feat(EmojiTextArea): add Slack-like emoji autocomplete component

Introduces a new EmojiTextArea component with Slack-like emoji autocomplete
behavior:

- Triggers on `:` prefix with 2+ character minimum (configurable)
- Smart trigger detection: colon must be preceded by whitespace, start of
  text, or another emoji (prevents false positives like URLs)
- Prevents accidental Enter key selection when typing quickly
- Includes 400+ curated emojis with shortcodes and keyword search
- Fully typed with TypeScript, includes tests and Storybook stories

Usage:
```tsx
<EmojiTextArea
  placeholder="Type 😄 to add emojis..."
  onChange={(text) => console.log(text)}
  minCharsBeforePopup={2}
/>
```

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

.github/CODEOWNERS

@@ -33,6 +33,7 @@
 
 # Notify PMC members of changes to extension-related files
 
+/docs/developer_portal/extensions/ @michael-s-molina @villebro @rusackas
 /superset-core/ @michael-s-molina @villebro @geido @eschutho @rusackas @kgabryje
 /superset-extensions-cli/ @michael-s-molina @villebro @geido @eschutho @rusackas @kgabryje
 /superset/core/ @michael-s-molina @villebro @geido @eschutho @rusackas @kgabryje

.github/workflows/bump-python-package.yml

@@ -32,7 +32,7 @@ jobs:
     steps:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: true
           ref: master

.github/workflows/cancel_duplicates.yml

@@ -31,7 +31,7 @@ jobs:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
         if: steps.check_queued.outputs.count >= 20
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Cancel duplicate workflow runs
         if: steps.check_queued.outputs.count >= 20

.github/workflows/check-python-deps.yml

@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/check_db_migration_confict.yml

@@ -25,7 +25,7 @@ jobs:
       pull-requests: write
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
       - name: Check and notify
         uses: actions/github-script@v8
         with:

.github/workflows/claude.yml

@@ -71,7 +71,7 @@ jobs:
       id-token: write
     steps:
     - name: Checkout repository
-      uses: actions/checkout@v5
+      uses: actions/checkout@v6
       with:
         fetch-depth: 1
 

.github/workflows/codeql-analysis.yml

@@ -31,7 +31,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Check for file changes
         id: check

.github/workflows/dependency-review.yml

@@ -27,7 +27,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout Repository"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
       - name: "Dependency Review"
         uses: actions/dependency-review-action@v4
         continue-on-error: true
@@ -53,7 +53,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: "Checkout Repository"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Setup Python
         uses: ./.github/actions/setup-backend/

.github/workflows/docker.yml

@@ -42,7 +42,7 @@ jobs:
     steps:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
 
@@ -117,7 +117,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
       - name: Check for file changes

.github/workflows/embedded-sdk-release.yml

@@ -28,7 +28,7 @@ jobs:
       run:
         working-directory: superset-embedded-sdk
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - uses: actions/setup-node@v5
         with:
           node-version-file: './superset-embedded-sdk/.nvmrc'

.github/workflows/embedded-sdk-test.yml

@@ -18,7 +18,7 @@ jobs:
       run:
         working-directory: superset-embedded-sdk
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - uses: actions/setup-node@v5
         with:
           node-version-file: './superset-embedded-sdk/.nvmrc'

.github/workflows/ephemeral-env.yml

@@ -160,7 +160,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ needs.ephemeral-env-label.outputs.sha }} : ${{steps.get-sha.outputs.sha}} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: ${{ needs.ephemeral-env-label.outputs.sha }}
           persist-credentials: false
@@ -220,7 +220,7 @@ jobs:
       pull-requests: write
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
         with:
           persist-credentials: false
 

.github/workflows/generate-FOSSA-report.yml

@@ -27,7 +27,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/github-action-validator.yml

@@ -14,7 +14,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: Checkout Repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Set up Node.js
         uses: actions/setup-node@v5

.github/workflows/issue_creation.yml

@@ -17,7 +17,7 @@ jobs:
     steps:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
 

.github/workflows/latest-release-tag.yml

@@ -12,7 +12,7 @@ jobs:
 
     steps:
     - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-      uses: actions/checkout@v5
+      uses: actions/checkout@v6
       with:
         persist-credentials: false
         submodules: recursive

.github/workflows/license-check.yml

@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/pr-lint.yml

@@ -16,7 +16,7 @@ jobs:
       pull-requests: write
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/pre-commit.yml

@@ -21,7 +21,7 @@ jobs:
         python-version: ["current", "previous", "next"]
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -71,7 +71,9 @@ jobs:
           GIT_DIFF_EXIT_CODE=$?
           if [ "${PRE_COMMIT_EXIT_CODE}" -ne 0 ] || [ "${GIT_DIFF_EXIT_CODE}" -ne 0 ]; then
             if [ "${PRE_COMMIT_EXIT_CODE}" -ne 0 ]; then
-              echo "❌ Pre-commit check failed (exit code: ${EXIT_CODE})."
+              echo "❌ Pre-commit check failed (exit code: ${PRE_COMMIT_EXIT_CODE})."
+              echo "🔍 Modified files:"
+              git diff --name-only
             else
               echo "❌ Git working directory is dirty."
               echo "📌 This likely means that pre-commit made changes that were not committed."

.github/workflows/prefer-typescript.yml

@@ -27,7 +27,7 @@ jobs:
       pull-requests: write
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/release.yml

@@ -26,7 +26,7 @@ jobs:
     name: Bump version and publish package(s)
     runs-on: ubuntu-24.04
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
         with:
           # pulls all commits (needed for lerna / semantic release to correctly version)
           fetch-depth: 0

.github/workflows/showtime-trigger.yml

@@ -147,7 +147,7 @@ jobs:
 
       - name: Checkout PR code (only if build needed)
         if: steps.auth.outputs.authorized == 'true' && steps.check.outputs.build_needed == 'true'
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: ${{ steps.check.outputs.target_sha }}
           persist-credentials: false

.github/workflows/superset-app-cli.yml

@@ -37,7 +37,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-applitool-cypress.yml

@@ -51,7 +51,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-applitools-storybook.yml

@@ -30,7 +30,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-docs-deploy.yml

@@ -31,7 +31,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-docs-verify.yml

@@ -18,7 +18,7 @@ jobs:
     name: Link Checking
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       # Do not bump this linkinator-action version without opening
       # an ASF Infra ticket to allow the new version first!
       - uses: JustinBeckwith/linkinator-action@3d5ba091319fa7b0ac14703761eebb7d100e6f6d  # v1.11.0
@@ -58,7 +58,7 @@ jobs:
         working-directory: docs
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-e2e.yml

@@ -69,21 +69,21 @@ jobs:
       # Conditional checkout based on context
       - name: Checkout for push or pull_request event
         if: github.event_name == 'push' || github.event_name == 'pull_request'
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive
           ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
       - name: Checkout using ref (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.ref != ''
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           ref: ${{ github.event.inputs.ref }}
           submodules: recursive
       - name: Checkout using PR ID (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           ref: refs/pull/${{ github.event.inputs.pr_id }}/merge
@@ -186,21 +186,21 @@ jobs:
       # Conditional checkout based on context (same as Cypress workflow)
       - name: Checkout for push or pull_request event
         if: github.event_name == 'push' || github.event_name == 'pull_request'
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive
           ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
       - name: Checkout using ref (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.ref != ''
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           ref: ${{ github.event.inputs.ref }}
           submodules: recursive
       - name: Checkout using PR ID (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           ref: refs/pull/${{ github.event.inputs.pr_id }}/merge

.github/workflows/superset-extensions-cli.yml

@@ -24,7 +24,7 @@ jobs:
         working-directory: superset-extensions-cli
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-frontend.yml

@@ -23,7 +23,7 @@ jobs:
       should-run: ${{ steps.check.outputs.frontend }}
     steps:
       - name: Checkout Code
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           fetch-depth: 0

.github/workflows/superset-helm-lint.yml

@@ -16,7 +16,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-helm-release.yml

@@ -29,7 +29,7 @@ jobs:
 
     steps:
       - name: Checkout code
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: ${{ inputs.ref || github.ref_name }}
           persist-credentials: true

.github/workflows/superset-playwright.yml

@@ -60,21 +60,21 @@ jobs:
       # Conditional checkout based on context (same as Cypress workflow)
       - name: Checkout for push or pull_request event
         if: github.event_name == 'push' || github.event_name == 'pull_request'
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive
           ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
       - name: Checkout using ref (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.ref != ''
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           ref: ${{ github.event.inputs.ref }}
           submodules: recursive
       - name: Checkout using PR ID (workflow_dispatch)
         if: github.event_name == 'workflow_dispatch' && github.event.inputs.pr_id != ''
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           ref: refs/pull/${{ github.event.inputs.pr_id }}/merge

.github/workflows/superset-python-integrationtest.yml

@@ -41,7 +41,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -99,7 +99,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -152,7 +152,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-python-presto-hive.yml

@@ -48,7 +48,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -108,7 +108,7 @@ jobs:
           - 16379:6379
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-python-unittest.yml

@@ -24,7 +24,7 @@ jobs:
       PYTHONPATH: ${{ github.workspace }}
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-translations.yml

@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive
@@ -49,7 +49,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
           submodules: recursive

.github/workflows/superset-websocket.yml

@@ -21,7 +21,7 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
       - name: Install dependencies

.github/workflows/supersetbot.yml

@@ -38,7 +38,7 @@ jobs:
             });
 
       - name: "Checkout ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           persist-credentials: false
 

.github/workflows/tag-release.yml

@@ -47,7 +47,7 @@ jobs:
     steps:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
 
@@ -107,7 +107,7 @@ jobs:
     steps:
 
       - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
 

.github/workflows/tech-debt.yml

@@ -27,7 +27,7 @@ jobs:
     name: Generate Reports
     steps:
       - name: Checkout Repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Set up Node.js
         uses: actions/setup-node@v5

.gitignore

@@ -138,3 +138,4 @@ PROJECT.md
 .claude_rc*
 .env.local
 oxc-custom-build/
+*.code-workspace

.pre-commit-config.yaml

@@ -106,12 +106,19 @@ repos:
         files: helm
         verbose: false
         args: ["--log-level", "error"]
-  - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.7
+  # Using local hooks ensures ruff version matches requirements/development.txt
+  - repo: local
     hooks:
       - id: ruff-format
+        name: ruff-format
+        entry: ruff format
+        language: system
+        types: [python]
       - id: ruff
-        args: [--fix]
+        name: ruff
+        entry: ruff check --fix --show-fixes
+        language: system
+        types: [python]
   - repo: local
     hooks:
       - id: pylint

RESOURCES/FEATURE_FLAGS.md

@@ -68,7 +68,7 @@ These features flags are **safe for production**. They have been tested and will
 
 ### Flags retained for runtime configuration
 
-Currently some of our feature flags act as dynamic configurations that can changed
+Currently some of our feature flags act as dynamic configurations that can change
 on the fly. This acts in contradiction with the typical ephemeral feature flag use case,
 where the flag is used to mature a feature, and eventually deprecated once the feature is
 solid. Eventually we'll likely refactor these under a more formal "dynamic configurations" managed

docker-compose-light.yml

@@ -67,7 +67,6 @@ x-superset-volumes: &superset-volumes
   - ./superset-frontend:/app/superset-frontend
   - superset_home_light:/app/superset_home
   - ./tests:/app/tests
-  - ./extensions:/app/extensions
 x-common-build: &common-build
   context: .
   target: ${SUPERSET_BUILD_TARGET:-dev} # can use `dev` (default) or `lean`

docker/pythonpath_dev/superset_config.py

@@ -105,15 +105,7 @@ class CeleryConfig:
 
 CELERY_CONFIG = CeleryConfig
 
-# Extensions configuration
-# For local development, point to the extensions directory
-# Note: If running in Docker, this path needs to be accessible from inside the container
-EXTENSIONS_PATH = os.getenv("EXTENSIONS_PATH", "/app/extensions")
-
-FEATURE_FLAGS = {
-    "ALERT_REPORTS": True,
-    "ENABLE_EXTENSIONS": True,
-}
+FEATURE_FLAGS = {"ALERT_REPORTS": True}
 ALERT_REPORTS_NOTIFICATION_DRY_RUN = True
 WEBDRIVER_BASEURL = f"http://superset_app{os.environ.get('SUPERSET_APP_ROOT', '/')}/"  # When using docker compose baseurl should be http://superset_nginx{ENV{BASEPATH}}/  # noqa: E501
 # The base URL for the email report hyperlinks.

docker/pythonpath_dev/superset_config_docker_light.py

@@ -19,6 +19,7 @@
 
 # Import all settings from the main config first
 from flask_caching.backends.filesystemcache import FileSystemCache
+
 from superset_config import *  # noqa: F403
 
 # Override caching to use simple in-memory cache instead of Redis

docs/developer_portal/extensions/architecture.md

@@ -248,6 +248,6 @@ This architecture provides several key benefits:
 
 Now that you understand the architecture, explore:
 
-- **[Extension Project Structure](./extension-project-structure)** - How to organize your extension code
-- **[Frontend Contribution Types](./frontend-contribution-types)** - What kinds of extensions you can build
 - **[Quick Start](./quick-start)** - Build your first extension
+- **[Contribution Types](./contribution-types)** - What kinds of extensions you can build
+- **[Development](./development)** - Project structure, APIs, and development workflow

docs/developer_portal/extensions/contribution-types.md

@@ -0,0 +1,130 @@
+---
+title: Contribution Types
+sidebar_position: 4
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# Contribution Types
+
+To facilitate the development of extensions, we define a set of well-defined contribution types that extensions can implement. These contribution types serve as the building blocks for extensions, allowing them to interact with the host application and provide new functionality.
+
+## Frontend
+
+Frontend contribution types allow extensions to extend Superset's user interface with new views, commands, and menu items.
+
+### Views
+
+Extensions can add new views or panels to the host application, such as custom SQL Lab panels, dashboards, or other UI components. Each view is registered with a unique ID and can be activated or deactivated as needed. Contribution areas are uniquely identified (e.g., `sqllab.panels` for SQL Lab panels), enabling seamless integration into specific parts of the application.
+
+``` json
+"frontend": {
+  "contributions": {
+    "views": {
+      "sqllab.panels": [
+        {
+          "id": "my_extension.main",
+          "name": "My Panel Name"
+        }
+      ]
+    }
+  }
+}
+```
+
+### Commands
+
+Extensions can define custom commands that can be executed within the host application, such as context-aware actions or menu options. Each command can specify properties like a unique command identifier, an icon, a title, and a description. These commands can be invoked by users through menus, keyboard shortcuts, or other UI elements, enabling extensions to add rich, interactive functionality to Superset.
+
+``` json
+"frontend": {
+  "contributions": {
+    "commands": [
+      {
+        "command": "my_extension.copy_query",
+        "icon": "CopyOutlined",
+        "title": "Copy Query",
+        "description": "Copy the current query to clipboard"
+      }
+    ]
+  }
+}
+```
+
+### Menus
+
+Extensions can contribute new menu items or context menus to the host application, providing users with additional actions and options. Each menu item can specify properties such as the target view, the command to execute, its placement (primary, secondary, or context), and conditions for when it should be displayed. Menu contribution areas are uniquely identified (e.g., `sqllab.editor` for the SQL Lab editor), allowing extensions to seamlessly integrate their functionality into specific menus and workflows within Superset.
+
+``` json
+"frontend": {
+  "contributions": {
+    "menus": {
+      "sqllab.editor": {
+        "primary": [
+          {
+            "view": "builtin.editor",
+            "command": "my_extension.copy_query"
+          }
+        ],
+        "secondary": [
+          {
+            "view": "builtin.editor",
+            "command": "my_extension.prettify"
+          }
+        ],
+        "context": [
+          {
+            "view": "builtin.editor",
+            "command": "my_extension.clear"
+          }
+        ]
+      }
+    }
+  }
+}
+```
+
+## Backend
+
+Backend contribution types allow extensions to extend Superset's server-side capabilities with new API endpoints, MCP tools, and MCP prompts.
+
+### REST API Endpoints
+
+Extensions can register custom REST API endpoints under the `/api/v1/extensions/` namespace. This dedicated namespace prevents conflicts with built-in endpoints and provides a clear separation between core and extension functionality.
+
+``` json
+"backend": {
+  "entryPoints": ["my_extension.entrypoint"],
+  "files": ["backend/src/my_extension/**/*.py"]
+}
+```
+
+The entry point module registers the API with Superset:
+
+``` python
+from superset_core.api.rest_api import add_extension_api
+from .api import MyExtensionAPI
+
+add_extension_api(MyExtensionAPI)
+```
+
+### MCP Tools and Prompts
+
+Extensions can contribute Model Context Protocol (MCP) tools and prompts that AI agents can discover and use. See [MCP Integration](./mcp) for detailed documentation.

docs/developer_portal/extensions/deployment.md

@@ -1,6 +1,6 @@
 ---
-title: Deploying an Extension
-sidebar_position: 8
+title: Deployment
+sidebar_position: 6
 ---
 
 <!--
@@ -22,7 +22,7 @@ specific language governing permissions and limitations
 under the License.
 -->
 
-# Deploying an Extension
+# Deployment
 
 Once an extension has been developed, the deployment process involves packaging and uploading it to the host application.
 
@@ -33,13 +33,17 @@ Packaging is handled by the `superset-extensions bundle` command, which:
 3. Generates a `manifest.json` with build-time metadata, including the contents of `extension.json` and references to built assets.
 4. Packages everything into a `.supx` file (a zip archive with a specific structure required by Superset).
 
-Uploading is accomplished through Superset's REST API at `/api/v1/extensions/import/`. The endpoint accepts the `.supx` file as form data and processes it by:
+To deploy an extension, place the `.supx` file in the extensions directory configured via `EXTENSIONS_PATH` in your `superset_config.py`:
 
-1. Extracting and validating the extension metadata and manifest.
-2. Storing extension assets in the metadata database for dynamic loading.
-3. Registering the extension in the metadata database, including its name, version, author, and capabilities.
-4. Automatically activating the extension, making it immediately available for use and management via the Superset UI or API.
+``` python
+EXTENSIONS_PATH = "/path/to/extensions"
+```
 
-This API-driven approach enables automated deployment workflows and simplifies extension management for administrators. Extensions can be uploaded through the Swagger UI, programmatically via scripts, or through the management interface:
+During application startup, Superset automatically discovers and loads all `.supx` files from this directory:
 
-https://github.com/user-attachments/assets/98b16cdd-8ec5-4812-9d5e-9915badd8f0d
+1. Scans the configured directory for `.supx` files.
+2. Validates each file is a properly formatted zip archive.
+3. Extracts and validates the extension manifest and metadata.
+4. Loads the extension, making it available for use.
+
+This file-based approach simplifies deployment in containerized environments and enables version control of extensions alongside infrastructure configuration.

docs/developer_portal/extensions/development-mode.md

@@ -1,48 +0,0 @@
----
-title: Development Mode
-sidebar_position: 10
----
-
-<!--
-Licensed to the Apache Software Foundation (ASF) under one
-or more contributor license agreements.  See the NOTICE file
-distributed with this work for additional information
-regarding copyright ownership.  The ASF licenses this file
-to you under the Apache License, Version 2.0 (the
-"License"); you may not use this file except in compliance
-with the License.  You may obtain a copy of the License at
-
-  http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing,
-software distributed under the License is distributed on an
-"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-KIND, either express or implied.  See the License for the
-specific language governing permissions and limitations
-under the License.
--->
-
-# Development Mode
-
-Development mode accelerates extension development by letting developers see changes in Superset quickly, without the need for repeated packaging and uploading. To enable development mode, set the `LOCAL_EXTENSIONS` configuration in your `superset_config.py`:
-
-``` python
-LOCAL_EXTENSIONS = [
-    "/path/to/your/extension1",
-    "/path/to/your/extension2",
-]
-```
-
-This instructs Superset to load and serve extensions directly from disk, so you can iterate quickly. Running `superset-extensions dev` watches for file changes and rebuilds assets automatically, while the Webpack development server (started separately with `npm run dev-server`) serves updated files as soon as they're modified. This enables immediate feedback for React components, styles, and other frontend code. Changes to backend files are also detected automatically and immediately synced, ensuring that both frontend and backend updates are reflected in your development environment.
-
-Example output when running in development mode:
-
-```
-superset-extensions dev
-
-⚙️  Building frontend assets…
-✅ Frontend rebuilt
-✅ Backend files synced
-✅ Manifest updated
-👀 Watching for changes in: /dataset_references/frontend, /dataset_references/backend
-```

