Optimize MCP tool docstrings for token efficiency#394
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QuentinAmbard wants to merge 2 commits intomainfrom
Open
Optimize MCP tool docstrings for token efficiency#394QuentinAmbard wants to merge 2 commits intomainfrom
QuentinAmbard wants to merge 2 commits intomainfrom
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- Reduce docstring verbosity across all 18 tool files (~89% reduction) - Keep all functional information while being concise - Add skill references to complex tools (dashboards, vector search, genie, jobs, pipelines, lakebase, unity catalog, serving, apps, agent bricks) - Maintain human readability with bullet points and structure - Preserve critical warnings (ASK USER FIRST, CONFIRM WITH USER) - Keep return format hints for AI parsing Net reduction: 1,843 lines across 18 files 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
- agent_bricks.py: Add context for description, instructions, volume_path, examples - genie.py: Add context for table_identifiers, description, sample_questions, serialized_space - jobs.py: Add context for tasks, job_clusters, environments, schedule, git_source - lakebase.py: Add context for source_branch, ttl_seconds, is_protected, autoscaling params, and sync source/target table names - pipelines.py: Add context for root_path, workspace_file_paths, extra_settings, full_refresh 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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Summary
Token Reduction
Net reduction: 1,843 lines removed (~89% reduction in documentation size)
Skill References Added
Complex tools now reference their corresponding skills for detailed documentation:
databricks-aibi-dashboards- widget JSON structures, filter typesdatabricks-vector-search- index spec details (delta_sync, direct_access)agent-bricks- KA/MAS configurationdatabricks-genie- Genie space setupdatabricks-jobs- task configuration detailsdatabricks-spark-declarative-pipelines- pipeline setupdatabricks-lakebase-provisioned/autoscale- database typesdatabricks-unity-catalog- UC guidancedatabricks-model-serving- endpoint configurationdatabricks-app-python- app developmentTest plan
🤖 Generated with Claude Code