What problem does it solve? When starting with dlthub, users often don't know which workflow toolkit matches their data-engineering goal. This Skill acts as the entry point that maps user intent to the right toolkit, installs it on demand, and hands over to its entry skill without losing conversation context. ## Core Features & Use Cases - Intent-Based Routing: Matches user goals (REST API ingestion, SQL database extraction, S3 CSV loading, dashboards, data quality, deployment) to the correct toolkit using the always-loaded toolkit index. - On-Demand Installation: Installs the matched toolkit via dlthub --non-interactive ai toolkit install <name> and verifies the install only when needed. - Live Discovery Fallback: Uses the dlt-workspace-mcp MCP server (list_toolkits, toolkit_info) or CLI commands when the index has no matching row. - Use Case: A user says "I want to pull data from a REST API" but has no toolkit installed. This Skill identifies the matching toolkit, installs it, loads its entry skill inline, and continues the task in the same session. ## Quick Start Ask the assistant what you can build with dlthub or describe your data-ingestion goal, and it will route you to the right toolkit and install it.