docs/developer_portal/extensions/development.md

@@ -0,0 +1,239 @@
+---
+title: Development
+sidebar_position: 5
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# Development
+
+This guide covers everything you need to know about developing extensions for Superset, from project structure to development workflow.
+
+## Project Structure
+
+The [apache-superset-extensions-cli](https://github.com/apache/superset/tree/master/superset-extensions-cli) package provides a command-line interface (CLI) that streamlines the extension development workflow. It offers the following commands:
+
+```
+superset-extensions init: Generates the initial folder structure and scaffolds a new extension project.
+
+superset-extensions build: Builds extension assets.
+
+superset-extensions bundle: Packages the extension into a .supx file.
+
+superset-extensions dev: Automatically rebuilds the extension as files change.
+```
+
+When creating a new extension with `superset-extensions init <extension-name>`, the CLI generates a standardized folder structure:
+
+```
+dataset_references/
+├── extension.json
+├── frontend/
+│   ├── src/
+│   ├── webpack.config.js
+│   ├── tsconfig.json
+│   └── package.json
+├── backend/
+│   ├── src/
+│        └── dataset_references/
+│   ├── tests/
+│   ├── pyproject.toml
+│   └── requirements.txt
+├── dist/
+│   ├── manifest.json
+│   ├── frontend
+│        └── dist/
+│             ├── remoteEntry.d7a9225d042e4ccb6354.js
+│             └── 900.038b20cdff6d49cfa8d9.js
+│   └── backend
+│        └── dataset_references/
+│             ├── __init__.py
+│             ├── api.py
+│             └── entrypoint.py
+├── dataset_references-1.0.0.supx
+└── README.md
+```
+
+The `extension.json` file serves as the declared metadata for the extension, containing the extension's name, version, author, description, and a list of capabilities. This file is essential for the host application to understand how to load and manage the extension.
+
+The `frontend` directory contains the source code for the frontend components of the extension, including React components, styles, and assets. The `webpack.config.js` file is used to configure Webpack for building the frontend code, while the `tsconfig.json` file defines the TypeScript configuration for the project. The `package.json` file specifies the dependencies and scripts for building and testing the frontend code.
+
+The `backend` directory contains the source code for the backend components of the extension, including Python modules, tests, and configuration files. The `pyproject.toml` file is used to define the Python package and its dependencies, while the `requirements.txt` file lists the required Python packages for the extension. The `src` folder contains the functional backend source files, `tests` directory contains unit tests for the backend code, ensuring that the extension behaves as expected and meets the defined requirements.
+
+The `dist` directory is built when running the `build` or `dev` command, and contains the files that will be included in the bundle. The `manifest.json` file contains critical metadata about the extension, including the majority of the contents of the `extension.json` file, but also other build-time information, like the name of the built Webpack Module Federation remote entry file. The files in the `dist` directory will be zipped into the final `.supx` file. Although this file is technically a zip archive, the `.supx` extension makes it clear that it is a Superset extension package and follows a specific file layout. This packaged file can be distributed and installed in Superset instances.
+
+The `README.md` file provides documentation and instructions for using the extension, including how to install, configure, and use its functionality.
+
+## Extension Metadata
+
+The `extension.json` file contains all metadata necessary for the host application to understand and manage the extension:
+
+```json
+{
+  "name": "dataset_references",
+  "version": "1.0.0",
+  "frontend": {
+    "contributions": {
+      "views": {
+        "sqllab.panels": [
+          {
+            "id": "dataset_references.main",
+            "name": "Dataset references"
+          }
+        ]
+      }
+    },
+    "moduleFederation": {
+      "exposes": ["./index"]
+    }
+  },
+  "backend": {
+    "entryPoints": ["dataset_references.entrypoint"],
+    "files": ["backend/src/dataset_references/**/*.py"]
+  }
+}
+```
+
+The `contributions` section declares how the extension extends Superset's functionality through views, commands, menus, and other contribution types. The `backend` section specifies entry points and files to include in the bundle.
+
+## Interacting with the Host
+
+Extensions interact with Superset through well-defined, versioned APIs provided by the `@apache-superset/core` (frontend) and `apache-superset-core` (backend) packages. These APIs are designed to be stable, discoverable, and consistent for both built-in and external extensions.
+
+**Note**: The `superset_core.api` module provides abstract classes that are replaced with concrete implementations via dependency injection when Superset initializes. This allows extensions to use the same interfaces as the host application.
+
+### Frontend APIs
+
+The frontend extension APIs (via `@apache-superset/core`) are organized into logical namespaces such as `authentication`, `commands`, `extensions`, `sqlLab`, and others. Each namespace groups related functionality, making it easy for extension authors to discover and use the APIs relevant to their needs. For example, the `sqlLab` namespace provides events and methods specific to SQL Lab, allowing extensions to react to user actions and interact with the SQL Lab environment:
+
+```typescript
+export const getCurrentTab: () => Tab | undefined;
+
+export const getDatabases: () => Database[];
+
+export const getTabs: () => Tab[];
+
+export const onDidChangeEditorContent: Event<string>;
+
+export const onDidClosePanel: Event<Panel>;
+
+export const onDidChangeActivePanel: Event<Panel>;
+
+export const onDidChangeTabTitle: Event<string>;
+
+export const onDidQueryRun: Event<Editor>;
+
+export const onDidQueryStop: Event<Editor>;
+```
+
+The following code demonstrates more examples of the existing frontend APIs:
+
+```typescript
+import { core, commands, sqlLab, authentication, Button } from '@apache-superset/core';
+import MyPanel from './MyPanel';
+
+export function activate(context) {
+  // Register a new panel (view) in SQL Lab and use shared UI components in your extension's React code
+  const panelDisposable = core.registerView('my_extension.panel', <MyPanel><Button/></MyPanel>);
+
+  // Register a custom command
+  const commandDisposable = commands.registerCommand('my_extension.copy_query', {
+    title: 'Copy Query',
+    execute: () => {
+      // Command logic here
+    },
+  });
+
+  // Listen for query run events in SQL Lab
+  const eventDisposable = sqlLab.onDidQueryRun(editor => {
+    // Handle query execution event
+  });
+
+  // Access a CSRF token for secure API requests
+  authentication.getCSRFToken().then(token => {
+    // Use token as needed
+  });
+
+  // Add all disposables for automatic cleanup on deactivation
+  context.subscriptions.push(panelDisposable, commandDisposable, eventDisposable);
+}
+```
+
+### Backend APIs
+
+Backend APIs (via `apache-superset-core`) follow a similar pattern, providing access to Superset's models, sessions, and query capabilities. Extensions can register REST API endpoints, access the metadata database, and interact with Superset's core functionality.
+
+Extension endpoints are registered under a dedicated `/extensions` namespace to avoid conflicting with built-in endpoints and also because they don't share the same version constraints. By grouping all extension endpoints under `/extensions`, Superset establishes a clear boundary between core and extension functionality, making it easier to manage, document, and secure both types of APIs.
+
+```python
+from superset_core.api.models import Database, get_session
+from superset_core.api.daos import DatabaseDAO
+from superset_core.api.rest_api import add_extension_api
+from .api import DatasetReferencesAPI
+
+# Register a new extension REST API
+add_extension_api(DatasetReferencesAPI)
+
+# Fetch Superset entities via the DAO to apply base filters that filter out entities
+# that the user doesn't have access to
+databases = DatabaseDAO.find_all()
+
+# ..or apply simple filters on top of base filters
+databases = DatabaseDAO.filter_by(uuid=database.uuid)
+if not databases:
+    raise Exception("Database not found")
+
+return databases[0]
+
+# Perform complex queries using SQLAlchemy Query, also filtering out
+# inaccessible entities
+session = get_session()
+databases_query = session.query(Database).filter(
+    Database.database_name.ilike("%abc%")
+)
+return DatabaseDAO.query(databases_query)
+```
+
+In the future, we plan to expand the backend APIs to support configuring security models, database engines, SQL Alchemy dialects, etc.
+
+## Development Mode
+
+Development mode accelerates extension development by letting developers see changes in Superset quickly, without the need for repeated packaging and uploading. To enable development mode, set the `LOCAL_EXTENSIONS` configuration in your `superset_config.py`:
+
+```python
+LOCAL_EXTENSIONS = [
+    "/path/to/your/extension1",
+    "/path/to/your/extension2",
+]
+```
+
+This instructs Superset to load and serve extensions directly from disk, so you can iterate quickly. Running `superset-extensions dev` watches for file changes and rebuilds assets automatically, while the Webpack development server (started separately with `npm run dev-server`) serves updated files as soon as they're modified. This enables immediate feedback for React components, styles, and other frontend code. Changes to backend files are also detected automatically and immediately synced, ensuring that both frontend and backend updates are reflected in your development environment.
+
+Example output when running in development mode:
+
+```
+superset-extensions dev
+
+⚙️  Building frontend assets…
+✅ Frontend rebuilt
+✅ Backend files synced
+✅ Manifest updated
+👀 Watching for changes in: /dataset_references/frontend, /dataset_references/backend
+```

docs/developer_portal/extensions/extension-metadata.md

@@ -1,55 +0,0 @@
----
-title: Extension Metadata
-sidebar_position: 4
----
-
-<!--
-Licensed to the Apache Software Foundation (ASF) under one
-or more contributor license agreements.  See the NOTICE file
-distributed with this work for additional information
-regarding copyright ownership.  The ASF licenses this file
-to you under the Apache License, Version 2.0 (the
-"License"); you may not use this file except in compliance
-with the License.  You may obtain a copy of the License at
-
-  http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing,
-software distributed under the License is distributed on an
-"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-KIND, either express or implied.  See the License for the
-specific language governing permissions and limitations
-under the License.
--->
-
-# Extension Metadata
-
-The `extension.json` file contains all metadata necessary for the host application to understand and manage the extension:
-
-``` json
-{
-  "name": "dataset_references",
-  "version": "1.0.0",
-  "frontend": {
-    "contributions": {
-      "views": {
-        "sqllab.panels": [
-          {
-            "id": "dataset_references.main",
-            "name": "Dataset references"
-          }
-        ]
-      }
-    },
-    "moduleFederation": {
-      "exposes": ["./index"]
-    }
-  },
-  "backend": {
-    "entryPoints": ["dataset_references.entrypoint"],
-    "files": ["backend/src/dataset_references/**/*.py"]
-  },
-}
-```
-
-The `contributions` section declares how the extension extends Superset's functionality through views, commands, menus, and other contribution types. The `backend` section specifies entry points and files to include in the bundle.

docs/developer_portal/extensions/extension-points/sqllab.md

@@ -0,0 +1,209 @@
+---
+title: SQL Lab
+sidebar_position: 1
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# SQL Lab Extension Points
+
+SQL Lab provides 5 extension points where extensions can contribute custom UI components. Each area serves a specific purpose and can be customized to add new functionality.
+
+## Layout Overview
+
+```
+┌──────────┬─────────────────────────────────────────┬─────────────┐
+│          │                                         │             │
+│          │                                         │             │
+│          │                Editor                   │             │
+│          │                                         │             │
+│   Left   │                                         │    Right    │
+│  Sidebar ├─────────────────────────────────────────┤   Sidebar   │
+│          │                                         │             │
+│          │                Panels                   │             │
+│          │                                         │             │
+│          │                                         │             │
+│          │                                         │             │
+├──────────┴─────────────────────────────────────────┴─────────────┤
+│                          Status Bar                              │
+└──────────────────────────────────────────────────────────────────┘
+```
+
+| Extension Point   | ID                    | Description                                                |
+| ----------------- | --------------------- | ---------------------------------------------------------- |
+| **Left Sidebar**  | `sqllab.leftSidebar`  | Navigation and browsing (database explorer, saved queries) |
+| **Editor**        | `sqllab.editor`       | SQL query editor workspace                                 |
+| **Right Sidebar** | `sqllab.rightSidebar` | Contextual tools (AI assistants, query analysis)           |
+| **Panels**        | `sqllab.panels`       | Results and related views (visualizations, data profiling) |
+| **Status Bar**    | `sqllab.statusBar`    | Connection status and query metrics                        |
+
+## Area Customizations
+
+Each extension point area supports three types of action customizations:
+
+```
+┌───────────────────────────────────────────────────────────────┐
+│  Area Title                         [Button] [Button]   [•••] │
+├───────────────────────────────────────────────────────────────┤
+│                                                               │
+│                                                               │
+│                          Area Content                         │
+│                                                               │
+│                  (right-click for context menu)               │
+│                                                               │
+│                                                               │
+└───────────────────────────────────────────────────────────────┘
+```
+
+| Action Type           | Location          | Use Case                                              |
+| --------------------- | ----------------- | ----------------------------------------------------- |
+| **Primary Actions**   | Top-right buttons | Frequently used actions (e.g., run, refresh, add new) |
+| **Secondary Actions** | 3-dot menu (•••)  | Less common actions (e.g., export, settings)          |
+| **Context Actions**   | Right-click menu  | Context-sensitive actions on content                  |
+
+## Examples
+
+### Adding a Panel
+
+This example adds a "Data Profiler" panel to SQL Lab:
+
+```json
+{
+  "name": "data_profiler",
+  "version": "1.0.0",
+  "frontend": {
+    "contributions": {
+      "views": {
+        "sqllab.panels": [
+          {
+            "id": "data_profiler.main",
+            "name": "Data Profiler"
+          }
+        ]
+      }
+    }
+  }
+}
+```
+
+```typescript
+import { core } from '@apache-superset/core';
+import DataProfilerPanel from './DataProfilerPanel';
+
+export function activate(context) {
+  // Register the panel view with the ID declared in extension.json
+  const disposable = core.registerView('data_profiler.main', <DataProfilerPanel />);
+  context.subscriptions.push(disposable);
+}
+```
+
+### Adding Actions to the Editor
+
+This example adds primary, secondary, and context actions to the editor:
+
+```json
+{
+  "name": "query_tools",
+  "version": "1.0.0",
+  "frontend": {
+    "contributions": {
+      "commands": [
+        {
+          "command": "query_tools.format",
+          "title": "Format Query",
+          "icon": "FormatPainterOutlined"
+        },
+        {
+          "command": "query_tools.explain",
+          "title": "Explain Query"
+        },
+        {
+          "command": "query_tools.copy_as_cte",
+          "title": "Copy as CTE"
+        }
+      ],
+      "menus": {
+        "sqllab.editor": {
+          "primary": [
+            {
+              "view": "builtin.editor",
+              "command": "query_tools.format"
+            }
+          ],
+          "secondary": [
+            {
+              "view": "builtin.editor",
+              "command": "query_tools.explain"
+            }
+          ],
+          "context": [
+            {
+              "view": "builtin.editor",
+              "command": "query_tools.copy_as_cte"
+            }
+          ]
+        }
+      }
+    }
+  }
+}
+```
+
+```typescript
+import { commands, sqlLab } from '@apache-superset/core';
+
+export function activate(context) {
+  // Register the commands declared in extension.json
+  const formatCommand = commands.registerCommand('query_tools.format', {
+    execute: () => {
+      const tab = sqlLab.getCurrentTab();
+      if (tab?.editor) {
+        // Format the SQL query
+      }
+    },
+  });
+
+  const explainCommand = commands.registerCommand('query_tools.explain', {
+    execute: () => {
+      const tab = sqlLab.getCurrentTab();
+      if (tab?.editor) {
+        // Show query explanation
+      }
+    },
+  });
+
+  const copyAsCteCommand = commands.registerCommand('query_tools.copy_as_cte', {
+    execute: () => {
+      const tab = sqlLab.getCurrentTab();
+      if (tab?.editor) {
+        // Copy selected text as CTE
+      }
+    },
+  });
+
+  context.subscriptions.push(formatCommand, explainCommand, copyAsCteCommand);
+}
+```
+
+## Next Steps
+
+- **[Contribution Types](../contribution-types)** - Learn about other contribution types (commands, menus)
+- **[Development](../development)** - Set up your development environment
+- **[Quick Start](../quick-start)** - Build a complete extension

docs/developer_portal/extensions/extension-project-structure.md

@@ -1,78 +0,0 @@
----
-title: Extension Project Structure
-sidebar_position: 3
----
-
-<!--
-Licensed to the Apache Software Foundation (ASF) under one
-or more contributor license agreements.  See the NOTICE file
-distributed with this work for additional information
-regarding copyright ownership.  The ASF licenses this file
-to you under the Apache License, Version 2.0 (the
-"License"); you may not use this file except in compliance
-with the License.  You may obtain a copy of the License at
-
-  http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing,
-software distributed under the License is distributed on an
-"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-KIND, either express or implied.  See the License for the
-specific language governing permissions and limitations
-under the License.
--->
-
-# Extension Project Structure
-
-The `apache-superset-extensions-cli` package provides a command-line interface (CLI) that streamlines the extension development workflow. It offers the following commands:
-
-```
-superset-extensions init: Generates the initial folder structure and scaffolds a new extension project.
-
-superset-extensions build: Builds extension assets.
-
-superset-extensions bundle: Packages the extension into a .supx file.
-
-superset-extensions dev: Automatically rebuilds the extension as files change.
-```
-
-When creating a new extension with `superset-extensions init <extension-name>`, the CLI generates a standardized folder structure:
-
-```
-dataset_references/
-├── extension.json
-├── frontend/
-│   ├── src/
-│   ├── webpack.config.js
-│   ├── tsconfig.json
-│   └── package.json
-├── backend/
-│   ├── src/
-│        └── dataset_references/
-│   ├── tests/
-│   ├── pyproject.toml
-│   └── requirements.txt
-├── dist/
-│   ├── manifest.json
-│   ├── frontend
-│        └── dist/
-│             ├── remoteEntry.d7a9225d042e4ccb6354.js
-│             └── 900.038b20cdff6d49cfa8d9.js
-│   └── backend
-│        └── dataset_references/
-│             ├── __init__.py
-│             ├── api.py
-│             └── entrypoint.py
-├── dataset_references-1.0.0.supx
-└── README.md
-```
-
-The `extension.json` file serves as the declared metadata for the extension, containing the extension's name, version, author, description, and a list of capabilities. This file is essential for the host application to understand how to load and manage the extension.
-
-The `frontend` directory contains the source code for the frontend components of the extension, including React components, styles, and assets. The `webpack.config.js` file is used to configure Webpack for building the frontend code, while the `tsconfig.json` file defines the TypeScript configuration for the project. The `package.json` file specifies the dependencies and scripts for building and testing the frontend code.
-
-The `backend` directory contains the source code for the backend components of the extension, including Python modules, tests, and configuration files. The `pyproject.toml` file is used to define the Python package and its dependencies, while the r`equirements.txt` file lists the required Python packages for the extension. The `src` folder contains the functional backend source files, `tests` directory contains unit tests for the backend code, ensuring that the extension behaves as expected and meets the defined requirements.
-
-The `dist` directory is built when running the `build` or `dev` command, and contains the files that will be included in the bundle. The `manifest.json` file contains critical metadata about the extension, including the majority of the contents of the `extension.json` file, but also other build-time information, like the name of the built Webpack Module Federation remote entry file. The files in the `dist` directory will be zipped into the final `.supx` file. Although this file is technically a zip archive, the `.supx` extension makes it clear that it is a Superset extension package and follows a specific file layout. This packaged file can be distributed and installed in Superset instances.
-
-The `README.md` file provides documentation and instructions for using the extension, including how to install, configure, and use its functionality.

docs/developer_portal/extensions/frontend-contribution-types.md

@@ -1,90 +0,0 @@
----
-title: Frontend Contribution Types
-sidebar_position: 5
----
-
-<!--
-Licensed to the Apache Software Foundation (ASF) under one
-or more contributor license agreements.  See the NOTICE file
-distributed with this work for additional information
-regarding copyright ownership.  The ASF licenses this file
-to you under the Apache License, Version 2.0 (the
-"License"); you may not use this file except in compliance
-with the License.  You may obtain a copy of the License at
-
-  http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing,
-software distributed under the License is distributed on an
-"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-KIND, either express or implied.  See the License for the
-specific language governing permissions and limitations
-under the License.
--->
-
-# Frontend Contribution Types
-
-To facilitate the development of extensions, we will define a set of well-defined contribution types that extensions can implement. These contribution types will serve as the building blocks for extensions, allowing them to interact with the host application and provide new functionality. The initial set of contribution types will include:
-
-## Views
-
-Extensions can add new views or panels to the host application, such as custom SQL Lab panels, dashboards, or other UI components. Each view is registered with a unique ID and can be activated or deactivated as needed. Contribution areas are uniquely identified (e.g., `sqllab.panels` for SQL Lab panels), enabling seamless integration into specific parts of the application.
-
-``` json
-"views": {
-  "sqllab.panels": [
-    {
-      "id": "dataset_references.main",
-      "name": "Table references"
-    }
-  ]
-},
-```
-
-## Commands
-
-Extensions can define custom commands that can be executed within the host application, such as context-aware actions or menu options. Each command can specify properties like a unique command identifier, an icon, a title, and a description. These commands can be invoked by users through menus, keyboard shortcuts, or other UI elements, enabling extensions to add rich, interactive functionality to Superset.
-
-``` json
-"commands": [
-  {
-    "command": "extension1.copy_query",
-    "icon": "CopyOutlined",
-    "title": "Copy Query",
-    "description": "Copy the current query to clipboard"
-  },
-]
-```
-
-## Menus
-
-Extensions can contribute new menu items or context menus to the host application, providing users with additional actions and options. Each menu item can specify properties such as the target view, the command to execute, its placement (primary, secondary, or context), and conditions for when it should be displayed. Menu contribution areas are uniquely identified (e.g., `sqllab.editor` for the SQL Lab editor), allowing extensions to seamlessly integrate their functionality into specific menus and workflows within Superset.
-
-``` json
-"menus": {
-  "sqllab.editor": {
-    "primary": [
-      {
-        "view": "builtin.editor",
-        "command": "extension1.copy_query"
-      }
-    ],
-    "secondary": [
-      {
-        "view": "builtin.editor",
-        "command": "extension1.prettify"
-      }
-    ],
-    "context": [
-      {
-        "view": "builtin.editor",
-        "command": "extension1.clear"
-      },
-      {
-        "view": "builtin.editor",
-     "command": "extension1.refresh"
-      }
-    ]
-  },
-}
-```

docs/developer_portal/extensions/interacting-with-host.md

@@ -1,129 +0,0 @@
----
-title: Interacting with the Host
-sidebar_position: 6
----
-
-<!--
-Licensed to the Apache Software Foundation (ASF) under one
-or more contributor license agreements.  See the NOTICE file
-distributed with this work for additional information
-regarding copyright ownership.  The ASF licenses this file
-to you under the Apache License, Version 2.0 (the
-"License"); you may not use this file except in compliance
-with the License.  You may obtain a copy of the License at
-
-  http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing,
-software distributed under the License is distributed on an
-"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-KIND, either express or implied.  See the License for the
-specific language governing permissions and limitations
-under the License.
--->
-
-# Interacting with the Host
-
-Extensions interact with Superset through well-defined, versioned APIs provided by the `@apache-superset/core` (frontend) and `apache-superset-core` (backend) packages. These APIs are designed to be stable, discoverable, and consistent for both built-in and external extensions.
-
-**Note**: The `superset_core.api` module provides abstract classes that are replaced with concrete implementations via dependency injection when Superset initializes. This allows extensions to use the same interfaces as the host application.
-
-**Frontend APIs** (via `@apache-superset/core)`:
-
-The frontend extension APIs in Superset are organized into logical namespaces such as `authentication`, `commands`, `extensions`, `sqlLab`, and others. Each namespace groups related functionality, making it easy for extension authors to discover and use the APIs relevant to their needs. For example, the `sqlLab` namespace provides events and methods specific to SQL Lab, allowing extensions to react to user actions and interact with the SQL Lab environment:
-
-``` typescript
-export const getCurrentTab: () => Tab | undefined;
-
-export const getDatabases: () => Database[];
-
-export const getTabs: () => Tab[];
-
-export const onDidChangeEditorContent: Event<string>;
-
-export const onDidClosePanel: Event<Panel>;
-
-export const onDidChangeActivePanel: Event<Panel>;
-
-export const onDidChangeTabTitle: Event<string>;
-
-export const onDidQueryRun: Event<Editor>;
-
-export const onDidQueryStop: Event<Editor>;
-```
-
-The following code demonstrates more examples of the existing frontend APIs:
-
-``` typescript
-import { core, commands, sqlLab, authentication, Button } from '@apache-superset/core';
-import MyPanel from './MyPanel';
-
-export function activate(context) {
-  // Register a new panel (view) in SQL Lab and use shared UI components in your extension's React code
-  const panelDisposable = core.registerView('my_extension.panel', <MyPanel><Button/></MyPanel>);
-
-  // Register a custom command
-  const commandDisposable = commands.registerCommand('my_extension.copy_query', {
-    title: 'Copy Query',
-    execute: () => {
-      // Command logic here
-    },
-  });
-
-  // Listen for query run events in SQL Lab
-  const eventDisposable = sqlLab.onDidQueryRun(editor => {
-    // Handle query execution event
-  });
-
-  // Access a CSRF token for secure API requests
-  authentication.getCSRFToken().then(token => {
-    // Use token as needed
-  });
-
-  // Add all disposables for automatic cleanup on deactivation
-  context.subscriptions.push(panelDisposable, commandDisposable, eventDisposable);
-}
-```
-
-**Backend APIs** (via `apache-superset-core`):
-
-Backend APIs follow a similar pattern, providing access to Superset's models, sessions, and query capabilities. Extensions can register REST API endpoints, access the metadata database, and interact with Superset's core functionality.
-
-Extension endpoints are registered under a dedicated `/extensions` namespace to avoid conflicting with built-in endpoints and also because they don't share the same version constraints. By grouping all extension endpoints under `/extensions`, Superset establishes a clear boundary between core and extension functionality, making it easier to manage, document, and secure both types of APIs.
-
-``` python
-from superset_core.api.models import Database, get_session
-from superset_core.api.daos import DatabaseDAO
-from superset_core.api.rest_api import add_extension_api
-from .api import DatasetReferencesAPI
-
-# Register a new extension REST API
-add_extension_api(DatasetReferencesAPI)
-
-# Fetch Superset entities via the DAO to apply base filters that filter out entities
-# that the user doesn't have access to
-databases = DatabaseDAO.find_all()
-
-# ..or apply simple filters on top of base filters
-databases = DatabaseDAO.filter_by(uuid=database.uuid)
-if not databases:
-    raise Exception("Database not found")
-
-return databases[0]
-
-# Perform complex queries using SQLAlchemy Query, also filtering out
-# inaccessible entities
-session = get_session()
-databases_query = session.query(Database).filter(
-    Database.database_name.ilike("%abc%")
-)
-return DatabaseDAO.query(databases_query)
-
-# Bypass security model for highly custom use cases
-session = get_session()
-all_databases_containing_abc = session.query(Database).filter(
-    Database.database_name.ilike("%abc%")
-).all()
-```
-
-In the future, we plan to expand the backend APIs to support configuring security models, database engines, SQL Alchemy dialects, etc.

