apps-mcp: add templates for Lakeflow jobs & pipelines templates #4183
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Refactors init-template into dedicated subcommands with comprehensive L2 guidance for each resource type: - Add job subcommand using default-python template - Add pipeline subcommand using lakeflow-pipelines template - Add empty subcommand using default-minimal template - Create L2 templates: target_jobs, target_pipelines, target_mixed - Add AGENTS.tmpl for scaffolded projects - Parameterize default catalog in discover flow - Update detector to show "mixed" guidance for non-app-only projects - Move implementation to cmd/init_template/ subpackage - Make databricks_discover description more forceful (MANDATORY) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <[email protected]>
…y configMap conditionals - Add acceptance tests for job, pipeline, empty, and app init-template subcommands - Remove unnecessary 'if catalog != ""' checks (templates handle empty values) - Fix logdiag double-initialization in bundle detector - Simplify FormatProjectScaffoldSuccess output formatting
- Remove undefined listAllSkills parameter from generateDiscoverGuidance call - Fix test expectation: jobs-only projects now include "mixed" target type 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <[email protected]>
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This makes the terminology more accurate for empty and single-resource bundles, and makes resource detection more maintainable. Changes: - Rename target_mixed.tmpl to target_bundle.tmpl - Use AllResources() iterator instead of manually checking each type - Simplify isAppOnly logic to: hasApps && len(TargetTypes) == 1 - Add default catalog logic to empty.go for consistency - Add test coverage for empty bundles 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Sonnet 4.5 <[email protected]>
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fjakobs
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igrekun
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Commit: b02beb4
28 interesting tests: 21 KNOWN, 6 FAIL, 1 SKIP
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…4199) ## Changes This adds a **skills system** to apps-mcp that provides domain-specific implementation guides to AI agents. It follows up on #4183. Skills are organized by resource type and delivered through the discover tool. They work for any agent that supports MCP. Detailed overview: * Skills live in `lib/skills/{apps,jobs,pipelines,...}` and include a standard `SKILL.md` file with a skill front matter. * The list of skills is shared via the `databricks_discover` tool. * Skills can be read using the `read_skill_file` tool (which has a precedent in many other MCPs an in our first-party agent). * Adding useful skills is considered followup work. The present PR includes one sample skill for doing auto-CDC with pipelines. - [x] **Stacked PR**: this branch is based on [the `lakeflow-mcp` branch](#4183); before merging it needs to be based on `main` instead ## Why * Supporting skills enables us to extend the set of domain-specific capabilities of agents * We want skills to be the universal format for these capabilities across different agent implementations. * Not all agents natively support skills (Codex, Cursor); the `read_skill_file` tool helps these agents use skills. ## Tests - Extended detector tests to validate resource type detection - Updated acceptance tests for all init-template commands - Manual validation with agents using the skills system --------- Co-authored-by: Claude <[email protected]>
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Changes
This extends
apps-mcpwith jobs & pipeline initialization:init_template.gointoinit_template/app.goinit_template/{job,pipeline,empty}.goand support for respective templatesWhy
We want to generalize
apps-mcpto other resource typesTests