Claude Code vs Codex vs Gemini CLI: which agent loop actually fits your repo
All three agents can edit a repository. They differ in where the code lives, when a human sees the diff, and what happens when the sandbox…
Tag: <span>evaluation</span>
How to evaluate a coding agent in thirty minutes
A repeatable test any team can run: five tasks, one checklist, and a scoring rule that tells you whether an agent fits your repository before you…
The MCP install checklist: twelve questions before you add a server
Most MCP servers are one npx command away. The twelve questions worth answering first, from token scope to what happens when the project is abandoned. Installing…
How to tell an MCP server is abandoned before you install it
Every week someone installs an MCP server from a list, wires it into their agent, and then spends an afternoon debugging a transport mismatch… Every week…