docs/developer_portal/extensions/mcp.md

@@ -0,0 +1,459 @@
+---
+title: MCP Integration
+hide_title: true
+sidebar_position: 7
+version: 1
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# MCP Integration
+
+Model Context Protocol (MCP) integration allows extensions to register custom AI agent capabilities that integrate seamlessly with Superset's MCP service. Extensions can provide both **tools** (executable functions) and **prompts** (interactive guidance) that AI agents can discover and use.
+
+## What is MCP?
+
+MCP enables extensions to extend Superset's AI capabilities in two ways:
+
+### MCP Tools
+Tools are Python functions that AI agents can call to perform specific tasks. They provide executable functionality that extends Superset's capabilities.
+
+**Examples of MCP tools:**
+- Data processing and transformation functions
+- Custom analytics calculations
+- Integration with external APIs
+- Specialized report generation
+- Business-specific operations
+
+### MCP Prompts
+Prompts provide interactive guidance and context to AI agents. They help agents understand how to better assist users with specific workflows or domain knowledge.
+
+**Examples of MCP prompts:**
+- Step-by-step workflow guidance
+- Domain-specific context and knowledge
+- Interactive troubleshooting assistance
+- Template generation helpers
+- Best practices recommendations
+
+## Getting Started
+
+## MCP Tools
+
+### Basic Tool Registration
+
+The simplest way to create an MCP tool is using the `@tool` decorator:
+
+```python
+from superset_core.mcp import tool
+
+@tool
+def hello_world() -> dict:
+    """A simple greeting tool."""
+    return {"message": "Hello from my extension!"}
+```
+
+This creates a tool that AI agents can call by name. The tool name defaults to the function name.
+
+### Decorator Parameters
+
+The `@tool` decorator accepts several optional parameters:
+
+**Parameter details:**
+- **`name`**: Tool identifier (AI agents use this to call your tool)
+- **`description`**: Explains what the tool does (helps AI agents decide when to use it)
+- **`tags`**: Categories for organization and discovery
+- **`protect`**: Whether the tool requires user authentication (defaults to `True`)
+
+### Naming Your Tools
+
+For extensions, include your extension ID in tool names to avoid conflicts:
+
+## Complete Example
+
+Here's a more comprehensive example showing best practices:
+
+```python
+# backend/mcp_tools.py
+import random
+from datetime import datetime, timezone
+from pydantic import BaseModel, Field
+from superset_core.mcp import tool
+
+class RandomNumberRequest(BaseModel):
+    """Request schema for random number generation."""
+
+    min_value: int = Field(
+        description="Minimum value (inclusive) for random number generation",
+        ge=-2147483648,
+        le=2147483647
+    )
+    max_value: int = Field(
+        description="Maximum value (inclusive) for random number generation",
+        ge=-2147483648,
+        le=2147483647
+    )
+
+@tool(
+    name="example_extension.random_number",
+    tags=["extension", "utility", "random", "generator"]
+)
+def random_number_generator(request: RandomNumberRequest) -> dict:
+    """
+    Generate a random integer between specified bounds.
+
+    This tool validates input ranges and provides detailed error messages
+    for invalid requests.
+    """
+
+    # Validate business logic (Pydantic handles type/range validation)
+    if request.min_value > request.max_value:
+        return {
+            "status": "error",
+            "error": f"min_value ({request.min_value}) cannot be greater than max_value ({request.max_value})",
+            "timestamp": datetime.now(timezone.utc).isoformat()
+        }
+
+    # Generate random number
+    result = random.randint(request.min_value, request.max_value)
+
+    return {
+        "status": "success",
+        "random_number": result,
+        "min_value": request.min_value,
+        "max_value": request.max_value,
+        "range_size": request.max_value - request.min_value + 1,
+        "timestamp": datetime.now(timezone.utc).isoformat()
+    }
+```
+
+## Best Practices
+
+### Response Format
+
+Use consistent response structures:
+
+```python
+# Success response
+{
+    "status": "success",
+    "result": "your_data_here",
+    "timestamp": "2024-01-01T00:00:00Z"
+}
+
+# Error response
+{
+    "status": "error",
+    "error": "Clear error message",
+    "timestamp": "2024-01-01T00:00:00Z"
+}
+```
+
+### Documentation
+
+Write clear descriptions and docstrings:
+
+```python
+@tool(
+    name="my_extension.process_data",
+    description="Process customer data and generate insights. Requires valid customer ID and date range.",
+    tags=["analytics", "customer", "reporting"]
+)
+def process_data(customer_id: int, start_date: str, end_date: str) -> dict:
+    """
+    Process customer data for the specified date range.
+
+    This tool analyzes customer behavior patterns and generates
+    actionable insights for business decision-making.
+
+    Args:
+        customer_id: Unique customer identifier
+        start_date: Analysis start date (YYYY-MM-DD format)
+        end_date: Analysis end date (YYYY-MM-DD format)
+
+    Returns:
+        Dictionary containing analysis results and recommendations
+    """
+    # Implementation here
+    pass
+```
+
+### Tool Naming
+
+- **Extension tools**: Use prefixed names like `my_extension.tool_name`
+- **Descriptive names**: `calculate_tax_amount` vs `calculate`
+- **Consistent naming**: Follow patterns within your extension
+
+## How AI Agents Use Your Tools
+
+Once registered, AI agents can discover and use your tools automatically:
+
+```
+User: "Generate a random number between 1 and 100"
+Agent: I'll use the random number generator tool.
+→ Calls: example_extension.random_number(min_value=1, max_value=100)
+← Returns: {"status": "success", "random_number": 42, ...}
+Agent: I generated the number 42 for you.
+```
+
+The AI agent sees your tool's:
+- **Name**: How to call it
+- **Description**: What it does and when to use it
+- **Parameters**: What inputs it expects (from Pydantic schema)
+- **Tags**: Categories for discovery
+
+## Troubleshooting
+
+### Tool Not Available to AI Agents
+
+1. **Check extension registration**: Verify your tool module is listed in extension entrypoints
+2. **Verify decorator**: Ensure `@tool` is correctly applied
+3. **Extension loading**: Confirm your extension is installed and enabled
+
+### Input Validation Errors
+
+1. **Pydantic models**: Ensure field types match expected inputs
+2. **Field constraints**: Check min/max values and string lengths are reasonable
+3. **Required fields**: Verify which parameters are required vs optional
+
+### Runtime Issues
+
+1. **Error handling**: Add try/catch blocks with clear error messages
+2. **Response format**: Use consistent status/error/timestamp structure
+3. **Testing**: Test your tools with various input scenarios
+
+### Development Tips
+
+1. **Start simple**: Begin with basic tools, add complexity gradually
+2. **Test locally**: Use MCP clients (like Claude Desktop) to test your tools
+3. **Clear descriptions**: Write tool descriptions as if explaining to a new user
+4. **Meaningful tags**: Use tags that help categorize and discover tools
+5. **Error messages**: Provide specific, actionable error messages
+
+## MCP Prompts
+
+### Basic Prompt Registration
+
+Create interactive prompts using the `@prompt` decorator:
+
+```python
+from superset_core.mcp import prompt
+from fastmcp import Context
+
+@prompt("my_extension.workflow_guide")
+async def workflow_guide(ctx: Context) -> str:
+    """Interactive guide for data analysis workflows."""
+    return """
+    # Data Analysis Workflow Guide
+
+    Here's a step-by-step approach to effective data analysis in Superset:
+
+    ## 1. Data Discovery
+    - Start by exploring your datasets using the dataset browser
+    - Check data quality and identify key metrics
+    - Look for patterns and relationships in your data
+
+    ## 2. Chart Creation
+    - Choose appropriate visualizations for your data types
+    - Apply filters to focus on relevant subsets
+    - Configure proper aggregations and groupings
+
+    ## 3. Dashboard Assembly
+    - Combine related charts into coherent dashboards
+    - Use filters and parameters for interactivity
+    - Add markdown components for context and explanations
+
+    Would you like guidance on any specific step?
+    """
+```
+
+### Advanced Prompt Examples
+
+#### Domain-Specific Context
+
+```python
+@prompt(
+    "sales_extension.sales_analysis_guide",
+    title="Sales Analysis Guide",
+    description="Specialized guidance for sales data analysis workflows"
+)
+async def sales_analysis_guide(ctx: Context) -> str:
+    """Provides sales-specific analysis guidance and best practices."""
+    return """
+    # Sales Data Analysis Best Practices
+
+    ## Key Metrics to Track
+    - **Revenue Growth**: Month-over-month and year-over-year trends
+    - **Conversion Rates**: Lead-to-opportunity-to-close ratios
+    - **Customer Lifetime Value**: Total value per customer segment
+    - **Sales Cycle Length**: Time from lead to close by product/region
+
+    ## Recommended Chart Types
+    - **Time Series**: Revenue trends, seasonal patterns
+    - **Funnel Charts**: Conversion analysis across sales stages
+    - **Geographic Maps**: Regional performance comparison
+    - **Cohort Analysis**: Customer retention and growth patterns
+
+    ## Common Pitfalls to Avoid
+    - Don't mix different time granularities without proper context
+    - Always normalize for business days when comparing periods
+    - Consider external factors (holidays, market events) in analysis
+    - Segment by relevant dimensions (product, region, channel)
+
+    ## Next Steps
+    1. Identify your primary sales KPIs
+    2. Create baseline trend charts for each metric
+    3. Build comparative views across segments
+    4. Set up automated alerts for significant changes
+    """
+```
+
+#### Interactive Troubleshooting
+
+```python
+@prompt("support_extension.troubleshoot_charts")
+async def troubleshoot_charts(ctx: Context) -> str:
+    """Interactive troubleshooting assistant for chart issues."""
+    return """
+    # Chart Troubleshooting Assistant
+
+    Let's diagnose your chart issue step by step:
+
+    ## Common Issues and Solutions
+
+    ### 🚫 No Data Showing
+    **Possible causes:**
+    - Filters are too restrictive
+    - Date range doesn't match your data
+    - Database connection issues
+    - Missing permissions
+
+    **Check:** Try removing all filters and expanding the date range first.
+
+    ### 📊 Unexpected Aggregation Results
+    **Possible causes:**
+    - Incorrect grouping dimensions
+    - Wrong aggregation function (SUM vs COUNT vs AVG)
+    - Data quality issues (duplicates, nulls)
+    - Time zone mismatches
+
+    **Check:** Verify your GROUP BY columns and aggregation logic.
+
+    ### 🐌 Slow Performance
+    **Possible causes:**
+    - Large dataset without proper indexing
+    - Complex joins or calculations
+    - Missing query optimizations
+    - Resource constraints
+
+    **Check:** Simplify the query and add appropriate filters first.
+
+    ## Debug Steps
+    1. **Start Simple**: Create a basic count query first
+    2. **Add Gradually**: Introduce complexity step by step
+    3. **Check SQL**: Review the generated SQL for issues
+    4. **Test Data**: Verify with a small sample first
+
+    What specific issue are you experiencing?
+    """
+```
+
+### Prompt Best Practices
+
+#### Content Structure
+- **Use clear headings** and sections for easy navigation
+- **Provide actionable steps** rather than just theory
+- **Include examples** relevant to the user's domain
+- **Offer next steps** to continue the workflow
+
+#### Interactive Design
+- **Ask questions** to engage the user
+- **Provide options** for different scenarios
+- **Reference specific Superset features** by name
+- **Link to related tools** when appropriate
+
+#### Context Awareness
+```python
+@prompt("analytics_extension.context_aware_guide")
+async def context_aware_guide(ctx: Context) -> str:
+    """Provides guidance based on current user context."""
+    # Access user information if available
+    user_info = getattr(ctx, 'user', None)
+
+    guidance = """# Personalized Analytics Guide\n\n"""
+
+    if user_info:
+        guidance += f"Welcome back! Here's guidance tailored for your role:\n\n"
+
+    guidance += """
+    ## Getting Started
+    Based on your previous activity, here are recommended next steps:
+
+    1. **Review Recent Dashboards**: Check your most-used dashboards for updates
+    2. **Explore New Data**: Look for recently added datasets in your domain
+    3. **Share Insights**: Consider sharing successful analyses with your team
+
+    ## Advanced Techniques
+    - Set up automated alerts for key metrics
+    - Create parameterized dashboards for different audiences
+    - Use SQL Lab for complex custom analyses
+    """
+
+    return guidance
+```
+
+## Combining Tools and Prompts
+
+Extensions can provide both tools and prompts that work together:
+
+```python
+# Tool for data processing
+@tool("analytics_extension.calculate_metrics")
+def calculate_metrics(data: dict) -> dict:
+    """Calculate advanced analytics metrics."""
+    # Implementation here
+    pass
+
+# Prompt that guides users to the tool
+@prompt("analytics_extension.metrics_guide")
+async def metrics_guide(ctx: Context) -> str:
+    """Guide users through advanced metrics calculation."""
+    return """
+    # Advanced Metrics Calculation
+
+    Use the `calculate_metrics` tool to compute specialized analytics:
+
+    ## Available Metrics
+    - Customer Lifetime Value (CLV)
+    - Cohort Retention Rates
+    - Statistical Significance Tests
+    - Predictive Trend Analysis
+
+    ## Usage
+    Call the tool with your dataset to get detailed calculations
+    and recommendations for visualization approaches.
+
+    Would you like to calculate metrics for your current dataset?
+    """
+```
+
+## Next Steps
+
+- **[Development](./development)** - Project structure, APIs, and dev workflow
+- **[Security](./security)** - Security best practices for extensions

docs/developer_portal/extensions/overview.md

@@ -24,53 +24,30 @@ under the License.
 
 # Overview
 
-Apache Superset's extension system allows developers to enhance and customize Superset's functionality through a modular, plugin-based architecture. Extensions can add new visualization types, custom UI components, data processing capabilities, and integration points.
+Apache Superset's extension system enables organizations to build custom features without modifying the core codebase. Inspired by the [VS Code extension model](https://code.visualstudio.com/api), this architecture addresses a long-standing challenge: teams previously had to fork Superset or make invasive modifications to add capabilities like query optimizers, custom panels, or specialized integrations—resulting in maintenance overhead and codebase fragmentation.
+
+The extension system introduces a modular, plugin-based architecture where both built-in features and external extensions use the same well-defined APIs. This "lean core" approach ensures that any capability available to Superset's internal features is equally accessible to community-developed extensions, fostering a vibrant ecosystem while reducing the maintenance burden on core contributors.
 
 ## What are Superset Extensions?
 
-Superset extensions are self-contained packages that extend the core platform's capabilities. They follow a standardized architecture that ensures compatibility, security, and maintainability while providing powerful customization options.
-
-## Extension Architecture
-
-- **[Architecture](./architecture)** - Architectural principles and high-level system overview
-- **[Extension Project Structure](./extension-project-structure)** - Standard project layout and organization
-- **[Extension Metadata](./extension-metadata)** - Configuration and manifest structure
-
-## Development Guide
-
-- **[Frontend Contribution Types](./frontend-contribution-types)** - Types of UI contributions available
-- **[Interacting with Host](./interacting-with-host)** - Communication patterns with Superset core
-- **[Development Mode](./development-mode)** - Tools and workflows for extension development
-
-For information about runtime loading and dependency management, see the [Dynamic Module Loading](./architecture#dynamic-module-loading) section in the Architecture page.
-
-## Deployment & Management
-
-- **[Deploying Extension](./deploying-extension)** - Packaging and distribution strategies
-- **[Security Implications](./security-implications)** - Security considerations and best practices
-
-## Hands-on Examples
-
-- **[Quick Start](./quick-start)** - Complete Hello World extension walkthrough
+Superset extensions are self-contained `.supx` packages that extend the platform's capabilities through standardized contribution points. Each extension can include both frontend (React/TypeScript) and backend (Python) components, bundled together and loaded dynamically at runtime using Webpack Module Federation.
 
 ## Extension Capabilities
 
 Extensions can provide:
 
-- **Custom Visualizations**: New chart types and data visualization components
-- **UI Enhancements**: Custom dashboards, panels, and interactive elements  
-- **Data Connectors**: Integration with external data sources and APIs
-- **Workflow Automation**: Custom actions and batch processing capabilities
-- **Authentication Providers**: SSO and custom authentication mechanisms
-- **Theme Customization**: Custom styling and branding options
+- **Custom UI Components**: New panels, views, and interactive elements
+- **Commands and Menus**: Custom actions accessible via menus and keyboard shortcuts
+- **REST API Endpoints**: Backend services under the `/api/v1/extensions/` namespace
+- **MCP Tools and Prompts**: AI agent capabilities for enhanced user assistance
 
-## Getting Started
+## Next Steps
 
-1. **Learn the Architecture**: Start with [Architecture](./architecture) to understand the design philosophy
-2. **Set up Development**: Follow the [Development Mode](./development-mode) guide to configure your environment
-3. **Build Your First Extension**: Complete the [Quick Start](./quick-start) tutorial
-4. **Deploy and Share**: Use the [Deploying Extension](./deploying-extension) guide to package your extension
-
-## Extension Ecosystem
-
-The extension system is designed to foster a vibrant ecosystem of community-contributed functionality. By following the established patterns and guidelines, developers can create extensions that seamlessly integrate with Superset while maintaining the platform's reliability and performance standards.
+- **[Quick Start](./quick-start)** - Build your first extension with a complete walkthrough
+- **[Architecture](./architecture)** - Design principles and system overview
+- **[Contribution Types](./contribution-types)** - Available extension points
+- **[Development](./development)** - Project structure, APIs, and development workflow
+- **[Deployment](./deployment)** - Packaging and deploying extensions
+- **[MCP Integration](./mcp)** - Adding AI agent capabilities using extensions
+- **[Security](./security)** - Security considerations and best practices
+- **[Community Extensions](./registry)** - Browse extensions shared by the community

docs/developer_portal/extensions/quick-start.md

@@ -191,7 +191,125 @@ This registers your API with Superset when the extension loads.
 
 ## Step 5: Create Frontend Component
 
-The CLI generated boilerplate files. The webpack config and package.json are already properly configured with Module Federation.
+The CLI generates the frontend configuration files. Below are the key configurations that enable Module Federation integration with Superset.
+
+**`frontend/package.json`**
+
+The `@apache-superset/core` package must be listed in both `peerDependencies` (to declare runtime compatibility) and `devDependencies` (to provide TypeScript types during build):
+
+```json
+{
+  "name": "hello_world",
+  "version": "0.1.0",
+  "private": true,
+  "license": "Apache-2.0",
+  "scripts": {
+    "start": "webpack serve --mode development",
+    "build": "webpack --stats-error-details --mode production"
+  },
+  "peerDependencies": {
+    "@apache-superset/core": "^x.x.x",
+    "react": "^x.x.x",
+    "react-dom": "^x.x.x"
+  },
+  "devDependencies": {
+    "@apache-superset/core": "^x.x.x",
+    "@types/react": "^x.x.x",
+    "ts-loader": "^x.x.x",
+    "typescript": "^x.x.x",
+    "webpack": "^5.x.x",
+    "webpack-cli": "^x.x.x",
+    "webpack-dev-server": "^x.x.x"
+  }
+}
+```
+
+**`frontend/webpack.config.js`**
+
+The webpack configuration requires specific settings for Module Federation. Key settings include `externalsType: "window"` and `externals` to map `@apache-superset/core` to `window.superset` at runtime, `import: false` for shared modules to use the host's React instead of bundling a separate copy, and `remoteEntry.[contenthash].js` for cache busting:
+
+```javascript
+const path = require("path");
+const { ModuleFederationPlugin } = require("webpack").container;
+const packageConfig = require("./package.json");
+
+module.exports = (env, argv) => {
+  const isProd = argv.mode === "production";
+
+  return {
+    entry: isProd ? {} : "./src/index.tsx",
+    mode: isProd ? "production" : "development",
+    devServer: {
+      port: 3001,
+      headers: {
+        "Access-Control-Allow-Origin": "*",
+      },
+    },
+    output: {
+      filename: isProd ? undefined : "[name].[contenthash].js",
+      chunkFilename: "[name].[contenthash].js",
+      clean: true,
+      path: path.resolve(__dirname, "dist"),
+      publicPath: `/api/v1/extensions/${packageConfig.name}/`,
+    },
+    resolve: {
+      extensions: [".ts", ".tsx", ".js", ".jsx"],
+    },
+    // Map @apache-superset/core imports to window.superset at runtime
+    externalsType: "window",
+    externals: {
+      "@apache-superset/core": "superset",
+    },
+    module: {
+      rules: [
+        {
+          test: /\.tsx?$/,
+          use: "ts-loader",
+          exclude: /node_modules/,
+        },
+      ],
+    },
+    plugins: [
+      new ModuleFederationPlugin({
+        name: packageConfig.name,
+        filename: "remoteEntry.[contenthash].js",
+        exposes: {
+          "./index": "./src/index.tsx",
+        },
+        shared: {
+          react: {
+            singleton: true,
+            requiredVersion: packageConfig.peerDependencies.react,
+            import: false, // Use host's React, don't bundle
+          },
+          "react-dom": {
+            singleton: true,
+            requiredVersion: packageConfig.peerDependencies["react-dom"],
+            import: false,
+          },
+        },
+      }),
+    ],
+  };
+};
+```
+
+**`frontend/tsconfig.json`**
+
+```json
+{
+  "compilerOptions": {
+    "baseUrl": ".",
+    "moduleResolution": "node",
+    "jsx": "react",
+    "strict": true,
+    "esModuleInterop": true,
+    "skipLibCheck": true,
+    "forceConsistentCasingInFileNames": true
+  },
+  "include": ["src"]
+}
+```
 
