An Agent Can't Offer an MCP Tool It Can't See
MCP discovery tells an agent how to authenticate, not what a tool does. When a tool sits behind per-user login, static metadata is the fix, not a smarter model.
~ % grep -r "ai" ./blog
6 posts found
MCP discovery tells an agent how to authenticate, not what a tool does. When a tool sits behind per-user login, static metadata is the fix, not a smarter model.
Hard limits for AI agents belong in code, not the prompt: the model reads prompt rules and breaks them. Plus the deny-by-default trap that does nothing.
AI made finding code issues free, but owning the fix still needs a human. Why finding throughput is a vanity metric and the hand-back is the real work.
AI-assisted coding patterns that actually work, from months of experiments: two case studies — delegated testing and parallel review with Claude Code.
Build Mastra AI workflows step by step — parallel steps, branching, suspend/resume, multi-agent, and serverless deployment — with TypeScript examples.
Mastra is a TypeScript-native AI framework — typed agents and workflows, a local dev sandbox, memory, and built-in evals. Built for how you already code.