phdata

phData Toolkit CLI foundation: verify/install the toolkit binary, configure shell PATH, initialize a toolkit project, configure JDBC connections and datasources (Snowflake, SQL Server, Oracle, Postgres, MySQL, Hive, Databricks, Athena), and optionally configure the LLM client for toolkit agent commands. Required by all phData workflow plugins.

Generate data pipelines with the phData Toolkit agent stack: author or supply a DiscoveryConfig dataspec, run toolkit agent discovery to produce a reviewable data contract, resolve human-review items, then pipeline-build SQL, dbt, or PySpark transforms with data-quality tests and a synthetic-data spec.