MCP Office Hours
MCP Office Hours by Scalekit
Production-grade MCP servers. Real questions. Zero sales.
No sales pitches. No webinars. Just agenda-free office hours where real MCP engineering questions get hard-earned answers.
That’s why we keep spots extremely limited—so every session stays focused, consultative, and grounded in helping you get the solutions you actually need.
Why now
User behavior is shifting fast. Business users turn to ChatGPT and Claude to act on tools directly. Developers expect prompts to trigger the right APIs. MCP has emerged as the fastest way to agentify existing surfaces to meet those expectations.
Teams are now building MCP servers to support internal agentic workflows as well as expose tools in a structured, machine-readable way—so incoming agents can take reliable, autonomous action.
MCP servers unlock many use cases such as:
Context brokering across data sources for real-time decision-making
Interoperability without fragile custom integrations
Agent-initiated automation like CRM updates or reporting
Scalable, auditable workflows via context chaining and monitoring
In summary, MCP is becoming the backbone for building fast—and building right.
What you can ask
This is an open, agenda-free space for developers building with MCP. Each week, the conversation is driven by the real challenges people bring to the table—no slides, no script.
When practitioners show up, here’s the kind of ground we often cover:
Structuring MCP servers without overloading a single one with too many tools
Designing tools so LLMs can reliably pick the right one
Deciding when to break out into multiple MCPs vs. keeping things consolidated
Securing endpoints with agent-compatible, standards-compliant OAuth flows
Scaling gracefully with caching, monitoring, and fault tolerance
Evaluating whether your use case really needs an MCP server, or if existing APIs are enough
Making the call between building from scratch or integrating what’s already out there.
These are the actual tradeoffs and architectures being tested by teams deploying agentic systems today, and the kind of guidance you'll take back to your own builds with confidence.
So why wait? Come, secure a spot before the week's calendar is booked out!