Real projects, AI-assisted drafting. I document my actual experiments and code, using AI tools to structure and polish the final write-ups.

What building a GitLab MCP server taught me about GitLab's API

Building and checking an MCP server against GitLab found a 401 that meant 403 and writes answered as successes that saved nothing; each went upstream.