 **Create `frontend/src/HelloWorldPanel.tsx`**
 
@@ -388,10 +506,9 @@ Here's what happens when your extension loads:
 
 Now that you have a working extension, explore:
 
-- **[Development Mode](./development-mode)** - Faster iteration with local development and watch mode
-- **[Extension Project Structure](./extension-project-structure)** - Best practices for organizing larger extensions
-- **[Frontend Contribution Types](./frontend-contribution-types)** - Other UI contribution points beyond panels
-- **[Interacting with Host](./interacting-with-host)** - Advanced APIs for interacting with Superset
-- **[Security Implications](./security-implications)** - Security best practices for extensions
+- **[Development](./development)** - Project structure, APIs, and development workflow
+- **[Contribution Types](./contribution-types)** - Other contribution points beyond panels
+- **[Deployment](./deployment)** - Packaging and deploying your extension
+- **[Security](./security)** - Security best practices for extensions
 
 For a complete real-world example, examine the query insights extension in the Superset codebase.

docs/developer_portal/extensions/registry.md

@@ -0,0 +1,47 @@
+---
+title: Community Extensions
+sidebar_position: 9
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# Community Extensions
+
+This page serves as a registry of community-created Superset extensions. These extensions are developed and maintained by community members and are not officially supported or vetted by the Apache Superset project. **Before installing any community extension, administrators are responsible for evaluating the extension's source code for security vulnerabilities, performance impact, UI/UX quality, and compatibility with their Superset deployment.**
+
+## Extensions
+
+| Name                                                                                                      | Description                                                                                                                                                                                                                                         | Author            | Preview                                                                                                                                                 |
+| --------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| [Extensions API Explorer](https://github.com/michael-s-molina/superset-extensions/tree/main/api_explorer) | A SQL Lab panel that demonstrates the Extensions API by providing an interactive explorer for testing commands like getTabs, getCurrentTab, and getDatabases. Useful for extension developers to understand and experiment with the available APIs. | Michael S. Molina | <a href="/img/extensions/api_explorer.png" target="_blank"><img src="/img/extensions/api_explorer.png" alt="Extensions API Explorer" width="120" /></a> |
+
+## How to Add Your Extension
+
+To add your extension to this registry, submit a pull request to the [Apache Superset repository](https://github.com/apache/superset) with the following changes:
+
+1. Add a row to the **Extensions** table above using this format:
+
+```markdown
+| [Your Extension](https://github.com/your-username/your-repo) | A brief description of your extension. | Your Name | <a href="/img/extensions/your-screenshot.png" target="_blank"><img src="/img/extensions/your-screenshot.png" alt="Your Extension" width="120" /></a> |
+```
+
+2. Add a screenshot to `docs/static/img/extensions/` (recommended size: 800x450px, PNG or JPG format)
+
+3. Submit your PR with a title like "docs: Add [Extension Name] to community extensions registry"

docs/developer_portal/extensions/security.md

@@ -1,6 +1,6 @@
 ---
-title: Security Implications and Responsibilities
-sidebar_position: 12
+title: Security
+sidebar_position: 8
 ---
 
 <!--
@@ -22,12 +22,14 @@ specific language governing permissions and limitations
 under the License.
 -->
 
-# Security Implications and Responsibilities
+# Security
 
 By default, extensions are disabled and must be explicitly enabled by setting the `ENABLE_EXTENSIONS` feature flag. Built-in extensions are included as part of the Superset codebase and are held to the same security standards and review processes as the rest of the application.
 
 For external extensions, administrators are responsible for evaluating and verifying the security of any extensions they choose to install, just as they would when installing third-party NPM or PyPI packages. At this stage, all extensions run in the same context as the host application, without additional sandboxing. This means that external extensions can impact the security and performance of a Superset environment in the same way as any other installed dependency.
 
-We plan to introduce an optional sandboxed execution model for extensions in the future (as part of an additional SIP). Until then, administrators should exercise caution and follow best practices when selecting and deploying third-party extensions. A directory of known Superset extensions may be maintained in a means similar to [this page](https://github.com/apache/superset/wiki/Superset-Third%E2%80%90Party-Plugins-Directory) on the wiki. We also discussed the possibility of introducing a shared registry for vetted extensions but decided to leave it out of the initial scope of the project. We might introduce a registry at a later stage depending on the evolution of extensions created by the community.
+We plan to introduce an optional sandboxed execution model for extensions in the future (as part of an additional SIP). Until then, administrators should exercise caution and follow best practices when selecting and deploying third-party extensions. A directory of community extensions is available in the [Community Extensions](./registry) page. Note that these extensions are not vetted by the Apache Superset project—administrators must evaluate each extension before installation.
 
-Any performance or security vulnerabilities introduced by external extensions should be reported directly to the extension author, not as Superset vulnerabilities. Any security concerns regarding built-in extensions (included in Superset's monorepo) should be reported to the Superset Security mailing list for triage and resolution by maintainers.
+**Any performance or security vulnerabilities introduced by external extensions should be reported directly to the extension author, not as Superset vulnerabilities.**
+
+Any security concerns regarding built-in extensions (included in Superset's monorepo) should be reported to the Superset Security mailing list for triage and resolution by maintainers.

docs/developer_portal/sidebars.js

@@ -36,13 +36,20 @@ module.exports = {
         'extensions/overview',
         'extensions/quick-start',
         'extensions/architecture',
-        'extensions/extension-project-structure',
-        'extensions/extension-metadata',
-        'extensions/frontend-contribution-types',
-        'extensions/interacting-with-host',
-        'extensions/deploying-extension',
-        'extensions/development-mode',
-        'extensions/security-implications',
+        'extensions/contribution-types',
+        {
+          type: 'category',
+          label: 'Extension Points',
+          collapsed: true,
+          items: [
+            'extensions/extension-points/sqllab',
+          ],
+        },
+        'extensions/development',
+        'extensions/deployment',
+        'extensions/mcp',
+        'extensions/security',
+        'extensions/registry',
       ],
     },
     {

docs/docs/configuration/alerts-reports.mdx

@@ -294,6 +294,14 @@ Check this by attempting to `curl` the URL of a report that you see in the error
 
 In a deployment with authentication measures enabled like HTTPS and Single Sign-On, it may make sense to have the worker navigate directly to the Superset application running in the same location, avoiding the need to sign in.  For instance, you could use `WEBDRIVER_BASEURL="http://superset_app:8088"` for a docker compose deployment, and set `"force_https": False,` in your `TALISMAN_CONFIG`.
 
+### Duplicate report deliveries
+
+In some deployment configurations a scheduled report can be delivered more than once around its planned time. This typically happens when more than one process is responsible for running the alerts & reports schedule (for example, multiple schedulers or Celery beat instances). To avoid duplicate emails or notifications:
+
+- Ensure that only a **single scheduler/beat process** is configured to trigger alerts and reports for a given environment.
+- If you run **multiple Celery workers**, verify that there is still only one component responsible for scheduling the report tasks (workers should execute tasks, not schedule them independently).
+- Review your deployment/orchestration setup (for example systemd, Docker, or Kubernetes) to make sure the alerts & reports scheduler is **not started from multiple places by accident**.
+
 ## Scheduling Queries as Reports
 
 You can optionally allow your users to schedule queries directly in SQL Lab. This is done by adding

docs/docs/configuration/async-queries-celery.mdx

@@ -52,11 +52,11 @@ To start a job which schedules periodic background jobs, run the following comma
 celery --app=superset.tasks.celery_app:app beat
 ```
 
-To setup a result backend, you need to pass an instance of a derivative of from
-from flask_caching.backends.base import BaseCache to the RESULTS_BACKEND configuration key in your superset_config.py. You can
-use Memcached, Redis, S3 (https://pypi.python.org/pypi/s3werkzeugcache), memory or the file system
-(in a single server-type setup or for testing), or to write your own caching interface. Your
-`superset_config.py` may look something like:
+To setup a result backend, you need to pass an instance of a derivative of `BaseCache` (`from
+flask_caching.backends.base import BaseCache`) to the RESULTS_BACKEND configuration key in your
+superset_config.py. You can use Memcached, Redis, S3 (https://pypi.python.org/pypi/s3werkzeugcache),
+memory or the file system (in a single server-type setup or for testing), or to write your own
+caching interface. Your `superset_config.py` may look something like:
 
 ```python
 # On S3

docs/package.json

@@ -50,7 +50,7 @@
     "@storybook/theming": "^8.6.11",
     "@superset-ui/core": "^0.20.4",
     "antd": "^5.29.1",
-    "caniuse-lite": "^1.0.30001756",
+    "caniuse-lite": "^1.0.30001759",
     "docusaurus-plugin-less": "^2.0.2",
     "json-bigint": "^1.0.0",
     "less": "^4.4.2",
@@ -63,7 +63,7 @@
     "remark-import-partial": "^0.0.2",
     "reselect": "^5.1.1",
     "storybook": "^8.6.11",
-    "swagger-ui-react": "^5.30.2",
+    "swagger-ui-react": "^5.30.3",
     "tinycolor2": "^1.4.2",
     "ts-loader": "^9.5.4"
   },
@@ -79,9 +79,9 @@
     "eslint-plugin-prettier": "^5.5.3",
     "eslint-plugin-react": "^7.37.5",
     "globals": "^16.5.0",
-    "prettier": "^3.6.2",
+    "prettier": "^3.7.4",
     "typescript": "~5.9.3",
-    "typescript-eslint": "^8.47.0",
+    "typescript-eslint": "^8.48.1",
     "webpack": "^5.103.0"
   },
   "browserslist": {

docs/sidebarTutorials.js

@@ -80,13 +80,20 @@ const sidebars = {
         'extensions/overview',
         'extensions/quick-start',
         'extensions/architecture',
-        'extensions/extension-project-structure',
-        'extensions/extension-metadata',
-        'extensions/frontend-contribution-types',
-        'extensions/interacting-with-host',
-        'extensions/deploying-extension',
-        'extensions/development-mode',
-        'extensions/security-implications',
+        'extensions/contribution-types',
+        {
+          type: 'category',
+          label: 'Extension Points',
+          collapsed: true,
+          items: [
+            'extensions/extension-points/sqllab',
+          ],
+        },
+        'extensions/development',
+        'extensions/deployment',
+        'extensions/mcp',
+        'extensions/security',
+        'extensions/registry',
       ],
     },
     {

docs/yarn.lock

@@ -4192,102 +4192,101 @@
   dependencies:
     "@types/yargs-parser" "*"
 
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+"@typescript-eslint/eslint-plugin@8.48.1", "@typescript-eslint/eslint-plugin@^8.37.0":
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.48.1.tgz#c772d1dbdd97cfddf85f5a161a97783233643631"
+  integrity sha512-X63hI1bxl5ohelzr0LY5coufyl0LJNthld+abwxpCoo6Gq+hSqhKwci7MUWkXo67mzgUK6YFByhmaHmUcuBJmA==
   dependencies:
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-    "@typescript-eslint/scope-manager" "8.47.0"
-    "@typescript-eslint/type-utils" "8.47.0"
-    "@typescript-eslint/utils" "8.47.0"
-    "@typescript-eslint/visitor-keys" "8.47.0"
+    "@typescript-eslint/scope-manager" "8.48.1"
+    "@typescript-eslint/type-utils" "8.48.1"
+    "@typescript-eslint/utils" "8.48.1"
+    "@typescript-eslint/visitor-keys" "8.48.1"
     graphemer "^1.4.0"
     ignore "^7.0.0"
     natural-compare "^1.4.0"
     ts-api-utils "^2.1.0"
 
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-  resolved "https://registry.yarnpkg.com/@typescript-eslint/parser/-/parser-8.47.0.tgz#51b14ab2be2057ec0f57073b9ff3a9c078b0a964"
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+"@typescript-eslint/parser@8.48.1", "@typescript-eslint/parser@^8.46.4":
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/parser/-/parser-8.48.1.tgz#4e3c66d9ec20683ec142417fafeadab61c479c3f"
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-    "@typescript-eslint/types" "8.47.0"
-    "@typescript-eslint/typescript-estree" "8.47.0"
-    "@typescript-eslint/visitor-keys" "8.47.0"
+    "@typescript-eslint/scope-manager" "8.48.1"
+    "@typescript-eslint/types" "8.48.1"
+    "@typescript-eslint/typescript-estree" "8.48.1"
+    "@typescript-eslint/visitor-keys" "8.48.1"
     debug "^4.3.4"
 
-"@typescript-eslint/project-service@8.47.0":
-  version "8.47.0"
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+"@typescript-eslint/project-service@8.48.1":
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/project-service/-/project-service-8.48.1.tgz#cfe1741613b9112d85ae766de9e09b27a7d3f2f1"
+  integrity sha512-HQWSicah4s9z2/HifRPQ6b6R7G+SBx64JlFQpgSSHWPKdvCZX57XCbszg/bapbRsOEv42q5tayTYcEFpACcX1w==
   dependencies:
-    "@typescript-eslint/tsconfig-utils" "^8.47.0"
-    "@typescript-eslint/types" "^8.47.0"
+    "@typescript-eslint/tsconfig-utils" "^8.48.1"
+    "@typescript-eslint/types" "^8.48.1"
     debug "^4.3.4"
 
-"@typescript-eslint/scope-manager@8.47.0":
-  version "8.47.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/scope-manager/-/scope-manager-8.47.0.tgz#d1c36a973a5499fed3a99e2e6a66aec5c9b1e542"
-  integrity sha512-a0TTJk4HXMkfpFkL9/WaGTNuv7JWfFTQFJd6zS9dVAjKsojmv9HT55xzbEpnZoY+VUb+YXLMp+ihMLz/UlZfDg==
+"@typescript-eslint/scope-manager@8.48.1":
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/scope-manager/-/scope-manager-8.48.1.tgz#8bc70643e7cca57864b1ff95dd350fc27756bec0"
+  integrity sha512-rj4vWQsytQbLxC5Bf4XwZ0/CKd362DkWMUkviT7DCS057SK64D5lH74sSGzhI6PDD2HCEq02xAP9cX68dYyg1w==
   dependencies:
-    "@typescript-eslint/types" "8.47.0"
-    "@typescript-eslint/visitor-keys" "8.47.0"
+    "@typescript-eslint/types" "8.48.1"
+    "@typescript-eslint/visitor-keys" "8.48.1"
 
-"@typescript-eslint/tsconfig-utils@8.47.0", "@typescript-eslint/tsconfig-utils@^8.47.0":
-  version "8.47.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/tsconfig-utils/-/tsconfig-utils-8.47.0.tgz#4f178b62813538759e0989dd081c5474fad39b84"
-  integrity sha512-ybUAvjy4ZCL11uryalkKxuT3w3sXJAuWhOoGS3T/Wu+iUu1tGJmk5ytSY8gbdACNARmcYEB0COksD2j6hfGK2g==
+"@typescript-eslint/tsconfig-utils@8.48.1", "@typescript-eslint/tsconfig-utils@^8.48.1":
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/tsconfig-utils/-/tsconfig-utils-8.48.1.tgz#68139ce2d258f984e2b33a95389158f1212af646"
+  integrity sha512-k0Jhs4CpEffIBm6wPaCXBAD7jxBtrHjrSgtfCjUvPp9AZ78lXKdTR8fxyZO5y4vWNlOvYXRtngSZNSn+H53Jkw==
 
-"@typescript-eslint/type-utils@8.47.0":
-  version "8.47.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/type-utils/-/type-utils-8.47.0.tgz#b9b0141d99bd5bece3811d7eee68a002597ffa55"
-  integrity sha512-QC9RiCmZ2HmIdCEvhd1aJELBlD93ErziOXXlHEZyuBo3tBiAZieya0HLIxp+DoDWlsQqDawyKuNEhORyku+P8A==
+"@typescript-eslint/type-utils@8.48.1":
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/type-utils/-/type-utils-8.48.1.tgz#955bd3ddd648450f0a627925ff12ade63fb7516d"
+  integrity sha512-1jEop81a3LrJQLTf/1VfPQdhIY4PlGDBc/i67EVWObrtvcziysbLN3oReexHOM6N3jyXgCrkBsZpqwH0hiDOQg==
   dependencies:
-    "@typescript-eslint/types" "8.47.0"
-    "@typescript-eslint/typescript-estree" "8.47.0"
-    "@typescript-eslint/utils" "8.47.0"
+    "@typescript-eslint/types" "8.48.1"
+    "@typescript-eslint/typescript-estree" "8.48.1"
+    "@typescript-eslint/utils" "8.48.1"
     debug "^4.3.4"
     ts-api-utils "^2.1.0"
 
-"@typescript-eslint/types@8.47.0", "@typescript-eslint/types@^8.47.0":
-  version "8.47.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.47.0.tgz#c7fc9b6642d03505f447a8392934b9d1850de5af"
-  integrity sha512-nHAE6bMKsizhA2uuYZbEbmp5z2UpffNrPEqiKIeN7VsV6UY/roxanWfoRrf6x/k9+Obf+GQdkm0nPU+vnMXo9A==
+"@typescript-eslint/types@8.48.1", "@typescript-eslint/types@^8.48.1":
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.48.1.tgz#a9ff808f5f798f28767d5c0b015a88fa7ce46bd7"
+  integrity sha512-+fZ3LZNeiELGmimrujsDCT4CRIbq5oXdHe7chLiW8qzqyPMnn1puNstCrMNVAqwcl2FdIxkuJ4tOs/RFDBVc/Q==
 
-"@typescript-eslint/typescript-estree@8.47.0":
-  version "8.47.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-8.47.0.tgz#86416dad58db76c4b3bd6a899b1381f9c388489a"
-  integrity sha512-k6ti9UepJf5NpzCjH31hQNLHQWupTRPhZ+KFF8WtTuTpy7uHPfeg2NM7cP27aCGajoEplxJDFVCEm9TGPYyiVg==
+"@typescript-eslint/typescript-estree@8.48.1":
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-8.48.1.tgz#0d0e31fc47c5796c6463ab50cde19e1718d465b1"
+  integrity sha512-/9wQ4PqaefTK6POVTjJaYS0bynCgzh6ClJHGSBj06XEHjkfylzB+A3qvyaXnErEZSaxhIo4YdyBgq6j4RysxDg==
   dependencies:
-    "@typescript-eslint/project-service" "8.47.0"
-    "@typescript-eslint/tsconfig-utils" "8.47.0"
-    "@typescript-eslint/types" "8.47.0"
-    "@typescript-eslint/visitor-keys" "8.47.0"
+    "@typescript-eslint/project-service" "8.48.1"
+    "@typescript-eslint/tsconfig-utils" "8.48.1"
+    "@typescript-eslint/types" "8.48.1"
+    "@typescript-eslint/visitor-keys" "8.48.1"
     debug "^4.3.4"
-    fast-glob "^3.3.2"
-    is-glob "^4.0.3"
     minimatch "^9.0.4"
     semver "^7.6.0"
+    tinyglobby "^0.2.15"
     ts-api-utils "^2.1.0"
 
-"@typescript-eslint/utils@8.47.0":
-  version "8.47.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.47.0.tgz#d6c30690431dbfdab98fc027202af12e77c91419"
-  integrity sha512-g7XrNf25iL4TJOiPqatNuaChyqt49a/onq5YsJ9+hXeugK+41LVg7AxikMfM02PC6jbNtZLCJj6AUcQXJS/jGQ==
+"@typescript-eslint/utils@8.48.1":
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.48.1.tgz#6cf7b99e0943b33a983ef687b9a86b65578b5c32"
+  integrity sha512-fAnhLrDjiVfey5wwFRwrweyRlCmdz5ZxXz2G/4cLn0YDLjTapmN4gcCsTBR1N2rWnZSDeWpYtgLDsJt+FpmcwA==
   dependencies:
     "@eslint-community/eslint-utils" "^4.7.0"
-    "@typescript-eslint/scope-manager" "8.47.0"
-    "@typescript-eslint/types" "8.47.0"
-    "@typescript-eslint/typescript-estree" "8.47.0"
+    "@typescript-eslint/scope-manager" "8.48.1"
+    "@typescript-eslint/types" "8.48.1"
+    "@typescript-eslint/typescript-estree" "8.48.1"
 
-"@typescript-eslint/visitor-keys@8.47.0":
-  version "8.47.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/visitor-keys/-/visitor-keys-8.47.0.tgz#35f36ed60a170dfc9d4d738e78387e217f24c29f"
-  integrity sha512-SIV3/6eftCy1bNzCQoPmbWsRLujS8t5iDIZ4spZOBHqrM+yfX2ogg8Tt3PDTAVKw3sSCiUgg30uOAvK2r9zGjQ==
+"@typescript-eslint/visitor-keys@8.48.1":
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/visitor-keys/-/visitor-keys-8.48.1.tgz#247d4fe6dcc044f45b7f1c15110bf95e5d73b334"
+  integrity sha512-BmxxndzEWhE4TIEEMBs8lP3MBWN3jFPs/p6gPm/wkv02o41hI6cq9AuSmGAaTTHPtA1FTi2jBre4A9rm5ZmX+Q==
   dependencies:
-    "@typescript-eslint/types" "8.47.0"
+    "@typescript-eslint/types" "8.48.1"
     eslint-visitor-keys "^4.2.1"
 
 "@ungap/structured-clone@^1.0.0":
@@ -4957,23 +4956,23 @@ binary-extensions@^2.0.0:
   resolved "https://registry.yarnpkg.com/binary-extensions/-/binary-extensions-2.3.0.tgz#f6e14a97858d327252200242d4ccfe522c445522"
   integrity sha512-Ceh+7ox5qe7LJuLHoY0feh3pHuUDHAcRUeyL2VYghZwfpkNIy/+8Ocg0a3UuSoYzavmylwuLWQOf3hl0jjMMIw==
 
