aminghadersohi opened a new pull request, #37389:
URL: https://github.com/apache/superset/pull/37389

   ### SUMMARY
   
   Improves the MCP service's prompts, resources, and instructions for better 
LLM client usability:
   
   **Instructions (`app.py`):**
   - Separates chart types into "creatable" (via generate_chart) vs 
"viewable-only" (existing charts), preventing LLMs from attempting to create 
unsupported chart types like pie/funnel
   - Fixes incorrect resource URI reference (`chart/templates` -> 
`chart://configs`)
   - Adds recommended workflows section with step-by-step tool sequences
   - Clarifies when to use `generate_explore_link` vs `generate_chart`
   - Documents `time_grain` parameter options
   
   **Prompts:**
   - `create_chart_guided`: Removes unsupported `pie` from chart_type options, 
reduces verbosity by ~60%, adds concrete tool call examples with error recovery 
guidance
   - `quickstart`: Replaces generic intro with actionable workflows per user 
type (analyst/executive/developer), removes trailing question that LLMs can't 
respond to
   
   **Resources:**
   - `chart://configs`: Removes redundant `schema_reference` section (already 
in tool JSON Schema), adds `time_grain`, `stacked`, and `ag-grid-table` 
examples, removes hardcoded date
   - `instance://metadata`: Adds dataset/database IDs so LLMs can immediately 
call downstream tools, removes empty `popular_content`, fixes broad `except 
Exception` to catch specific exceptions
   - Schema resources: Adds meaningful column descriptions for ~40 model 
columns via fallback mapping
   
   **Preview formats:**
   - Removes unsupported `base64` and `interactive` from all `preview_formats` 
Literal types (base64 was explicitly skipped, interactive had no implementation)
   - Cleans up dead base64 skip code in `generate_chart.py`
   
   ### BEFORE/AFTER SCREENSHOTS OR ANIMATED GIF
   N/A - Backend/MCP protocol changes only, no UI impact
   
   ### TESTING INSTRUCTIONS
   1. Start the MCP service (`python -m superset.mcp_service`)
   2. Connect with an MCP client (e.g., Claude Desktop)
   3. Verify `health_check` works
   4. Verify `list_datasets` and `get_dataset_info` work correctly
   5. Verify chart creation with `generate_explore_link` using the documented 
config format
   6. Read the `instance://metadata` resource and confirm it includes 
`available_datasets` and `available_databases`
   7. Read the `chart://configs` resource and confirm new examples (stacked, 
time_grain, ag-grid-table) are present
   8. Verify `get_chart_preview` rejects `base64` format gracefully (validation 
error expected)
   
   ### ADDITIONAL INFORMATION
   - [ ] Has associated issue:
   - [ ] Required feature flags:
   - [ ] Changes UI
   - [ ] Includes DB Migration (follow approval process in 
[SIP-59](https://github.com/apache/superset/issues/13351))
     - [ ] Migration is atomic, supports rollback & is backwards-compatible
     - [ ] Confirm DB migration upgrade and downgrade tested
     - [ ] Runtime estimates and downtime expectations provided
   - [ ] Introduces new feature or API
   - [x] Removes existing feature or API
     - Removes `base64` and `interactive` from preview format options (never 
implemented)


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