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Tag · 14 essays

Performance

Writing tagged "Performance".

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Claude Desktop MCP lifecycle is broken

Claude Desktop currently launches duplicate local MCP stdio servers for a single configuration, causing two independent OAuth flows, extra browser tabs, and unnecessary resource usage. The bug is masked once credentials are cached, so it silently persists in production while still spawning two processes every time. This is not an mcp-remote or external service issue but a host-level lifecycle problem, likely caused by overlapping legacy and new MCP managers and poor observability for one of the processes. Workarounds like pre-authenticating with mcp-remote mitigate UX pain but do not fix the duplication. The article argues that open-source tools should not shoulder complex coordination logic just to survive a major desktop app’s sloppy process management.

  • Composable architecture
  • AI engineering
  • Performance
  • Cloud & infra

MCP fragmentation, context efficiency, and the rise of curated skills

The Model Context Protocol (MCP) was supposed to be a universal way to connect AI models to tools, but in practice it is fragmenting fast across vendors and implementations. Tool catalogs are extremely context-hungry, making naive MCP setups expensive, slow, and unreliable, especially with cheaper models. Developers are compensating with application-layer tricks like curated tool subsets, OAuth-based selection, Claude Skills style abstractions, and wrapping deterministic automation platforms such as Contentstack Automate. These patterns improve cost, reliability, and debuggability but highlight protocol-level gaps in context efficiency, determinism, and interoperability. The ecosystem is replaying past standards wars, and no clear winner is visible yet. The pragmatic move is to design flexible systems that can adapt when consolidation and better standards eventually emerge.

  • Composable architecture
  • AI engineering
  • API design
  • Performance

SDKs are everywhere. But should you use them?

Explore the significance of Software Development Toolkits (SDKs) in modern development, their advantages, and when you might want to skip them. From enhancing productivity to integrating complex functionalities seamlessly, the right SDK can accelerate your projects. But what about GraphQL-based systems or the flexibility of headless architectures? Dive into the pros and cons to make an informed decision.

  • Composable architecture
  • CMS
  • API design
  • Performance