[CAT] LLM

Grounding an AI Coding Assistant in a Codebase It Can’t See

How I built iid-mcp: an MCP server that puts a private SailPoint IdentityIQ codebase in front of Claude Code, Copilot, and Claude Desktop, so they stop guessing. I write a lot of SailPoint IdentityIQ code: rules, workflows, tasks, plugins, and XML configs that an importer validates against a DTD with more than a thousand elements.…

Building a Personal AI Assistant (FinkBot)

I work across too many contexts at once. Three email accounts. Two calendars. Work Teams. Personal Slack. A Gitea instance for side projects. Home Assistant watching over a thousand devices. Notes in Joplin. Tasks scattered across wherever I dumped them last week. For years I tried to manage this with dashboards, integrations, and sheer willpower. […]