-body-parser@1.20.3:
-  version "1.20.3"
-  resolved "https://registry.yarnpkg.com/body-parser/-/body-parser-1.20.3.tgz#1953431221c6fb5cd63c4b36d53fab0928e548c6"
-  integrity sha512-7rAxByjUMqQ3/bHJy7D6OGXvx/MMc4IqBn/X0fcM1QUcAItpZrBEYhWGem+tzXH90c+G01ypMcYJBO9Y30203g==
+body-parser@~1.20.3:
+  version "1.20.4"
+  resolved "https://registry.yarnpkg.com/body-parser/-/body-parser-1.20.4.tgz#f8e20f4d06ca8a50a71ed329c15dccad1cdc547f"
+  integrity sha512-ZTgYYLMOXY9qKU/57FAo8F+HA2dGX7bqGc71txDRC1rS4frdFI5R7NhluHxH6M0YItAP0sHB4uqAOcYKxO6uGA==
   dependencies:
-    bytes "3.1.2"
+    bytes "~3.1.2"
     content-type "~1.0.5"
     debug "2.6.9"
     depd "2.0.0"
-    destroy "1.2.0"
-    http-errors "2.0.0"
-    iconv-lite "0.4.24"
-    on-finished "2.4.1"
-    qs "6.13.0"
-    raw-body "2.5.2"
+    destroy "~1.2.0"
+    http-errors "~2.0.1"
+    iconv-lite "~0.4.24"
+    on-finished "~2.4.1"
+    qs "~6.14.0"
+    raw-body "~2.5.3"
     type-is "~1.6.18"
-    unpipe "1.0.0"
+    unpipe "~1.0.0"
 
 bonjour-service@^1.2.1:
   version "1.3.0"
@@ -5079,7 +5078,7 @@ bytes@3.0.0:
   resolved "https://registry.yarnpkg.com/bytes/-/bytes-3.0.0.tgz#d32815404d689699f85a4ea4fa8755dd13a96048"
   integrity sha512-pMhOfFDPiv9t5jjIXkHosWmkSyQbvsgEVNkz0ERHbuLh2T/7j4Mqqpz523Fe8MVY89KC6Sh/QfS2sM+SjgFDcw==
 
-bytes@3.1.2:
+bytes@3.1.2, bytes@~3.1.2:
   version "3.1.2"
   resolved "https://registry.yarnpkg.com/bytes/-/bytes-3.1.2.tgz#8b0beeb98605adf1b128fa4386403c009e0221a5"
   integrity sha512-/Nf7TyzTx6S3yRJObOAV7956r8cr2+Oj8AC5dt8wSP3BQAoeX58NoHyCU8P8zGkNXStjTSi6fzO6F0pBdcYbEg==
@@ -5161,10 +5160,10 @@ caniuse-api@^3.0.0:
     lodash.memoize "^4.1.2"
     lodash.uniq "^4.5.0"
 
-caniuse-lite@^1.0.0, caniuse-lite@^1.0.30001702, caniuse-lite@^1.0.30001746, caniuse-lite@^1.0.30001756:
-  version "1.0.30001756"
-  resolved "https://registry.yarnpkg.com/caniuse-lite/-/caniuse-lite-1.0.30001756.tgz#fe80104631102f88e58cad8aa203a2c3e5ec9ebd"
-  integrity sha512-4HnCNKbMLkLdhJz3TToeVWHSnfJvPaq6vu/eRP0Ahub/07n484XHhBF5AJoSGHdVrS8tKFauUQz8Bp9P7LVx7A==
+caniuse-lite@^1.0.0, caniuse-lite@^1.0.30001702, caniuse-lite@^1.0.30001746, caniuse-lite@^1.0.30001759:
+  version "1.0.30001759"
+  resolved "https://registry.yarnpkg.com/caniuse-lite/-/caniuse-lite-1.0.30001759.tgz#d569e7b010372c6b0ca3946e30dada0a2e9d5006"
+  integrity sha512-Pzfx9fOKoKvevQf8oCXoyNRQ5QyxJj+3O0Rqx2V5oxT61KGx8+n6hV/IUyJeifUci2clnmmKVpvtiqRzgiWjSw==
 
 ccount@^2.0.0:
   version "2.0.1"
@@ -5471,7 +5470,7 @@ content-disposition@0.5.2:
   resolved "https://registry.yarnpkg.com/content-disposition/-/content-disposition-0.5.2.tgz#0cf68bb9ddf5f2be7961c3a85178cb85dba78cb4"
   integrity sha512-kRGRZw3bLlFISDBgwTSA1TMBFN6J6GWDeubmDE3AF+3+yXL8hTWv8r5rkLbqYXY4RjPk/EzHnClI3zQf1cFmHA==
 
-content-disposition@0.5.4:
+content-disposition@~0.5.4:
   version "0.5.4"
   resolved "https://registry.yarnpkg.com/content-disposition/-/content-disposition-0.5.4.tgz#8b82b4efac82512a02bb0b1dcec9d2c5e8eb5bfe"
   integrity sha512-FveZTNuGw04cxlAiWbzi6zTAL/lhehaWbTtgluJh4/E95DqMwTmha3KZN1aAWA8cFIhHzMZUvLevkw5Rqk+tSQ==
@@ -5493,15 +5492,15 @@ convert-source-map@^2.0.0:
   resolved "https://registry.yarnpkg.com/convert-source-map/-/convert-source-map-2.0.0.tgz#4b560f649fc4e918dd0ab75cf4961e8bc882d82a"
   integrity sha512-Kvp459HrV2FEJ1CAsi1Ku+MY3kasH19TFykTz2xWmMeq6bk2NU3XXvfJ+Q61m0xktWwt+1HSYf3JZsTms3aRJg==
 
-cookie-signature@1.0.6:
-  version "1.0.6"
-  resolved "https://registry.yarnpkg.com/cookie-signature/-/cookie-signature-1.0.6.tgz#e303a882b342cc3ee8ca513a79999734dab3ae2c"
-  integrity sha512-QADzlaHc8icV8I7vbaJXJwod9HWYp8uCqf1xa4OfNu1T7JVxQIrUgOWtHdNDtPiywmFbiS12VjotIXLrKM3orQ==
+cookie-signature@~1.0.6:
+  version "1.0.7"
+  resolved "https://registry.yarnpkg.com/cookie-signature/-/cookie-signature-1.0.7.tgz#ab5dd7ab757c54e60f37ef6550f481c426d10454"
+  integrity sha512-NXdYc3dLr47pBkpUCHtKSwIOQXLVn8dZEuywboCOJY/osA0wFSLlSawr3KN8qXJEyX66FcONTH8EIlVuK0yyFA==
 
-cookie@0.7.1:
-  version "0.7.1"
-  resolved "https://registry.yarnpkg.com/cookie/-/cookie-0.7.1.tgz#2f73c42142d5d5cf71310a74fc4ae61670e5dbc9"
-  integrity sha512-6DnInpx7SJ2AK3+CTUE/ZM0vWTUboZCegxhC2xiIydHR9jNuTAASBrfEpHhiGOZw/nX51bHt6YQl8jsGo4y/0w==
+cookie@~0.7.1:
+  version "0.7.2"
+  resolved "https://registry.yarnpkg.com/cookie/-/cookie-0.7.2.tgz#556369c472a2ba910f2979891b526b3436237ed7"
+  integrity sha512-yki5XnKuf750l50uGTllt6kKILY4nQ1eNIQatoXEByZ5dWgnKqbnqmTrBE5B4N7lrMJKQ2ytWMiTO2o0v6Ew/w==
 
 copy-anything@^2.0.1:
   version "2.0.6"
@@ -6290,7 +6289,7 @@ delayed-stream@~1.0.0:
   resolved "https://registry.yarnpkg.com/delayed-stream/-/delayed-stream-1.0.0.tgz#df3ae199acadfb7d440aaae0b29e2272b24ec619"
   integrity sha512-ZySD7Nf91aLB0RxL4KGrKHBXl7Eds1DAmEdcoVawXnLD7SDhpNgtuII2aAkg7a7QS41jxPSZ17p4VdGnMHk3MQ==
 
-depd@2.0.0:
+depd@2.0.0, depd@~2.0.0:
   version "2.0.0"
   resolved "https://registry.yarnpkg.com/depd/-/depd-2.0.0.tgz#b696163cc757560d09cf22cc8fad1571b79e76df"
   integrity sha512-g7nH6P6dyDioJogAAGprGpCtVImJhpPk/roCzdb3fIh61/s/nPsfR6onyMwkCAR/OlC3yBC0lESvUoQEAssIrw==
@@ -6305,7 +6304,7 @@ dequal@^2.0.0, dequal@^2.0.3:
   resolved "https://registry.yarnpkg.com/dequal/-/dequal-2.0.3.tgz#2644214f1997d39ed0ee0ece72335490a7ac67be"
   integrity sha512-0je+qPKHEMohvfRTCEo3CrPG6cAzAYgmzKyxRiYSSDkS6eGJdyVJm7WaYA5ECaAD9wLB2T4EEeymA5aFVcYXCA==
 
-destroy@1.2.0:
+destroy@1.2.0, destroy@~1.2.0:
   version "1.2.0"
   resolved "https://registry.yarnpkg.com/destroy/-/destroy-1.2.0.tgz#4803735509ad8be552934c67df614f94e66fa015"
   integrity sha512-2sJGJTaXIIaR1w4iJSNoN0hnMY7Gpc/n8D4qSCJw8QqFWXf7cuAgnEHxBpweaVcPevC2l3KpjYCx3NypQQgaJg==
@@ -7026,38 +7025,38 @@ execa@5.1.1:
     strip-final-newline "^2.0.0"
 
 express@^4.21.2:
-  version "4.21.2"
-  resolved "https://registry.yarnpkg.com/express/-/express-4.21.2.tgz#cf250e48362174ead6cea4a566abef0162c1ec32"
-  integrity sha512-28HqgMZAmih1Czt9ny7qr6ek2qddF4FclbMzwhCREB6OFfH+rXAnuNCwo1/wFvrtbgsQDb4kSbX9de9lFbrXnA==
+  version "4.22.0"
+  resolved "https://registry.yarnpkg.com/express/-/express-4.22.0.tgz#a9d7abdce6d774ed1b4479019387763d1798bd03"
+  integrity sha512-c2iPh3xp5vvCLgaHK03+mWLFPhox7j1LwyxcZwFVApEv5i0X+IjPpbT50SJJwwLpdBVfp45AkK/v+AFgv/XlfQ==
   dependencies:
     accepts "~1.3.8"
     array-flatten "1.1.1"
-    body-parser "1.20.3"
-    content-disposition "0.5.4"
+    body-parser "~1.20.3"
+    content-disposition "~0.5.4"
     content-type "~1.0.4"
-    cookie "0.7.1"
-    cookie-signature "1.0.6"
+    cookie "~0.7.1"
+    cookie-signature "~1.0.6"
     debug "2.6.9"
     depd "2.0.0"
     encodeurl "~2.0.0"
     escape-html "~1.0.3"
     etag "~1.8.1"
-    finalhandler "1.3.1"
-    fresh "0.5.2"
-    http-errors "2.0.0"
+    finalhandler "~1.3.1"
+    fresh "~0.5.2"
+    http-errors "~2.0.0"
     merge-descriptors "1.0.3"
     methods "~1.1.2"
-    on-finished "2.4.1"
+    on-finished "~2.4.1"
     parseurl "~1.3.3"
-    path-to-regexp "0.1.12"
+    path-to-regexp "~0.1.12"
     proxy-addr "~2.0.7"
-    qs "6.13.0"
+    qs "~6.14.0"
     range-parser "~1.2.1"
     safe-buffer "5.2.1"
-    send "0.19.0"
-    serve-static "1.16.2"
+    send "~0.19.0"
+    serve-static "~1.16.2"
     setprototypeof "1.2.0"
-    statuses "2.0.1"
+    statuses "~2.0.1"
     type-is "~1.6.18"
     utils-merge "1.0.1"
     vary "~1.1.2"
@@ -7089,7 +7088,7 @@ fast-diff@^1.1.2:
   resolved "https://registry.yarnpkg.com/fast-diff/-/fast-diff-1.3.0.tgz#ece407fa550a64d638536cd727e129c61616e0f0"
   integrity sha512-VxPP4NqbUjj6MaAOafWeUn2cXWLcCtljklUtZf0Ind4XQ+QPtmA0b18zZy0jIQx+ExRVCR/ZQpBmik5lXshNsw==
 
-fast-glob@^3.2.11, fast-glob@^3.2.9, fast-glob@^3.3.0, fast-glob@^3.3.2:
+fast-glob@^3.2.11, fast-glob@^3.2.9, fast-glob@^3.3.0:
   version "3.3.3"
   resolved "https://registry.yarnpkg.com/fast-glob/-/fast-glob-3.3.3.tgz#d06d585ce8dba90a16b0505c543c3ccfb3aeb818"
   integrity sha512-7MptL8U0cqcFdzIzwOTHoilX9x5BrNqye7Z/LuC7kCMRio1EMSyqRK3BEAUD7sXRq4iT4AzTVuZdhgQ2TCvYLg==
@@ -7148,6 +7147,11 @@ faye-websocket@^0.11.3:
   dependencies:
     websocket-driver ">=0.5.1"
 
+fdir@^6.5.0:
+  version "6.5.0"
+  resolved "https://registry.yarnpkg.com/fdir/-/fdir-6.5.0.tgz#ed2ab967a331ade62f18d077dae192684d50d350"
+  integrity sha512-tIbYtZbucOs0BRGqPJkshJUYdL+SDH7dVM8gjy+ERp3WAUjLEFJE+02kanyHtwjWOnwrKYBiwAmM0p4kLJAnXg==
+
 feed@^4.2.2:
   version "4.2.2"
   resolved "https://registry.yarnpkg.com/feed/-/feed-4.2.2.tgz#865783ef6ed12579e2c44bbef3c9113bc4956a7e"
@@ -7189,17 +7193,17 @@ fill-range@^7.1.1:
   dependencies:
     to-regex-range "^5.0.1"
 
-finalhandler@1.3.1:
-  version "1.3.1"
-  resolved "https://registry.yarnpkg.com/finalhandler/-/finalhandler-1.3.1.tgz#0c575f1d1d324ddd1da35ad7ece3df7d19088019"
-  integrity sha512-6BN9trH7bp3qvnrRyzsBz+g3lZxTNZTbVO2EV1CS0WIcDbawYVdYvGflME/9QP0h0pYlCDBCTjYa9nZzMDpyxQ==
+finalhandler@~1.3.1:
+  version "1.3.2"
+  resolved "https://registry.yarnpkg.com/finalhandler/-/finalhandler-1.3.2.tgz#1ebc2228fc7673aac4a472c310cc05b77d852b88"
+  integrity sha512-aA4RyPcd3badbdABGDuTXCMTtOneUCAYH/gxoYRTZlIJdF0YPWuGqiAsIrhNnnqdXGswYk6dGujem4w80UJFhg==
   dependencies:
     debug "2.6.9"
     encodeurl "~2.0.0"
     escape-html "~1.0.3"
-    on-finished "2.4.1"
+    on-finished "~2.4.1"
     parseurl "~1.3.3"
-    statuses "2.0.1"
+    statuses "~2.0.2"
     unpipe "~1.0.0"
 
 find-cache-dir@^4.0.0:
@@ -7292,7 +7296,7 @@ fraction.js@^4.3.7:
   resolved "https://registry.yarnpkg.com/fraction.js/-/fraction.js-4.3.7.tgz#06ca0085157e42fda7f9e726e79fefc4068840f7"
   integrity sha512-ZsDfxO51wGAXREY55a7la9LScWpwv9RxIrYABrlvOFBlH/ShPnrtsXeuUIfXKKOVicNxQ+o8JTbJvjS4M89yew==
 
-fresh@0.5.2:
+fresh@0.5.2, fresh@~0.5.2:
   version "0.5.2"
   resolved "https://registry.yarnpkg.com/fresh/-/fresh-0.5.2.tgz#3d8cadd90d976569fa835ab1f8e4b23a105605a7"
   integrity sha512-zJ2mQYM18rEFOudeV4GShTGIQ7RbzA7ozbU9I/XBpm7kqgMywgmylMwXHxZJmkVoYkna9d2pVXVXPdYTP9ej8Q==
@@ -7855,6 +7859,17 @@ http-errors@~1.6.2:
     setprototypeof "1.1.0"
     statuses ">= 1.4.0 < 2"
 
+http-errors@~2.0.0, http-errors@~2.0.1:
+  version "2.0.1"
+  resolved "https://registry.yarnpkg.com/http-errors/-/http-errors-2.0.1.tgz#36d2f65bc909c8790018dd36fb4d93da6caae06b"
+  integrity sha512-4FbRdAX+bSdmo4AUFuS0WNiPz8NgFt+r8ThgNWmlrjQjt1Q7ZR9+zTlce2859x4KSXrwIsaeTqDoKQmtP8pLmQ==
+  dependencies:
+    depd "~2.0.0"
+    inherits "~2.0.4"
+    setprototypeof "~1.2.0"
+    statuses "~2.0.2"
+    toidentifier "~1.0.1"
+
 http-parser-js@>=0.5.1:
   version "0.5.10"
   resolved "https://registry.yarnpkg.com/http-parser-js/-/http-parser-js-0.5.10.tgz#b3277bd6d7ed5588e20ea73bf724fcbe44609075"
@@ -7898,13 +7913,6 @@ hyperdyperid@^1.2.0:
   resolved "https://registry.yarnpkg.com/hyperdyperid/-/hyperdyperid-1.2.0.tgz#59668d323ada92228d2a869d3e474d5a33b69e6b"
   integrity sha512-Y93lCzHYgGWdrJ66yIktxiaGULYc6oGiABxhcO5AufBeOyoIdZF7bIfLaOrbM0iGIOXQQgxxRrFEnb+Y6w1n4A==
 
-iconv-lite@0.4.24:
-  version "0.4.24"
-  resolved "https://registry.yarnpkg.com/iconv-lite/-/iconv-lite-0.4.24.tgz#2022b4b25fbddc21d2f524974a474aafe733908b"
-  integrity sha512-v3MXnZAcvnywkTUEZomIActle7RXXeedOR31wwl7VlyoXO4Qi9arvSenNQWne1TcRwhCL1HwLI21bEqdpj8/rA==
-  dependencies:
-    safer-buffer ">= 2.1.2 < 3"
-
 iconv-lite@0.6, iconv-lite@^0.6.3:
   version "0.6.3"
   resolved "https://registry.yarnpkg.com/iconv-lite/-/iconv-lite-0.6.3.tgz#a52f80bf38da1952eb5c681790719871a1a72501"
@@ -7912,6 +7920,13 @@ iconv-lite@0.6, iconv-lite@^0.6.3:
   dependencies:
     safer-buffer ">= 2.1.2 < 3.0.0"
 
+iconv-lite@~0.4.24:
+  version "0.4.24"
+  resolved "https://registry.yarnpkg.com/iconv-lite/-/iconv-lite-0.4.24.tgz#2022b4b25fbddc21d2f524974a474aafe733908b"
+  integrity sha512-v3MXnZAcvnywkTUEZomIActle7RXXeedOR31wwl7VlyoXO4Qi9arvSenNQWne1TcRwhCL1HwLI21bEqdpj8/rA==
+  dependencies:
+    safer-buffer ">= 2.1.2 < 3"
+
 icss-utils@^5.0.0, icss-utils@^5.1.0:
   version "5.1.0"
   resolved "https://registry.yarnpkg.com/icss-utils/-/icss-utils-5.1.0.tgz#c6be6858abd013d768e98366ae47e25d5887b1ae"
@@ -7980,7 +7995,7 @@ inherits@2.0.3:
   resolved "https://registry.yarnpkg.com/inherits/-/inherits-2.0.3.tgz#633c2c83e3da42a502f52466022480f4208261de"
   integrity sha512-x00IRNXNy63jwGkJmzPigoySHbaqpNuzKbBOmzK+g2OdZpQ9w+sxCN+VSB3ja7IAge2OP2qpfxTjeNcyjmW1uw==
 
-inherits@2.0.4, inherits@^2.0.1, inherits@^2.0.3, inherits@^2.0.4, inherits@~2.0.3:
+inherits@2.0.4, inherits@^2.0.1, inherits@^2.0.3, inherits@^2.0.4, inherits@~2.0.3, inherits@~2.0.4:
   version "2.0.4"
   resolved "https://registry.yarnpkg.com/inherits/-/inherits-2.0.4.tgz#0fa2c64f932917c3433a0ded55363aae37416b7c"
   integrity sha512-k/vGaX4/Yla3WzyMCvTQOXYeIHvqOKtnqBduzTHpzpQZzAskKMhZ2K+EnBiSM9zGSoIFeMpXKxa4dYeZIQqewQ==
@@ -8498,10 +8513,10 @@ js-file-download@^0.4.12:
   resolved "https://registry.yarnpkg.com/js-tokens/-/js-tokens-4.0.0.tgz#19203fb59991df98e3a287050d4647cdeaf32499"
   integrity sha512-RdJUflcE3cUzKiMqQgsCu06FPu9UdIJO0beYbPhHN4k6apgJtifcoCtT9bcxOpYBtpD2kCM6Sbzg4CausW/PKQ==
 
-js-yaml@=4.1.0, js-yaml@^4.1.0:
-  version "4.1.0"
-  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.1.0.tgz#c1fb65f8f5017901cdd2c951864ba18458a10602"
-  integrity sha512-wpxZs9NoxZaJESJGIZTyDEaYpl0FKSA+FB9aJiyemKhMwkxQg63h4T1KJgUGHpTqPDNRcmmYLugrRjJlBtWvRA==
+js-yaml@=4.1.1, js-yaml@^4.1.0:
+  version "4.1.1"
+  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.1.1.tgz#854c292467705b699476e1a2decc0c8a3458806b"
+  integrity sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==
   dependencies:
     argparse "^2.0.1"
 
@@ -10018,9 +10033,9 @@ node-fetch-commonjs@^3.3.2:
     web-streams-polyfill "^3.0.3"
 
 node-forge@^1:
-  version "1.3.1"
-  resolved "https://registry.yarnpkg.com/node-forge/-/node-forge-1.3.1.tgz#be8da2af243b2417d5f646a770663a92b7e9ded3"
-  integrity sha512-dPEtOeMvF9VMcYV/1Wb8CPoVAXtp6MKMlcbAt4ddqmGqUJ6fQZFXkNZNkNlfevtNkGtaSoXf/vNNNSvgrdXwtA==
+  version "1.3.2"
+  resolved "https://registry.yarnpkg.com/node-forge/-/node-forge-1.3.2.tgz#d0d2659a26eef778bf84d73e7f55c08144ee7750"
+  integrity sha512-6xKiQ+cph9KImrRh0VsjH2d8/GXA4FIMlgU4B757iI1ApvcyA9VlouP0yZJha01V+huImO+kKMU7ih+2+E14fw==
 
 node-gyp-build@^4.8.0, node-gyp-build@^4.8.2, node-gyp-build@^4.8.4:
   version "4.8.4"
@@ -10136,7 +10151,7 @@ obuf@^1.0.0, obuf@^1.1.2:
   resolved "https://registry.yarnpkg.com/obuf/-/obuf-1.1.2.tgz#09bea3343d41859ebd446292d11c9d4db619084e"
   integrity sha512-PX1wu0AmAdPqOL1mWhqmlOd8kOIZQwGZw6rh7uby9fTc5lhaOWFLX3I6R1hrF9k3zUY40e6igsLGkDXK92LJNg==
 
