-dive to showcase the effective foundational patterns while building MCP Apps.
Speakers
avatar for Ashita Prasad

Ashita Prasad

SDE / Developer Advocate, AWS
Ashita works as a developer advocate at AWS with a strong focus on frontend and AI technologies. With 10+ years of experience in full stack development, she is passionate about building impactful products and equally loves empowering & engaging with fellow developers in the commu... Read More →
Wednesday June 10, 2026 3:25pm - 3:50pm IST
Convention Hall
  Building with MCP

4:20pm IST

The MCP Has No Clothes: What Most Benchmarks Miss About Real MCP Servers - Arnav Balyan, Concierge AI
Wednesday June 10, 2026 4:20pm - 4:45pm IST
As MCPs mature, a gap emerges between benchmark performance and production behaviour:

1. Servers are tested in isolation, however in production they run alongside 100s of other servers, which affects tool selection. Typical evaluation frameworks are unable to reproduce this scale.
2. Single tool calls cannot test workflow compliance (the order and dependency of tool calls across multi step tasks).
3. Benchmarks are unable to measure user experience or quantify transcript quality.

This talk presents the design philosophy for robust MCP evaluation, grounded on field data and traffic analysis from 400+ production MCP servers.

We introduce a set of success metrics for MCP server authors and show how this re-order benchmark leaderboards, why servers that top toy evals regress in production, and what server authors should measure before shipping.

Attendees leave with a framework they can apply directly, data to benchmark against, and a clearer view of how they can adopt MCP confidently at scale for enterprise and internal usecases.
Speakers
avatar for Arnav Balyan

Arnav Balyan

CEO, Concierge AI
Founder of Concierge AI. Ex-Uber building MCP systems at scale. Concierge AI manages 400+ public MCP deployments, Arnav focuses on MCP tool complexity and researches token overhead reduction at scale.
Wednesday June 10, 2026 4:20pm - 4:45pm IST
Convention Hall
  Building with MCP

4:50pm IST

MCP Anti-Patterns: Mistakes Made While Building Agentic Systems for the Enterprise - Abhishek Pandit & Satyam Soni, NitroStack
Wednesday June 10, 2026 4:50pm - 5:15pm IST
As enterprises adopt MCP to connect agents with internal tools, data sources, and business workflows, a new set of architectural challenges is emerging. 
As organizations adopt MCP and AI agents, many encounter the same challenges: exposing too many tools, poorly designed interfaces, excessive context sharing, weak security boundaries, limited observability, unreliable agent behavior, and lack of governance. These issues often remain hidden during development but become critical in production.
In this session, we'll explore common anti-patterns teams make while building agentic systems for the enterprise and the lessons learned from APIs, distributed systems, and cloud-native platforms. Attendees will learn practical strategies for designing secure, scalable, observable, and maintainable agentic systems that move beyond demos and stand up to real-world enterprise requirements.



Speakers
avatar for Abhishek Pandit

Abhishek Pandit

CEO, NitroStack
avatar for Satyam Soni

Satyam Soni

Developer Advocate, NitroStack
Satyam Soni is a Dev Advocate at NitroStack, where he works with enterprises and developers building MCP servers, agentic applications, and developer platforms. His work spans AI and cloud-native technologies, helping teams adopt MCP and agent-native architectures in production.Satyam... Read More →
Wednesday June 10, 2026 4:50pm - 5:15pm IST
Convention Hall
  Enterprise Adoption + Integration
  • Audience Experience Level Any
 
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