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Add Claude Code plugin for agentic migrations (plan/build/review/fix, parity, Ralph loops) - #2670
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Adds a prompts-only Claude Code plugin, installable from this repository's marketplace manifest, that drives the Lakebridge and Databricks CLIs: - plan/build/review/fix subagents orchestrated per legacy object - parity-fix skill: schema first, per-layer counts, key-level diffs - run-and-monitor skill: bounded self-healing job runs - expert commands for the Lakebridge CLI, Databricks runtime pitfalls and T-SQL to Spark conversion - Ralph loop templates (migrate queue, parity sweep, stabilize job) - docs page: Agentic Migration with Claude Code No Python code or dependencies are added. Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
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What does this PR do?
Adds a Claude Code plugin for Lakebridge, installable straight from this repository:
Lakebridge's transpilers handle most SQL deterministically. Procedural code — stored procedures with cursors, temp tables, multi-step
MERGElogic, dynamic SQL — still needs someone to finish the conversion, validate it against the legacy system and chase data differences. This plugin automates that loop with AI agents that drive the existingdatabricks labs lakebridgeanddatabricksCLIs.migration-planner,migration-builder,migration-reviewer,migration-fixertranspile), build/deploy/run, read-only risk-tiered review with PASS/FAIL, fixmigrate-objectparity-fixschema), then per-layer counts, then key-level diffs (reconciledata), then root cause and fixrun-and-monitorinit,prime,ralphmigration.config.yml+ queue; load context and check auth; prepare Ralph loopsexpert-lakebridge,expert-databricks,expert-tsql-to-sparkmigrate-queue,parity-sweep,stabilize-jobPlus a docs page: Agentic Migration with Claude Code (
docs/lakebridge/docs/agentic_migration.mdx).Relevant implementation details
init.shthat copies templates, and two JSON manifests. No Python, no new dependencies, no changes tosrc/,labs.ymlorpyproject.toml.migration/migration.config.yml(CLI profile, catalog/schemas, source folders, jobs, rules). The plugin never hard-codes workspace details, and the config refers to credentials only by profile or secret-scope name.claude plugin validate .passes.Caveats/things to watch out for when reviewing:
claude-code-plugin/with the marketplace manifest at.claude-plugin/marketplace.json(the path Claude Code looks for). Happy to move it (e.g. underdocs/or acontrib/folder) or rename the plugin.authoris set to "Databricks Labs" to match the repository; change as preferred.ralph-wiggumplugin; everything else works without it.Linked issues
Functionality
databricks labs lakebridge ...Tests
claude plugin validate .passes;init.shscaffolds and is idempotent; docs site builds🤖 Generated with Claude Code