-on-finished@2.4.1, on-finished@^2.4.1:
+on-finished@2.4.1, on-finished@^2.4.1, on-finished@~2.4.1:
   version "2.4.1"
   resolved "https://registry.yarnpkg.com/on-finished/-/on-finished-2.4.1.tgz#58c8c44116e54845ad57f14ab10b03533184ac3f"
   integrity sha512-oVlzkg3ENAhCk2zdv7IJwd/QUD4z2RxRwpkcGY8psCVcCYZNq4wYnVWALHM+brtuJjePWiYF/ClmuDr8Ch5+kg==
@@ -10409,11 +10424,6 @@ path-parse@^1.0.7:
   resolved "https://registry.yarnpkg.com/path-parse/-/path-parse-1.0.7.tgz#fbc114b60ca42b30d9daf5858e4bd68bbedb6735"
   integrity sha512-LDJzPVEEEPR+y48z93A0Ed0yXb8pAByGWo/k5YYdYgpY2/2EsOsksJrq7lOHxryrVOn1ejG6oAp8ahvOIQD8sw==
 
-path-to-regexp@0.1.12:
-  version "0.1.12"
-  resolved "https://registry.yarnpkg.com/path-to-regexp/-/path-to-regexp-0.1.12.tgz#d5e1a12e478a976d432ef3c58d534b9923164bb7"
-  integrity sha512-RA1GjUVMnvYFxuqovrEqZoxxW5NUZqbwKtYz/Tt7nXerk0LbLblQmrsgdeOxV5SFHf0UDggjS/bSeOZwt1pmEQ==
-
 path-to-regexp@3.3.0:
   version "3.3.0"
   resolved "https://registry.yarnpkg.com/path-to-regexp/-/path-to-regexp-3.3.0.tgz#f7f31d32e8518c2660862b644414b6d5c63a611b"
@@ -10426,6 +10436,11 @@ path-to-regexp@^1.7.0:
   dependencies:
     isarray "0.0.1"
 
+path-to-regexp@~0.1.12:
+  version "0.1.12"
+  resolved "https://registry.yarnpkg.com/path-to-regexp/-/path-to-regexp-0.1.12.tgz#d5e1a12e478a976d432ef3c58d534b9923164bb7"
+  integrity sha512-RA1GjUVMnvYFxuqovrEqZoxxW5NUZqbwKtYz/Tt7nXerk0LbLblQmrsgdeOxV5SFHf0UDggjS/bSeOZwt1pmEQ==
+
 path-type@^4.0.0:
   version "4.0.0"
   resolved "https://registry.yarnpkg.com/path-type/-/path-type-4.0.0.tgz#84ed01c0a7ba380afe09d90a8c180dcd9d03043b"
@@ -10446,6 +10461,11 @@ picomatch@^2.0.4, picomatch@^2.2.1, picomatch@^2.2.3, picomatch@^2.3.1:
   resolved "https://registry.yarnpkg.com/picomatch/-/picomatch-2.3.1.tgz#3ba3833733646d9d3e4995946c1365a67fb07a42"
   integrity sha512-JU3teHTNjmE2VCGFzuY8EXzCDVwEqB2a8fsIvwaStHhAWJEeVd1o1QD80CU6+ZdEXXSLbSsuLwJjkCBWqRQUVA==
 
+picomatch@^4.0.3:
+  version "4.0.3"
+  resolved "https://registry.yarnpkg.com/picomatch/-/picomatch-4.0.3.tgz#796c76136d1eead715db1e7bad785dedd695a042"
+  integrity sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==
+
 pify@^4.0.1:
   version "4.0.1"
   resolved "https://registry.yarnpkg.com/pify/-/pify-4.0.1.tgz#4b2cd25c50d598735c50292224fd8c6df41e3231"
@@ -11063,10 +11083,10 @@ prettier-linter-helpers@^1.0.0:
   dependencies:
     fast-diff "^1.1.2"
 
-prettier@^3.6.2:
-  version "3.6.2"
-  resolved "https://registry.yarnpkg.com/prettier/-/prettier-3.6.2.tgz#ccda02a1003ebbb2bfda6f83a074978f608b9393"
-  integrity sha512-I7AIg5boAr5R0FFtJ6rCfD+LFsWHp81dolrFD8S79U9tb8Az2nGrJncnMSnys+bpQJfRUzqs9hnA81OAA3hCuQ==
+prettier@^3.7.4:
+  version "3.7.4"
+  resolved "https://registry.yarnpkg.com/prettier/-/prettier-3.7.4.tgz#d2f8335d4b1cec47e1c8098645411b0c9dff9c0f"
+  integrity sha512-v6UNi1+3hSlVvv8fSaoUbggEM5VErKmmpGA7Pl3HF8V6uKY7rvClBOJlH6yNwQtfTueNkGVpOv/mtWL9L4bgRA==
 
 pretty-error@^4.0.0:
   version "4.0.0"
@@ -11173,12 +11193,12 @@ pupa@^3.1.0:
   dependencies:
     escape-goat "^4.0.0"
 
-qs@6.13.0:
-  version "6.13.0"
-  resolved "https://registry.yarnpkg.com/qs/-/qs-6.13.0.tgz#6ca3bd58439f7e245655798997787b0d88a51906"
-  integrity sha512-+38qI9SOr8tfZ4QmJNplMUxqjbe7LKvvZgWdExBOmd+egZTtjLB67Gu0HRX3u/XOq7UU2Nx6nsjvS16Z9uwfpg==
+qs@~6.14.0:
+  version "6.14.0"
+  resolved "https://registry.yarnpkg.com/qs/-/qs-6.14.0.tgz#c63fa40680d2c5c941412a0e899c89af60c0a930"
+  integrity sha512-YWWTjgABSKcvs/nWBi9PycY/JiPJqOD4JA6o9Sej2AtvSGarXxKC3OQSk4pAarbdQlKAh5D4FCQkJNkW+GAn3w==
   dependencies:
-    side-channel "^1.0.6"
+    side-channel "^1.1.0"
 
 quansync@^0.2.11:
   version "0.2.11"
@@ -11235,15 +11255,15 @@ range-parser@^1.2.1, range-parser@~1.2.1:
   resolved "https://registry.yarnpkg.com/range-parser/-/range-parser-1.2.1.tgz#3cf37023d199e1c24d1a55b84800c2f3e6468031"
   integrity sha512-Hrgsx+orqoygnmhFbKaHE6c296J+HTAQXoxEF6gNupROmmGJRoyzfG3ccAveqCBrwr/2yxQ5BVd/GTl5agOwSg==
 
-raw-body@2.5.2:
-  version "2.5.2"
-  resolved "https://registry.yarnpkg.com/raw-body/-/raw-body-2.5.2.tgz#99febd83b90e08975087e8f1f9419a149366b68a"
-  integrity sha512-8zGqypfENjCIqGhgXToC8aB2r7YrBX+AQAfIPs/Mlk+BtPTztOvTS01NRW/3Eh60J+a48lt8qsCzirQ6loCVfA==
+raw-body@~2.5.3:
+  version "2.5.3"
+  resolved "https://registry.yarnpkg.com/raw-body/-/raw-body-2.5.3.tgz#11c6650ee770a7de1b494f197927de0c923822e2"
+  integrity sha512-s4VSOf6yN0rvbRZGxs8Om5CWj6seneMwK3oDb4lWDH0UPhWcxwOWw5+qk24bxq87szX1ydrwylIOp2uG1ojUpA==
   dependencies:
-    bytes "3.1.2"
-    http-errors "2.0.0"
-    iconv-lite "0.4.24"
-    unpipe "1.0.0"
+    bytes "~3.1.2"
+    http-errors "~2.0.1"
+    iconv-lite "~0.4.24"
+    unpipe "~1.0.0"
 
 rc-cascader@~3.34.0:
   version "3.34.0"
@@ -12442,6 +12462,25 @@ send@0.19.0:
     range-parser "~1.2.1"
     statuses "2.0.1"
 
+send@~0.19.0:
+  version "0.19.1"
+  resolved "https://registry.yarnpkg.com/send/-/send-0.19.1.tgz#1c2563b2ee4fe510b806b21ec46f355005a369f9"
+  integrity sha512-p4rRk4f23ynFEfcD9LA0xRYngj+IyGiEYyqqOak8kaN0TvNmuxC2dcVeBn62GpCeR2CpWqyHCNScTP91QbAVFg==
+  dependencies:
+    debug "2.6.9"
+    depd "2.0.0"
+    destroy "1.2.0"
+    encodeurl "~2.0.0"
+    escape-html "~1.0.3"
+    etag "~1.8.1"
+    fresh "0.5.2"
+    http-errors "2.0.0"
+    mime "1.6.0"
+    ms "2.1.3"
+    on-finished "2.4.1"
+    range-parser "~1.2.1"
+    statuses "2.0.1"
+
 serialize-error@^8.1.0:
   version "8.1.0"
   resolved "https://registry.yarnpkg.com/serialize-error/-/serialize-error-8.1.0.tgz#3a069970c712f78634942ddd50fbbc0eaebe2f67"
@@ -12482,7 +12521,7 @@ serve-index@^1.9.1:
     mime-types "~2.1.17"
     parseurl "~1.3.2"
 
-serve-static@1.16.2:
+serve-static@~1.16.2:
   version "1.16.2"
   resolved "https://registry.yarnpkg.com/serve-static/-/serve-static-1.16.2.tgz#b6a5343da47f6bdd2673848bf45754941e803296"
   integrity sha512-VqpjJZKadQB/PEbEwvFdO43Ax5dFBZ2UECszz8bQ7pi7wt//PWe1P6MN7eCnjsatYtBT6EuiClbjSWP2WrIoTw==
@@ -12528,7 +12567,7 @@ setprototypeof@1.1.0:
   resolved "https://registry.yarnpkg.com/setprototypeof/-/setprototypeof-1.1.0.tgz#d0bd85536887b6fe7c0d818cb962d9d91c54e656"
   integrity sha512-BvE/TwpZX4FXExxOxZyRGQQv651MSwmWKZGqvmPcRIjDqWub67kTKuIMx43cZZrS/cBBzwBcNDWoFxt2XEFIpQ==
 
-setprototypeof@1.2.0:
+setprototypeof@1.2.0, setprototypeof@~1.2.0:
   version "1.2.0"
   resolved "https://registry.yarnpkg.com/setprototypeof/-/setprototypeof-1.2.0.tgz#66c9a24a73f9fc28cbe66b09fed3d33dcaf1b424"
   integrity sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==
@@ -12605,7 +12644,7 @@ side-channel-weakmap@^1.0.2:
     object-inspect "^1.13.3"
     side-channel-map "^1.0.1"
 
-side-channel@^1.0.6, side-channel@^1.1.0:
+side-channel@^1.1.0:
   version "1.1.0"
   resolved "https://registry.yarnpkg.com/side-channel/-/side-channel-1.1.0.tgz#c3fcff9c4da932784873335ec9765fa94ff66bc9"
   integrity sha512-ZX99e6tRweoUXqR+VBrslhda51Nh5MTQwou5tnUDgbtyM0dBgmhEDtWGP/xbKn6hqfPRHujUNwz5fy/wbbhnpw==
@@ -12760,6 +12799,11 @@ statuses@2.0.1:
   resolved "https://registry.yarnpkg.com/statuses/-/statuses-1.5.0.tgz#161c7dac177659fd9811f43771fa99381478628c"
   integrity sha512-OpZ3zP+jT1PI7I8nemJX4AKmAX070ZkYPVWV/AaKTJl+tXCTGyVdC1a4SL8RUQYEwk/f34ZX8UTykN68FwrqAA==
 
+statuses@~2.0.1, statuses@~2.0.2:
+  version "2.0.2"
+  resolved "https://registry.yarnpkg.com/statuses/-/statuses-2.0.2.tgz#8f75eecef765b5e1cfcdc080da59409ed424e382"
+  integrity sha512-DvEy55V3DB7uknRo+4iOGT5fP1slR8wQohVdknigZPMpMstaKJQWhwiYBACJE3Ul2pTnATihhBYnRhZQHGBiRw==
+
 std-env@^3.7.0:
   version "3.9.0"
   resolved "https://registry.yarnpkg.com/std-env/-/std-env-3.9.0.tgz#1a6f7243b339dca4c9fd55e1c7504c77ef23e8f1"
@@ -13027,10 +13071,10 @@ swagger-client@^3.36.0:
     ramda "^0.30.1"
     ramda-adjunct "^5.1.0"
 
-swagger-ui-react@^5.30.2:
-  version "5.30.2"
-  resolved "https://registry.yarnpkg.com/swagger-ui-react/-/swagger-ui-react-5.30.2.tgz#d02fe73e3f895f67d1ab8bc02aadccfad55b1a2b"
-  integrity sha512-0tS9GOcswKuQrIpCyvDoCDs6xS8B6MRC+iE7P99WfVXDhAIU+U7iFHuS4e7zucSh9qXvcL7KsXs623c+4oBe6w==
+swagger-ui-react@^5.30.3:
+  version "5.30.3"
+  resolved "https://registry.yarnpkg.com/swagger-ui-react/-/swagger-ui-react-5.30.3.tgz#5c8fd646a82d00e038f1bc0b689b10192e2611ed"
+  integrity sha512-QIy32nPql6yiV2NVwbww1P7f6HEOAuYrnk8VEJkzPC/p6Xc5Xnz9hhmSHzXTuM70fDbVw/qPzCJ0mZMMultpiw==
   dependencies:
     "@babel/runtime-corejs3" "^7.27.1"
     "@scarf/scarf" "=1.4.0"
@@ -13043,7 +13087,7 @@ swagger-ui-react@^5.30.2:
     ieee754 "^1.2.1"
     immutable "^3.x.x"
     js-file-download "^0.4.12"
-    js-yaml "=4.1.0"
+    js-yaml "=4.1.1"
     lodash "^4.17.21"
     prop-types "^15.8.1"
     randexp "^0.5.3"
@@ -13148,6 +13192,14 @@ tinyexec@^1.0.1:
   resolved "https://registry.yarnpkg.com/tinyexec/-/tinyexec-1.0.1.tgz#70c31ab7abbb4aea0a24f55d120e5990bfa1e0b1"
   integrity sha512-5uC6DDlmeqiOwCPmK9jMSdOuZTh8bU39Ys6yidB+UTt5hfZUPGAypSgFRiEp+jbi9qH40BLDvy85jIU88wKSqw==
 
+tinyglobby@^0.2.15:
+  version "0.2.15"
+  resolved "https://registry.yarnpkg.com/tinyglobby/-/tinyglobby-0.2.15.tgz#e228dd1e638cea993d2fdb4fcd2d4602a79951c2"
+  integrity sha512-j2Zq4NyQYG5XMST4cbs02Ak8iJUdxRM0XI5QyxXuZOzKOINmWurp3smXu3y5wDcJrptwpSjgXHzIQxR0omXljQ==
+  dependencies:
+    fdir "^6.5.0"
+    picomatch "^4.0.3"
+
 tinypool@^1.0.2:
   version "1.1.1"
   resolved "https://registry.yarnpkg.com/tinypool/-/tinypool-1.1.1.tgz#059f2d042bd37567fbc017d3d426bdd2a2612591"
@@ -13174,7 +13226,7 @@ toggle-selection@^1.0.6:
   resolved "https://registry.yarnpkg.com/toggle-selection/-/toggle-selection-1.0.6.tgz#6e45b1263f2017fa0acc7d89d78b15b8bf77da32"
   integrity sha512-BiZS+C1OS8g/q2RRbJmy59xpyghNBqrr6k5L/uKBGRsTfxmu3ffiRnd8mlGPUVayg8pvfi5urfnu8TU7DVOkLQ==
 
-toidentifier@1.0.1:
+toidentifier@1.0.1, toidentifier@~1.0.1:
   version "1.0.1"
   resolved "https://registry.yarnpkg.com/toidentifier/-/toidentifier-1.0.1.tgz#3be34321a88a820ed1bd80dfaa33e479fbb8dd35"
   integrity sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==
@@ -13358,15 +13410,15 @@ types-ramda@^0.30.1:
   dependencies:
     ts-toolbelt "^9.6.0"
 
-typescript-eslint@^8.47.0:
-  version "8.47.0"
-  resolved "https://registry.yarnpkg.com/typescript-eslint/-/typescript-eslint-8.47.0.tgz#bb8fcf4f2c69ffcd5d088f7f30cd52936ff05cbc"
-  integrity sha512-Lwe8i2XQ3WoMjua/r1PHrCTpkubPYJCAfOurtn+mtTzqB6jNd+14n9UN1bJ4s3F49x9ixAm0FLflB/JzQ57M8Q==
+typescript-eslint@^8.48.1:
+  version "8.48.1"
+  resolved "https://registry.yarnpkg.com/typescript-eslint/-/typescript-eslint-8.48.1.tgz#436028540f5859755687b8b1b28e19ed9194aaad"
+  integrity sha512-FbOKN1fqNoXp1hIl5KYpObVrp0mCn+CLgn479nmu2IsRMrx2vyv74MmsBLVlhg8qVwNFGbXSp8fh1zp8pEoC2A==
   dependencies:
-    "@typescript-eslint/eslint-plugin" "8.47.0"
-    "@typescript-eslint/parser" "8.47.0"
-    "@typescript-eslint/typescript-estree" "8.47.0"
-    "@typescript-eslint/utils" "8.47.0"
+    "@typescript-eslint/eslint-plugin" "8.48.1"
+    "@typescript-eslint/parser" "8.48.1"
+    "@typescript-eslint/typescript-estree" "8.48.1"
+    "@typescript-eslint/utils" "8.48.1"
 
 typescript@~5.9.3:
   version "5.9.3"
@@ -13569,7 +13621,7 @@ universalify@^2.0.0:
   resolved "https://registry.yarnpkg.com/universalify/-/universalify-2.0.1.tgz#168efc2180964e6386d061e094df61afe239b18d"
   integrity sha512-gptHNQghINnc/vTGIk0SOFGFNXw7JVrlRUtConJRlvaw6DuX0wO5Jeko9sWrMBhh+PsYAZ7oXAiOnf/UKogyiw==
 
-unpipe@1.0.0, unpipe@~1.0.0:
+unpipe@~1.0.0:
   version "1.0.0"
   resolved "https://registry.yarnpkg.com/unpipe/-/unpipe-1.0.0.tgz#b2bf4ee8514aae6165b4817829d21b2ef49904ec"
   integrity sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==

extensions/requirements-snowflake.txt

@@ -1,5 +0,0 @@
-# Requirements for the Snowflake Semantic Layer extension
-# Install with: pip install -r extensions/requirements-snowflake.txt
-
-snowflake-connector-python>=3.0.0
-snowflake-sqlalchemy>=1.5.0

pyproject.toml

@@ -212,6 +212,7 @@ development = [
     "pyinstrument>=4.0.2,<5",
     "pylint",
     "pytest<8.0.0", # hairy issue with pytest >=8 where current_app proxies are not set in time
+    "pytest-asyncio",
     "pytest-cov",
     "pytest-mock",
     "python-ldap>=3.4.4",
@@ -351,6 +352,7 @@ dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
 "superset/translations/utils.py" = ["TID251"]
 "superset/extensions/__init__.py" = ["TID251"]
 "superset/utils/json.py" = ["TID251"]
+"docker/*" = ["I"]  # Docker config files have non-standard imports that vary by environment
 
 [tool.ruff.lint.isort]
 case-sensitive = false

pytest.ini

@@ -19,3 +19,4 @@ testpaths =
     tests
 python_files = *_test.py test_*.py *_tests.py *viz/utils.py
 addopts = -p no:warnings
+asyncio_mode = auto

requirements/base.txt

@@ -298,7 +298,9 @@ pyasn1-modules==0.4.2
 pycparser==2.22
     # via cffi
 pydantic==2.11.7
-    # via apache-superset (pyproject.toml)
+    # via
+    #   apache-superset (pyproject.toml)
+    #   apache-superset-core
 pydantic-core==2.33.2
     # via pydantic
 pygments==2.19.1

requirements/development.txt

@@ -718,6 +718,7 @@ pydantic==2.11.7
     # via
     #   -c requirements/base-constraint.txt
     #   apache-superset
+    #   apache-superset-core
     #   fastmcp
     #   mcp
     #   openapi-pydantic
@@ -774,8 +775,11 @@ pytest==7.4.4
     # via
     #   apache-superset
     #   apache-superset-extensions-cli
+    #   pytest-asyncio
     #   pytest-cov
     #   pytest-mock
+pytest-asyncio==0.23.8
+    # via apache-superset
 pytest-cov==6.0.0
     # via
     #   apache-superset
@@ -882,7 +886,7 @@ rsa==4.9.1
     # via
     #   -c requirements/base-constraint.txt
     #   google-auth
-ruff==0.8.0
+ruff==0.9.7
     # via apache-superset
 secretstorage==3.4.1
     # via keyring

superset-core/pyproject.toml

@@ -43,6 +43,7 @@ classifiers = [
 ]
 dependencies = [
     "flask-appbuilder>=5.0.2,<6",
+    "pydantic>=2.8.0",
     "sqlalchemy>=1.4.0,<2.0",
     "sqlalchemy-utils>=0.38.0",
     "sqlglot>=27.15.2, <28",

