Examples Overview
Concrete, end-to-end walkthroughs that use Shaktiman's MCP tools against a real
Onboarding to a new repo
Task. You've been dropped into a Go/TypeScript backend. You don't know the
Refactor impact analysis
Task. You're about to rename UserRepository.FindByID to
Bug triage with diff
Task. Production started 500-ing at 10:30 this morning. You want a short
Cross-file feature tracing
Task. You need to understand how "rate limiting" works across the codebase,
API change blast radius
Task. You're changing a public API — adding a required parameter to