Blog
Insights on making your data AI-ready.
Confluence Pages Are 40KB of Markup. Your AI Gets 2KB.
Confluence storage format is verbose XML that destroys context windows. We convert it to clean text by default, with a format switch for when you need the raw markup back.
How We Built Multi-Account for MCP
The database changes, token routing, and tool schema tricks behind supporting multiple Google accounts in a single MCP server.
One Prompt, Two Inboxes: Multi-Account Support for MCP
Most MCP servers assume one user means one account. We built multi-account support so you can query your work and personal Google accounts in the same conversation.
AI-Powered Email Workflows with the Gmail Draft Tool
Most AI email tools generate and send in one shot. We built a draft workflow instead, because anything that matters deserves a second look before it leaves your outbox.
Why Your MCP Server Is Eating Your Context Window
A Google Doc produces 50KB of JSON through the API. Your AI assistant doesn't need 98% of it. Most MCP servers send it all anyway.
MCP Isn't Dead. You're Just Building for Yourself.
The 'just use CLIs' crowd has a point. But it only holds if every user of your tool is a developer with a terminal open.
Save Gmail Attachments to Drive with Claude
A team was running an Apps Script to save 6 daily report emails to Drive. We replaced it with one prompt.