MCP servers that do one thing well
The best MCP servers I have worked with are not clever. They expose narrow tools, return boring data, and leave enough trace evidence that a human can understand what happened.
Read articleNotes on MCP servers, OpenClaw, AI security, agent workflows, and the practical details that show up while building software.
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Tool boundaries, traceable actions, and why boring interfaces make better agents.
OpenClaw
Repeatable local builds April notesThe best MCP servers I have worked with are not clever. They expose narrow tools, return boring data, and leave enough trace evidence that a human can understand what happened.
Read articleWhat started as a local setup became a checklist for making agentic workflows easier to reproduce.
Read articleMost AI safety work in small tools is not abstract policy. It is permission design, logging, and refusing to blur trust zones.
Read articleRecent notes, experiments, and debugging writeups.