superset-core/src/superset_core/mcp/__init__.py

@@ -0,0 +1,161 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+"""
+MCP (Model Context Protocol) tool registration for Superset MCP server.
+
+This module provides a decorator interface to register MCP tools with the
+host application.
+
+Usage:
+    from superset_core.mcp import tool
+
+    @tool(name="my_tool", description="Custom business logic", tags=["extension"])
+    def my_extension_tool(param: str) -> dict:
+        return {"message": f"Hello {param}!"}
+
+    # Or use function name and docstring:
+    @tool
+    def another_tool(value: int) -> str:
+        '''Tool description from docstring'''
+        return str(value * 2)
+"""
+
+from typing import Any, Callable, TypeVar
+
+# Type variable for decorated functions
+F = TypeVar("F", bound=Callable[..., Any])
+
+
+def tool(
+    func_or_name: str | Callable[..., Any] | None = None,
+    *,
+    name: str | None = None,
+    description: str | None = None,
+    tags: list[str] | None = None,
+    protect: bool = True,
+) -> Any:  # Use Any to avoid mypy issues with dependency injection
+    """
+    Decorator to register an MCP tool with optional authentication.
+
+    This decorator combines FastMCP tool registration with optional authentication.
+
+    Can be used as:
+        @tool
+        def my_tool(): ...
+
+    Or:
+        @tool(name="custom_name", protect=False)
+        def my_tool(): ...
+
+    Args:
+        func_or_name: When used as @tool, this will be the function.
+                     When used as @tool("name"), this will be the name.
+        name: Tool name (defaults to function name, prefixed with extension ID)
+        description: Tool description (defaults to function docstring)
+        tags: List of tags for categorizing the tool (defaults to empty list)
+        protect: Whether to require Superset authentication (defaults to True)
+
+    Returns:
+        Decorator function that registers and wraps the tool, or the wrapped function
+
+    Raises:
+        NotImplementedError: If called before host implementation is initialized
+
+    Example:
+        @tool(name="my_tool", description="Does something useful", tags=["utility"])
+        def my_custom_tool(param: str) -> dict:
+            return {"result": param}
+
+        @tool  # Uses function name and docstring with auth
+        def simple_tool(value: int) -> str:
+            '''Doubles the input value'''
+            return str(value * 2)
+
+        @tool(protect=False)  # No authentication required
+        def public_tool() -> str:
+            '''Public tool accessible without auth'''
+            return "Hello world"
+    """
+    raise NotImplementedError(
+        "MCP tool decorator not initialized. "
+        "This decorator should be replaced during Superset startup."
+    )
+
+
+def prompt(
+    func_or_name: str | Callable[..., Any] | None = None,
+    *,
+    name: str | None = None,
+    title: str | None = None,
+    description: str | None = None,
+    tags: set[str] | None = None,
+    protect: bool = True,
+) -> Any:  # Use Any to avoid mypy issues with dependency injection
+    """
+    Decorator to register an MCP prompt with optional authentication.
+
+    This decorator combines FastMCP prompt registration with optional authentication.
+
+    Can be used as:
+        @prompt
+        async def my_prompt_handler(): ...
+
+    Or:
+        @prompt("my_prompt")
+        async def my_prompt_handler(): ...
+
+    Or:
+        @prompt("my_prompt", protected=False, title="Custom Title")
+        async def my_prompt_handler(): ...
+
+    Args:
+        func_or_name: When used as @prompt, this will be the function.
+                     When used as @prompt("name"), this will be the name.
+        name: Prompt name (defaults to function name if not provided)
+        title: Prompt title (defaults to function name)
+        description: Prompt description (defaults to function docstring)
+        tags: Set of tags for categorizing the prompt
+        protect: Whether to require Superset authentication (defaults to True)
+
+    Returns:
+        Decorator function that registers and wraps the prompt, or the wrapped function
+
+    Raises:
+        NotImplementedError: If called before host implementation is initialized
+
+    Example:
+        @prompt
+        async def my_prompt_handler(ctx: Context) -> str:
+            '''Interactive prompt for doing something.'''
+            return "Prompt instructions here..."
+
+        @prompt("custom_prompt", protect=False, title="Custom Title")
+        async def public_prompt_handler(ctx: Context) -> str:
+            '''Public prompt accessible without auth'''
+            return "Public prompt accessible without auth"
+    """
+    raise NotImplementedError(
+        "MCP prompt decorator not initialized. "
+        "This decorator should be replaced during Superset startup."
+    )
+
+
+__all__ = [
+    "tool",
+    "prompt",
+]

superset-embedded-sdk/package-lock.json

@@ -1,12 +1,12 @@
 {
   "name": "@superset-ui/embedded-sdk",
-  "version": "0.2.0",
+  "version": "0.3.0",
   "lockfileVersion": 2,
   "requires": true,
   "packages": {
     "": {
       "name": "@superset-ui/embedded-sdk",
-      "version": "0.2.0",
+      "version": "0.3.0",
       "license": "Apache-2.0",
       "dependencies": {
         "@superset-ui/switchboard": "^0.20.3",

superset-embedded-sdk/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@superset-ui/embedded-sdk",
-  "version": "0.2.0",
+  "version": "0.3.0",
   "description": "SDK for embedding resources from Superset into your own application",
   "access": "public",
   "keywords": [

superset-embedded-sdk/src/index.ts

@@ -93,6 +93,7 @@ export type EmbeddedDashboard = {
   ) => void;
   getDataMask: () => Promise<Record<string, any>>;
   getChartStates: () => Promise<Record<string, any>>;
+  getChartDataPayloads: (params?: { chartId?: number }) => Promise<Record<string, any>>;
   setThemeConfig: (themeConfig: Record<string, any>) => void;
   setThemeMode: (mode: ThemeMode) => void;
 };
@@ -249,6 +250,8 @@ export async function embedDashboard({
   const getActiveTabs = () => ourPort.get<string[]>('getActiveTabs');
   const getDataMask = () => ourPort.get<Record<string, any>>('getDataMask');
   const getChartStates = () => ourPort.get<Record<string, any>>('getChartStates');
+  const getChartDataPayloads = (params?: { chartId?: number }) =>
+    ourPort.get<Record<string, any>>('getChartDataPayloads', params);
   const observeDataMask = (
     callbackFn: ObserveDataMaskCallbackFn,
   ) => {
@@ -288,6 +291,7 @@ export async function embedDashboard({
     observeDataMask,
     getDataMask,
     getChartStates,
+    getChartDataPayloads,
     setThemeConfig,
     setThemeMode,
   };

superset-extensions-cli/src/superset_extensions_cli/cli.py

@@ -404,19 +404,57 @@ def dev(ctx: click.Context) -> None:
 
 
 @app.command()
-def init() -> None:
-    id_ = click.prompt("Extension ID (unique identifier, alphanumeric only)", type=str)
+@click.option(
+    "--id",
+    "id_opt",
+    default=None,
+    help="Extension ID (alphanumeric and underscores only)",
+)
+@click.option("--name", "name_opt", default=None, help="Extension display name")
+@click.option(
+    "--version", "version_opt", default=None, help="Initial version (default: 0.1.0)"
+)
+@click.option(
+    "--license", "license_opt", default=None, help="License (default: Apache-2.0)"
+)
+@click.option(
+    "--frontend/--no-frontend", "frontend_opt", default=None, help="Include frontend"
+)
+@click.option(
+    "--backend/--no-backend", "backend_opt", default=None, help="Include backend"
+)
+def init(
+    id_opt: str | None,
+    name_opt: str | None,
+    version_opt: str | None,
+    license_opt: str | None,
+    frontend_opt: bool | None,
+    backend_opt: bool | None,
+) -> None:
+    id_ = id_opt or click.prompt(
+        "Extension ID (unique identifier, alphanumeric only)", type=str
+    )
     if not re.match(r"^[a-zA-Z0-9_]+$", id_):
         click.secho(
             "❌ ID must be alphanumeric (letters, digits, underscore).", fg="red"
         )
         sys.exit(1)
 
-    name = click.prompt("Extension name (human-readable display name)", type=str)
-    version = click.prompt("Initial version", default="0.1.0")
-    license = click.prompt("License", default="Apache-2.0")
-    include_frontend = click.confirm("Include frontend?", default=True)
-    include_backend = click.confirm("Include backend?", default=True)
+    name = name_opt or click.prompt(
+        "Extension name (human-readable display name)", type=str
+    )
+    version = version_opt or click.prompt("Initial version", default="0.1.0")
+    license_ = license_opt or click.prompt("License", default="Apache-2.0")
+    include_frontend = (
+        frontend_opt
+        if frontend_opt is not None
+        else click.confirm("Include frontend?", default=True)
+    )
+    include_backend = (
+        backend_opt
+        if backend_opt is not None
+        else click.confirm("Include backend?", default=True)
+    )
 
     target_dir = Path.cwd() / id_
     if target_dir.exists():
@@ -431,7 +469,7 @@ def init() -> None:
         "name": name,
         "include_frontend": include_frontend,
         "include_backend": include_backend,
-        "license": license,
+        "license": license_,
         "version": version,
     }
 

superset-extensions-cli/tests/test_cli_init.py

@@ -360,3 +360,139 @@ def test_full_init_workflow_integration(cli_runner, isolated_filesystem):
 
     pyproject_content = (extension_path / "backend" / "pyproject.toml").read_text()
     assert "awesome_charts" in pyproject_content
+
+
+# Non-interactive mode tests
+@pytest.mark.cli
+def test_init_non_interactive_with_all_options(cli_runner, isolated_filesystem):
+    """Test that init works in non-interactive mode with all CLI options."""
+    result = cli_runner.invoke(
+        app,
+        [
+            "init",
+            "--id",
+            "my_ext",
+            "--name",
+            "My Extension",
+            "--version",
+            "1.0.0",
+            "--license",
+            "MIT",
+            "--frontend",
+            "--backend",
+        ],
+    )
+
+    assert result.exit_code == 0, f"Command failed with output: {result.output}"
+    assert "🎉 Extension My Extension (ID: my_ext) initialized" in result.output
+
+    extension_path = isolated_filesystem / "my_ext"
+    assert_directory_exists(extension_path)
+    assert_directory_exists(extension_path / "frontend")
+    assert_directory_exists(extension_path / "backend")
+
+    extension_json = load_json_file(extension_path / "extension.json")
+    assert extension_json["id"] == "my_ext"
+    assert extension_json["name"] == "My Extension"
+    assert extension_json["version"] == "1.0.0"
+    assert extension_json["license"] == "MIT"
+
+
+@pytest.mark.cli
+def test_init_frontend_only_with_cli_options(cli_runner, isolated_filesystem):
+    """Test init with frontend only using CLI options."""
+    result = cli_runner.invoke(
+        app,
+        [
+            "init",
+            "--id",
+            "frontend_ext",
+            "--name",
+            "Frontend Extension",
+            "--version",
+            "1.0.0",
+            "--license",
+            "MIT",
+            "--frontend",
+            "--no-backend",
+        ],
+    )
+
+    assert result.exit_code == 0, f"Command failed with output: {result.output}"
+
+    extension_path = isolated_filesystem / "frontend_ext"
+    assert_directory_exists(extension_path / "frontend")
+    assert not (extension_path / "backend").exists()
+
+
+@pytest.mark.cli
+def test_init_backend_only_with_cli_options(cli_runner, isolated_filesystem):
+    """Test init with backend only using CLI options."""
+    result = cli_runner.invoke(
+        app,
+        [
+            "init",
+            "--id",
+            "backend_ext",
+            "--name",
+            "Backend Extension",
+            "--version",
+            "1.0.0",
+            "--license",
+            "MIT",
+            "--no-frontend",
+            "--backend",
+        ],
+    )
+
+    assert result.exit_code == 0, f"Command failed with output: {result.output}"
+
+    extension_path = isolated_filesystem / "backend_ext"
+    assert not (extension_path / "frontend").exists()
+    assert_directory_exists(extension_path / "backend")
+
+
+@pytest.mark.cli
+def test_init_prompts_for_missing_options(cli_runner, isolated_filesystem):
+    """Test that init prompts for options not provided via CLI and uses defaults."""
+    # Provide id and name via CLI, but version/license will be prompted (accept defaults)
+    result = cli_runner.invoke(
+        app,
+        [
+            "init",
+            "--id",
+            "default_ext",
+            "--name",
+            "Default Extension",
+            "--frontend",
+            "--backend",
+        ],
+        input="\n\n",  # Accept defaults for version and license prompts
+    )
+
+    assert result.exit_code == 0, f"Command failed with output: {result.output}"
+
+    extension_path = isolated_filesystem / "default_ext"
+    extension_json = load_json_file(extension_path / "extension.json")
+    assert extension_json["version"] == "0.1.0"
+    assert extension_json["license"] == "Apache-2.0"
+
+
+@pytest.mark.cli
+def test_init_non_interactive_validates_id(cli_runner, isolated_filesystem):
+    """Test that non-interactive mode validates extension ID."""
+    result = cli_runner.invoke(
+        app,
+        [
+            "init",
+            "--id",
+            "invalid-id",
+            "--name",
+            "Invalid Extension",
+            "--frontend",
+            "--backend",
+        ],
+    )
+
+    assert result.exit_code == 1
+    assert "must be alphanumeric" in result.output

superset-frontend/package.json

@@ -156,7 +156,6 @@
     "geostyler": "^14.1.3",
     "geostyler-data": "^1.1.0",
     "geostyler-openlayers-parser": "^4.3.0",
-    "geostyler-qgis-parser": "2.0.1",
     "geostyler-style": "7.5.0",
     "geostyler-wfs-parser": "^2.0.3",
     "googleapis": "^154.1.0",

superset-frontend/packages/generator-superset/package.json

@@ -36,7 +36,7 @@
   "devDependencies": {
     "cross-env": "^10.1.0",
     "fs-extra": "^11.3.2",
-    "jest": "^30.0.5",
+    "jest": "^30.2.0",
     "yeoman-test": "^10.1.1"
   },
   "engines": {

superset-frontend/packages/superset-ui-chart-controls/src/types.ts

@@ -462,6 +462,10 @@ export enum Comparator {
   EndsWith = 'ends with',
   Containing = 'containing',
   NotContaining = 'not containing',
+  IsTrue = 'is true',
+  IsFalse = 'is false',
+  IsNull = 'is null',
+  IsNotNull = 'is not null',
 }
 
 export const MultipleValueComparators = [
@@ -480,13 +484,16 @@ export type ConditionalFormattingConfig = {
   colorScheme?: string;
   toAllRow?: boolean;
   toTextColor?: boolean;
+  useGradient?: boolean;
 };
 
 export type ColorFormatters = {
   column: string;
   toAllRow?: boolean;
   toTextColor?: boolean;
-  getColorFromValue: (value: number | string) => string | undefined;
+  getColorFromValue: (
+    value: number | string | boolean | null,
+  ) => string | undefined;
 }[];
 
 export default {};

superset-frontend/packages/superset-ui-chart-controls/src/utils/getColorFormatters.ts

@@ -32,7 +32,7 @@ const MIN_OPACITY_BOUNDED = 0.05;
 const MIN_OPACITY_UNBOUNDED = 0;
 const MAX_OPACITY = 1;
 export const getOpacity = (
-  value: number | string,
+  value: number | string | boolean | null,
   cutoffPoint: number | string,
   extremeValue: number | string,
   minOpacity = MIN_OPACITY_BOUNDED,
@@ -69,16 +69,17 @@ export const getColorFunction = (
     targetValueLeft,
     targetValueRight,
     colorScheme,
+    useGradient,
   }: ConditionalFormattingConfig,
-  columnValues: number[] | string[],
+  columnValues: number[] | string[] | (boolean | null)[],
   alpha?: boolean,
 ) => {
   let minOpacity = MIN_OPACITY_BOUNDED;
   const maxOpacity = MAX_OPACITY;
 
   let comparatorFunction: (
-    value: number | string,
-    allValues: number[] | string[],
+    value: number | string | boolean | null,
+    allValues: number[] | string[] | (boolean | null)[],
   ) => false | { cutoffValue: number | string; extremeValue: number | string };
   if (operator === undefined || colorScheme === undefined) {
     return () => undefined;
@@ -221,16 +222,48 @@ export const getColorFunction = (
         !value?.toLowerCase().includes((targetValue as string).toLowerCase())
           ? { cutoffValue: targetValue!, extremeValue: targetValue! }
           : false;
+
+      break;
+    case Comparator.IsTrue:
+      comparatorFunction = (value: boolean | null) =>
+        isBoolean(value) && value
+          ? { cutoffValue: targetValue!, extremeValue: targetValue! }
+          : false;
+      break;
+    case Comparator.IsFalse:
+      comparatorFunction = (value: boolean | null) =>
+        isBoolean(value) && !value
+          ? { cutoffValue: targetValue!, extremeValue: targetValue! }
+          : false;
+      break;
+    case Comparator.IsNull:
+      comparatorFunction = (value: boolean | null) =>
+        value === null
+          ? { cutoffValue: targetValue!, extremeValue: targetValue! }
+          : false;
+      break;
+    case Comparator.IsNotNull:
+      comparatorFunction = (value: boolean | null) =>
+        isBoolean(value) && value !== null
+          ? { cutoffValue: targetValue!, extremeValue: targetValue! }
+          : false;
       break;
     default:
       comparatorFunction = () => false;
       break;
   }
 
-  return (value: number | string) => {
+  return (value: number | string | boolean | null) => {
     const compareResult = comparatorFunction(value, columnValues);
     if (compareResult === false) return undefined;
     const { cutoffValue, extremeValue } = compareResult;
+
+    // If useGradient is explicitly false, return solid color
+    if (useGradient === false) {
+      return colorScheme;
+    }
+
+    // Otherwise apply gradient (default behavior for backward compatibility)
     if (alpha === undefined || alpha) {
       return addAlpha(
         colorScheme,
@@ -289,3 +322,7 @@ export const getColorFormatters = memoizeOne(
 function isString(value: unknown) {
   return typeof value === 'string';
 }
+
+function isBoolean(value: unknown) {
+  return typeof value === 'boolean';
+}

superset-frontend/packages/superset-ui-chart-controls/test/utils/getColorFormatters.test.ts

@@ -35,6 +35,9 @@ const countValues = mockData.map(row => row.count);
 const strData = [{ name: 'Brian' }, { name: 'Carlos' }, { name: 'Diana' }];
 const strValues = strData.map(row => row.name);
 
+const boolData = [{ isMember: true }, { isMember: false }, { isMember: null }];
+const boolValues = boolData.map(row => row.isMember);
+
 test('round', () => {
   expect(round(1)).toEqual(1);
   expect(round(1, 2)).toEqual(1);
@@ -443,6 +446,66 @@ test('getColorFunction None', () => {
   expect(colorFunction('Brian')).toEqual('#FF0000FF');
 });
 
+test('getColorFunction IsTrue', () => {
+  const colorFunction = getColorFunction(
+    {
+      operator: Comparator.IsTrue,
+      targetValue: '',
+      colorScheme: '#FF0000',
+      column: 'isMember',
+    },
+    boolValues,
+  );
+  expect(colorFunction(true)).toEqual('#FF0000FF');
+  expect(colorFunction(false)).toBeUndefined();
+  expect(colorFunction(null)).toBeUndefined();
+});
+
+test('getColorFunction IsFalse', () => {
+  const colorFunction = getColorFunction(
+    {
+      operator: Comparator.IsFalse,
+      targetValue: '',
+      colorScheme: '#FF0000',
+      column: 'isMember',
+    },
+    boolValues,
+  );
+  expect(colorFunction(true)).toBeUndefined();
+  expect(colorFunction(false)).toEqual('#FF0000FF');
+  expect(colorFunction(null)).toBeUndefined();
+});
+
+test('getColorFunction IsNull', () => {
+  const colorFunction = getColorFunction(
+    {
+      operator: Comparator.IsNull,
+      targetValue: '',
+      colorScheme: '#FF0000',
+      column: 'isMember',
+    },
+    boolValues,
+  );
+  expect(colorFunction(true)).toBeUndefined();
+  expect(colorFunction(false)).toBeUndefined();
+  expect(colorFunction(null)).toEqual('#FF0000FF');
+});
+
+test('getColorFunction IsNotNull', () => {
+  const colorFunction = getColorFunction(
+    {
+      operator: Comparator.IsNotNull,
+      targetValue: '',
+      colorScheme: '#FF0000',
+      column: 'isMember',
+    },
+    boolValues,
+  );
+  expect(colorFunction(true)).toEqual('#FF0000FF');
+  expect(colorFunction(false)).toEqual('#FF0000FF');
+  expect(colorFunction(null)).toBeUndefined();
+});
+
 test('correct column config', () => {
   const columnConfig = [
     {
@@ -532,3 +595,145 @@ test('correct column string config', () => {
   expect(colorFormatters[3].column).toEqual('name');
   expect(colorFormatters[3].getColorFromValue('Carlos')).toEqual('#FF0000FF');
 });
+
+test('getColorFunction with useGradient false returns solid color', () => {
+  const colorFunction = getColorFunction(
+    {
+      operator: Comparator.GreaterOrEqual,
+      targetValue: 50,
+      colorScheme: '#FF0000',
+      column: 'count',
+      useGradient: false,
+    },
+    countValues,
+  );
+  // When useGradient is false, should return solid color without opacity
+  expect(colorFunction(50)).toEqual('#FF0000');
+  expect(colorFunction(100)).toEqual('#FF0000');
+  expect(colorFunction(0)).toBeUndefined();
+});
+
+test('getColorFunction with useGradient true returns gradient color', () => {
+  const colorFunction = getColorFunction(
+    {
+      operator: Comparator.GreaterOrEqual,
+      targetValue: 50,
+      colorScheme: '#FF0000',
+      column: 'count',
+      useGradient: true,
+    },
+    countValues,
+  );
+  // When useGradient is true, should return gradient color with opacity
+  expect(colorFunction(50)).toEqual('#FF00000D');
+  expect(colorFunction(100)).toEqual('#FF0000FF');
+  expect(colorFunction(0)).toBeUndefined();
+});
+
+test('getColorFunction with useGradient undefined defaults to gradient (backward compatibility)', () => {
+  const colorFunction = getColorFunction(
+    {
+      operator: Comparator.GreaterOrEqual,
+      targetValue: 50,
+      colorScheme: '#FF0000',
+      column: 'count',
+      // useGradient is undefined
+    },
+    countValues,
+  );
+  // When useGradient is undefined, should default to gradient for backward compatibility
+  expect(colorFunction(50)).toEqual('#FF00000D');
+  expect(colorFunction(100)).toEqual('#FF0000FF');
+  expect(colorFunction(0)).toBeUndefined();
+});
+
+test('getColorFunction with useGradient false and None operator returns solid color', () => {
+  const colorFunction = getColorFunction(
+    {
+      operator: Comparator.None,
+      colorScheme: '#FF0000',
+      column: 'count',
+      useGradient: false,
+    },
+    countValues,
+  );
+  // When useGradient is false, all matching values should return solid color
+  expect(colorFunction(20)).toBeUndefined();
+  expect(colorFunction(50)).toEqual('#FF0000');
+  expect(colorFunction(75)).toEqual('#FF0000');
+  expect(colorFunction(100)).toEqual('#FF0000');
+  expect(colorFunction(120)).toBeUndefined();
+});
+
+test('getColorFormatters with useGradient flag', () => {
+  const columnConfig = [
+    {
+      operator: Comparator.GreaterThan,
+      targetValue: 50,
+      colorScheme: '#FF0000',
+      column: 'count',
+      useGradient: false,
+    },
+    {
+      operator: Comparator.GreaterThan,
+      targetValue: 50,
+      colorScheme: '#00FF00',
+      column: 'count',
+      useGradient: true,
+    },
+  ];
+  const colorFormatters = getColorFormatters(columnConfig, mockData);
+  expect(colorFormatters.length).toEqual(2);
+
+  // First formatter with useGradient: false should return solid color
+  expect(colorFormatters[0].column).toEqual('count');
+  expect(colorFormatters[0].getColorFromValue(100)).toEqual('#FF0000');
+
+  // Second formatter with useGradient: true should return gradient color
+  expect(colorFormatters[1].column).toEqual('count');
+  expect(colorFormatters[1].getColorFromValue(100)).toEqual('#00FF00FF');
+});
+
+test('correct column boolean config', () => {
+  const columnConfigBoolean = [
+    {
+      operator: Comparator.IsTrue,
+      targetValue: '',
+      colorScheme: '#FF0000',
+      column: 'isMember',
+    },
+    {
+      operator: Comparator.IsFalse,
+      targetValue: '',
+      colorScheme: '#FF0000',
+      column: 'isMember',
+    },
+    {
+      operator: Comparator.IsNull,
+      targetValue: '',
+      colorScheme: '#FF0000',
+      column: 'isMember',
+    },
+    {
+      operator: Comparator.IsNotNull,
+      targetValue: '',
+      colorScheme: '#FF0000',
+      column: 'isMember',
+    },
+  ];
+  const colorFormatters = getColorFormatters(columnConfigBoolean, boolData);
+  expect(colorFormatters.length).toEqual(4);
+
+  expect(colorFormatters[0].column).toEqual('isMember');
+  expect(colorFormatters[0].getColorFromValue(true)).toEqual('#FF0000FF');
+
+  expect(colorFormatters[1].column).toEqual('isMember');
+  expect(colorFormatters[1].getColorFromValue(false)).toEqual('#FF0000FF');
+
+  expect(colorFormatters[2].column).toEqual('isMember');
+  expect(colorFormatters[2].getColorFromValue(null)).toEqual('#FF0000FF');
+
+  expect(colorFormatters[3].column).toEqual('isMember');
+  expect(colorFormatters[3].getColorFromValue(true)).toEqual('#FF0000FF');
+  expect(colorFormatters[3].getColorFromValue(false)).toEqual('#FF0000FF');
+});

superset-frontend/packages/superset-ui-core/src/components/EmojiTextArea/EmojiTextArea.stories.tsx

