Engineering
Kelis ShekhaliyaLearn how SaaS teams can make existing API capabilities discoverable and usable by AI agents with MCP, from API documentation and access control to testing, hosting, monitoring, and versioning.
Aug 21, 2026
Engineering
Kelis ShekhaliyaUnderstand what an API wrapper does, why a thin wrapper is not enough for AI agents, and when to build custom MCP code or use a hosted API-to-MCP workflow.
Aug 21, 2026
Engineering
Kelis ShekhaliyaLearn how API contract changes affect MCP tools, resources, and prompts, with a practical workflow for backward compatibility, testing, version control, rollback, and error handling.
Aug 21, 2026
Engineering
Kelis ShekhaliyaA practical build-vs-buy framework for choosing a hosted MCP server or building in-house, covering engineering effort, hosting, security, monitoring, maintenance, and product fit.
Aug 21, 2026
Engineering
Kelis ShekhaliyaLearn how to deploy an MCP server for production with local versus hosted decisions, Streamable HTTP, secure credentials, testing, monitoring, logs, analytics, latency, and safe updates.
Aug 19, 2026
Engineering
Kelis ShekhaliyaLearn how to test an MCP server before production with MCP Inspector, including connections, tools, resources, prompts, authentication, schema errors, and a final checklist.
Aug 19, 2026
Engineering
Kelis ShekhaliyaA practical guide to API authentication for MCP, including credential pass-through, API keys, Bearer tokens, OAuth, least privilege, credential handling, and authentication testing.
Aug 19, 2026
Engineering
Kelis ShekhaliyaA practical framework for choosing API endpoints to expose as MCP tools, with guidance on workflow fit, tool clarity, access control, least privilege, risk, and avoiding tool overload.
Aug 19, 2026
Engineering
Kelis ShekhaliyaLearn how to import a Postman collection, map saved requests to MCP tools, select safe operations, configure authentication, test calls, and use a hosted API-to-MCP workflow.
Aug 19, 2026
Engineering
Kelis ShekhaliyaA practical checklist for API owners preparing an OpenAPI or Swagger definition for an API-to-MCP server, including schemas, authentication, validation warnings, operation selection, and testing.
Aug 19, 2026
Engineering
Kelis ShekhaliyaLearn how to create an MCP server for an API by mapping operations to tools, handling authentication, testing calls, and choosing a hosting path.
Aug 19, 2026
Engineering
Kelis ShekhaliyaA practical comparison of MCP and APIs for SaaS founders, CTOs, and product teams. Learn how they differ, when to use each, and how an API can become an AI-ready MCP interface.
Aug 14, 2026