@@ -0,0 +1,331 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+import { useState } from 'react';
+import type { Meta, StoryObj } from '@storybook/react';
+import { EmojiTextArea, type EmojiItem } from '.';
+
+const meta: Meta<typeof EmojiTextArea> = {
+  title: 'Components/EmojiTextArea',
+  component: EmojiTextArea,
+  parameters: {
+    docs: {
+      description: {
+        component: `
+A TextArea component with Slack-like emoji autocomplete.
+
+## Features
+
+- **Colon prefix trigger**: Type \`:sm\` to see smile emoji suggestions
+- **Minimum 2 characters**: Popup only shows after typing 2+ characters (configurable)
+- **Smart trigger detection**: Colon must be preceded by whitespace, start of line, or another emoji
+- **Prevents accidental selection**: Quick Enter keypress creates newline instead of selecting
+
+## Usage
+
+\`\`\`tsx
+import { EmojiTextArea } from '@superset-ui/core/components';
+
+<EmojiTextArea
+  placeholder="Type :smile: to add emojis..."
+  onChange={(text) => console.log(text)}
+  onEmojiSelect={(emoji) => console.log('Selected:', emoji)}
+/>
+\`\`\`
+
+## Trigger Behavior (Slack-like)
+
+The emoji picker triggers in these scenarios:
+- \`:sm\` - at the start of text
+- \`hello :sm\` - after a space
+- \`😀:sm\` - after another emoji
+
+It does NOT trigger in:
+- \`hello:sm\` - no space before colon
+- \`http://example.com\` - colon preceded by letter
+
+Try it out below!
+        `,
+      },
+    },
+  },
+  argTypes: {
+    minCharsBeforePopup: {
+      control: { type: 'number', min: 1, max: 5 },
+      description: 'Minimum characters after colon before showing popup',
+      defaultValue: 2,
+    },
+    maxSuggestions: {
+      control: { type: 'number', min: 1, max: 20 },
+      description: 'Maximum number of emoji suggestions to show',
+      defaultValue: 10,
+    },
+    placeholder: {
+      control: 'text',
+      description: 'Placeholder text',
+    },
+    rows: {
+      control: { type: 'number', min: 1, max: 20 },
+      description: 'Number of visible rows',
+    },
+  },
+};
+
+export default meta;
+type Story = StoryObj<typeof EmojiTextArea>;
+
+export const Default: Story = {
+  args: {
+    placeholder: 'Type :smile: or :thumbsup: to add emojis...',
+    rows: 4,
+    style: { width: '100%', maxWidth: 500 },
+  },
+};
+
+export const WithMinChars: Story = {
+  args: {
+    ...Default.args,
+    minCharsBeforePopup: 3,
+    placeholder: 'Requires 3 characters after colon (e.g., :smi)',
+  },
+};
+
+export const WithMaxSuggestions: Story = {
+  args: {
+    ...Default.args,
+    maxSuggestions: 5,
+    placeholder: 'Shows max 5 suggestions',
+  },
+};
+
+export const Controlled: Story = {
+  render: function ControlledStory() {
+    const [value, setValue] = useState('');
+    const [selectedEmojis, setSelectedEmojis] = useState<EmojiItem[]>([]);
+
+    return (
+      <div style={{ maxWidth: 500 }}>
+        <EmojiTextArea
+          value={value}
+          onChange={setValue}
+          onEmojiSelect={emoji => setSelectedEmojis(prev => [...prev, emoji])}
+          placeholder="Type :smile: or :heart: to add emojis..."
+          rows={4}
+          style={{ width: '100%' }}
+        />
+        <div style={{ marginTop: 16 }}>
+          <strong>Current value:</strong>
+          <pre
+            style={{
+              background: 'var(--ant-color-bg-container)',
+              padding: 8,
+              borderRadius: 4,
+              border: '1px solid var(--ant-color-border)',
+              whiteSpace: 'pre-wrap',
+              wordBreak: 'break-word',
+            }}
+          >
+            {value || '(empty)'}
+          </pre>
+        </div>
+        {selectedEmojis.length > 0 && (
+          <div style={{ marginTop: 16 }}>
+            <strong>Selected emojis:</strong>
+            <div style={{ fontSize: 24, marginTop: 8 }}>
+              {selectedEmojis.map((e, i) => (
+                <span key={i} title={`:${e.shortcode}:`}>
+                  {e.emoji}
+                </span>
+              ))}
+            </div>
+          </div>
+        )}
+      </div>
+    );
+  },
+};
+
+export const SlackBehaviorDemo: Story = {
+  render: function SlackBehaviorDemoStory() {
+    const examples = [
+      { input: ':sm', works: true, desc: 'Start of text' },
+      { input: 'hello :sm', works: true, desc: 'After space' },
+      {
+        input: '😀:sm',
+        works: true,
+        desc: 'After emoji',
+        needsEmoji: true,
+      },
+      { input: 'hello:sm', works: false, desc: 'No space before colon' },
+      { input: ':s', works: false, desc: 'Only 1 character' },
+    ];
+
+    return (
+      <div style={{ maxWidth: 600 }}>
+        <h3>Slack-like Trigger Behavior</h3>
+        <p style={{ color: 'var(--ant-color-text-secondary)' }}>
+          The emoji picker mimics Slack&apos;s behavior. Try these examples:
+        </p>
+
+        <table
+          style={{
+            width: '100%',
+            borderCollapse: 'collapse',
+            marginBottom: 24,
+          }}
+        >
+          <thead>
+            <tr>
+              <th
+                style={{
+                  textAlign: 'left',
+                  padding: 8,
+                  borderBottom: '1px solid var(--ant-color-border)',
+                }}
+              >
+                Input
+              </th>
+              <th
+                style={{
+                  textAlign: 'left',
+                  padding: 8,
+                  borderBottom: '1px solid var(--ant-color-border)',
+                }}
+              >
+                Shows Popup?
+              </th>
+              <th
+                style={{
+                  textAlign: 'left',
+                  padding: 8,
+                  borderBottom: '1px solid var(--ant-color-border)',
+                }}
+              >
+                Reason
+              </th>
+            </tr>
+          </thead>
+          <tbody>
+            {examples.map((ex, i) => (
+              <tr key={i}>
+                <td
+                  style={{
+                    padding: 8,
+                    borderBottom: '1px solid var(--ant-color-border)',
+                    fontFamily: 'monospace',
+                  }}
+                >
+                  {ex.input}
+                </td>
+                <td
+                  style={{
+                    padding: 8,
+                    borderBottom: '1px solid var(--ant-color-border)',
+                  }}
+                >
+                  {ex.works ? '✅ Yes' : '❌ No'}
+                </td>
+                <td
+                  style={{
+                    padding: 8,
+                    borderBottom: '1px solid var(--ant-color-border)',
+                  }}
+                >
+                  {ex.desc}
+                </td>
+              </tr>
+            ))}
+          </tbody>
+        </table>
+
+        <EmojiTextArea
+          placeholder="Try the examples above..."
+          rows={4}
+          style={{ width: '100%' }}
+        />
+      </div>
+    );
+  },
+};
+
+export const InForm: Story = {
+  render: function InFormStory() {
+    const [description, setDescription] = useState('');
+    const [title, setTitle] = useState('');
+
+    const handleSubmit = (e: React.FormEvent) => {
+      e.preventDefault();
+      // eslint-disable-next-line no-alert
+      alert(`Title: ${title}\nDescription: ${description}`);
+    };
+
+    return (
+      <form onSubmit={handleSubmit} style={{ maxWidth: 500 }}>
+        <div style={{ marginBottom: 16 }}>
+          <label htmlFor="title" style={{ display: 'block', marginBottom: 4 }}>
+            Title
+          </label>
+          <input
+            id="title"
+            type="text"
+            value={title}
+            onChange={e => setTitle(e.target.value)}
+            placeholder="Enter a title"
+            style={{
+              width: '100%',
+              padding: 8,
+              borderRadius: 4,
+              border: '1px solid var(--ant-color-border)',
+            }}
+          />
+        </div>
+
+        <div style={{ marginBottom: 16 }}>
+          <label
+            htmlFor="description"
+            style={{ display: 'block', marginBottom: 4 }}
+          >
+            Description (with emoji support)
+          </label>
+          <EmojiTextArea
+            id="description"
+            value={description}
+            onChange={setDescription}
+            placeholder="Add a description... use :smile: for emojis!"
+            rows={4}
+            style={{ width: '100%' }}
+          />
+        </div>
+
+        <button
+          type="submit"
+          style={{
+            padding: '8px 16px',
+            background: 'var(--ant-color-primary)',
+            color: 'white',
+            border: 'none',
+            borderRadius: 4,
+            cursor: 'pointer',
+          }}
+        >
+          Submit
+        </button>
+      </form>
+    );
+  },
+};

superset-frontend/packages/superset-ui-core/src/components/EmojiTextArea/EmojiTextArea.test.tsx

@@ -0,0 +1,170 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+import { render, screen, userEvent } from '@superset-ui/core/spec';
+import { EmojiTextArea } from '.';
+import { filterEmojis, EMOJI_DATA } from './emojiData';
+
+test('renders EmojiTextArea with placeholder', () => {
+  render(<EmojiTextArea placeholder="Type something..." />);
+  expect(screen.getByPlaceholderText('Type something...')).toBeInTheDocument();
+});
+
+test('renders EmojiTextArea as textarea element', () => {
+  render(<EmojiTextArea placeholder="Type here" />);
+  const textarea = screen.getByPlaceholderText('Type here');
+  expect(textarea.tagName.toLowerCase()).toBe('textarea');
+});
+
+test('allows typing in the textarea', async () => {
+  render(<EmojiTextArea placeholder="Type here" />);
+  const textarea = screen.getByPlaceholderText('Type here');
+  await userEvent.type(textarea, 'Hello world');
+  expect(textarea).toHaveValue('Hello world');
+});
+
+test('calls onChange when typing', async () => {
+  const onChange = jest.fn();
+  render(<EmojiTextArea placeholder="Type here" onChange={onChange} />);
+  const textarea = screen.getByPlaceholderText('Type here');
+  await userEvent.type(textarea, 'Hi');
+  expect(onChange).toHaveBeenCalled();
+});
+
+test('passes through rows prop', () => {
+  render(<EmojiTextArea placeholder="Type here" rows={5} />);
+  const textarea = screen.getByPlaceholderText('Type here');
+  expect(textarea).toHaveAttribute('rows', '5');
+});
+
+test('forwards ref to underlying component', () => {
+  const ref = { current: null };
+  render(<EmojiTextArea ref={ref} placeholder="Type here" />);
+  expect(ref.current).not.toBeNull();
+});
+
+test('renders controlled component with value prop', () => {
+  render(<EmojiTextArea value="Hello" onChange={() => {}} />);
+  expect(screen.getByDisplayValue('Hello')).toBeInTheDocument();
+});
+
+// ============================================
+// Unit tests for filterEmojis utility function
+// ============================================
+
+test('filterEmojis returns matching emojis by shortcode', () => {
+  const results = filterEmojis('smile');
+  expect(results.length).toBeGreaterThan(0);
+  expect(results[0].shortcode).toBe('smile');
+});
+
+test('filterEmojis returns matching emojis by partial shortcode', () => {
+  const results = filterEmojis('sm');
+  expect(results.length).toBeGreaterThan(0);
+  // Should include smile, smirk, etc.
+  expect(results.some(e => e.shortcode.includes('sm'))).toBe(true);
+});
+
+test('filterEmojis returns matching emojis by keyword', () => {
+  const results = filterEmojis('happy');
+  expect(results.length).toBeGreaterThan(0);
+  // Should include emojis with 'happy' keyword
+  expect(results.some(e => e.keywords?.includes('happy'))).toBe(true);
+});
+
+test('filterEmojis is case insensitive', () => {
+  const results1 = filterEmojis('SMILE');
+  const results2 = filterEmojis('smile');
+  expect(results1.length).toBe(results2.length);
+  expect(results1[0].shortcode).toBe(results2[0].shortcode);
+});
+
+test('filterEmojis respects limit parameter', () => {
+  const results = filterEmojis('a', 5);
+  expect(results.length).toBeLessThanOrEqual(5);
+});
+
+test('filterEmojis returns empty array for empty search', () => {
+  const results = filterEmojis('');
+  expect(results).toEqual([]);
+});
+
+test('filterEmojis returns empty array for no matches', () => {
+  const results = filterEmojis('zzzznotanemoji');
+  expect(results).toEqual([]);
+});
+
+// ============================================
+// Unit tests for EMOJI_DATA
+// ============================================
+
+test('EMOJI_DATA contains expected smileys', () => {
+  const smile = EMOJI_DATA.find(e => e.shortcode === 'smile');
+  expect(smile).toBeDefined();
+  expect(smile?.emoji).toBe('😄');
+
+  const joy = EMOJI_DATA.find(e => e.shortcode === 'joy');
+  expect(joy).toBeDefined();
+  expect(joy?.emoji).toBe('😂');
+});
+
+test('EMOJI_DATA contains expected gestures', () => {
+  const thumbsup = EMOJI_DATA.find(e => e.shortcode === 'thumbsup');
+  expect(thumbsup).toBeDefined();
+  expect(thumbsup?.emoji).toBe('👍');
+
+  const clap = EMOJI_DATA.find(e => e.shortcode === 'clap');
+  expect(clap).toBeDefined();
+  expect(clap?.emoji).toBe('👏');
+});
+
+test('EMOJI_DATA contains expected symbols', () => {
+  const heart = EMOJI_DATA.find(e => e.shortcode === 'heart');
+  expect(heart).toBeDefined();
+  expect(heart?.emoji).toBe('❤️');
+
+  const fire = EMOJI_DATA.find(e => e.shortcode === 'fire');
+  expect(fire).toBeDefined();
+  expect(fire?.emoji).toBe('🔥');
+
+  const checkmark = EMOJI_DATA.find(e => e.shortcode === 'white_check_mark');
+  expect(checkmark).toBeDefined();
+  expect(checkmark?.emoji).toBe('✅');
+});
+
+test('EMOJI_DATA items have required properties', () => {
+  EMOJI_DATA.forEach(item => {
+    expect(item).toHaveProperty('shortcode');
+    expect(item).toHaveProperty('emoji');
+    expect(typeof item.shortcode).toBe('string');
+    expect(typeof item.emoji).toBe('string');
+    expect(item.shortcode.length).toBeGreaterThan(0);
+    expect(item.emoji.length).toBeGreaterThan(0);
+  });
+});
+
+test('EMOJI_DATA shortcodes are unique', () => {
+  const shortcodes = EMOJI_DATA.map(e => e.shortcode);
+  const uniqueShortcodes = new Set(shortcodes);
+  expect(uniqueShortcodes.size).toBe(shortcodes.length);
+});
+
+test('EMOJI_DATA has a reasonable number of emojis', () => {
+  // Ensure we have a substantial emoji set
+  expect(EMOJI_DATA.length).toBeGreaterThan(100);
+});

superset-frontend/packages/superset-ui-core/src/components/EmojiTextArea/emojiData.ts

@@ -0,0 +1,569 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+export interface EmojiItem {
+  shortcode: string;
+  emoji: string;
+  keywords?: string[];
+}
+
+/**
+ * Common emoji data with shortcodes.
+ * This is a curated subset of emojis commonly used in Slack-like applications.
+ * Can be extended or replaced with a more comprehensive emoji library.
+ */
+export const EMOJI_DATA: EmojiItem[] = [
+  // Smileys & Emotion
+  { shortcode: 'smile', emoji: '😄', keywords: ['happy', 'joy', 'glad'] },
+  { shortcode: 'smiley', emoji: '😃', keywords: ['happy', 'joy'] },
+  { shortcode: 'grinning', emoji: '😀', keywords: ['happy', 'smile'] },
+  { shortcode: 'blush', emoji: '😊', keywords: ['happy', 'shy', 'smile'] },
+  { shortcode: 'wink', emoji: '😉', keywords: ['flirt'] },
+  {
+    shortcode: 'heart_eyes',
+    emoji: '😍',
+    keywords: ['love', 'crush', 'adore'],
+  },
+  { shortcode: 'kissing_heart', emoji: '😘', keywords: ['love', 'kiss'] },
+  { shortcode: 'laughing', emoji: '😆', keywords: ['happy', 'haha', 'lol'] },
+  { shortcode: 'sweat_smile', emoji: '😅', keywords: ['nervous', 'phew'] },
+  { shortcode: 'joy', emoji: '😂', keywords: ['tears', 'laugh', 'lol', 'lmao'] },
+  {
+    shortcode: 'rofl',
+    emoji: '🤣',
+    keywords: ['rolling', 'laugh', 'lol', 'lmao'],
+  },
+  { shortcode: 'relaxed', emoji: '☺️', keywords: ['calm', 'peace'] },
+  { shortcode: 'yum', emoji: '😋', keywords: ['tasty', 'delicious'] },
+  { shortcode: 'relieved', emoji: '😌', keywords: ['calm', 'peaceful'] },
+  { shortcode: 'sunglasses', emoji: '😎', keywords: ['cool', 'awesome'] },
+  { shortcode: 'smirk', emoji: '😏', keywords: ['sly', 'confident'] },
+  { shortcode: 'neutral_face', emoji: '😐', keywords: ['meh', 'blank'] },
+  { shortcode: 'expressionless', emoji: '😑', keywords: ['blank', 'meh'] },
+  { shortcode: 'unamused', emoji: '😒', keywords: ['bored', 'meh'] },
+  { shortcode: 'sweat', emoji: '😓', keywords: ['nervous', 'worried'] },
+  { shortcode: 'pensive', emoji: '😔', keywords: ['sad', 'thoughtful'] },
+  { shortcode: 'confused', emoji: '😕', keywords: ['puzzled', 'unsure'] },
+  { shortcode: 'upside_down', emoji: '🙃', keywords: ['silly', 'sarcasm'] },
+  { shortcode: 'thinking', emoji: '🤔', keywords: ['ponder', 'hmm'] },
+  { shortcode: 'zipper_mouth', emoji: '🤐', keywords: ['secret', 'quiet'] },
+  { shortcode: 'raised_eyebrow', emoji: '🤨', keywords: ['skeptical', 'doubt'] },
+  { shortcode: 'rolling_eyes', emoji: '🙄', keywords: ['annoyed', 'whatever'] },
+  { shortcode: 'grimacing', emoji: '😬', keywords: ['awkward', 'nervous'] },
+  { shortcode: 'lying_face', emoji: '🤥', keywords: ['liar', 'pinocchio'] },
+  { shortcode: 'shushing', emoji: '🤫', keywords: ['quiet', 'secret'] },
+  { shortcode: 'hand_over_mouth', emoji: '🤭', keywords: ['oops', 'giggle'] },
+  { shortcode: 'face_vomiting', emoji: '🤮', keywords: ['sick', 'gross'] },
+  { shortcode: 'exploding_head', emoji: '🤯', keywords: ['mind', 'blown'] },
+  { shortcode: 'cowboy', emoji: '🤠', keywords: ['western', 'yeehaw'] },
+  { shortcode: 'partying', emoji: '🥳', keywords: ['party', 'celebration'] },
+  { shortcode: 'star_struck', emoji: '🤩', keywords: ['excited', 'amazed'] },
+  { shortcode: 'sleeping', emoji: '😴', keywords: ['zzz', 'tired'] },
+  { shortcode: 'drooling', emoji: '🤤', keywords: ['hungry', 'want'] },
+  { shortcode: 'sleepy', emoji: '😪', keywords: ['tired', 'zzz'] },
+  { shortcode: 'mask', emoji: '😷', keywords: ['sick', 'covid'] },
+  { shortcode: 'nerd', emoji: '🤓', keywords: ['geek', 'smart'] },
+  { shortcode: 'monocle', emoji: '🧐', keywords: ['curious', 'inspect'] },
+  { shortcode: 'worried', emoji: '😟', keywords: ['concerned', 'anxious'] },
+  { shortcode: 'frowning', emoji: '🙁', keywords: ['sad', 'unhappy'] },
+  { shortcode: 'open_mouth', emoji: '😮', keywords: ['surprised', 'wow'] },
+  { shortcode: 'hushed', emoji: '😯', keywords: ['surprised', 'quiet'] },
+  { shortcode: 'astonished', emoji: '😲', keywords: ['shocked', 'wow'] },
+  { shortcode: 'flushed', emoji: '😳', keywords: ['embarrassed', 'shy'] },
+  { shortcode: 'pleading', emoji: '🥺', keywords: ['puppy', 'please'] },
+  { shortcode: 'cry', emoji: '😢', keywords: ['sad', 'tear'] },
+  { shortcode: 'sob', emoji: '😭', keywords: ['crying', 'sad', 'tears'] },
+  { shortcode: 'scream', emoji: '😱', keywords: ['scared', 'horror'] },
+  { shortcode: 'confounded', emoji: '😖', keywords: ['frustrated'] },
+  { shortcode: 'persevere', emoji: '😣', keywords: ['struggling'] },
+  { shortcode: 'disappointed', emoji: '😞', keywords: ['sad', 'let down'] },
+  { shortcode: 'fearful', emoji: '😨', keywords: ['scared', 'afraid'] },
+  { shortcode: 'cold_sweat', emoji: '😰', keywords: ['nervous', 'anxious'] },
+  { shortcode: 'weary', emoji: '😩', keywords: ['tired', 'exhausted'] },
+  { shortcode: 'tired_face', emoji: '😫', keywords: ['exhausted'] },
+  { shortcode: 'angry', emoji: '😠', keywords: ['mad', 'grumpy'] },
+  { shortcode: 'rage', emoji: '😡', keywords: ['angry', 'furious'] },
+  { shortcode: 'triumph', emoji: '😤', keywords: ['proud', 'huffing'] },
+  { shortcode: 'skull', emoji: '💀', keywords: ['dead', 'death'] },
+  { shortcode: 'poop', emoji: '💩', keywords: ['crap', 'shit'] },
+  { shortcode: 'clown', emoji: '🤡', keywords: ['funny', 'circus'] },
+  { shortcode: 'imp', emoji: '👿', keywords: ['devil', 'evil'] },
+  { shortcode: 'ghost', emoji: '👻', keywords: ['boo', 'spooky'] },
+  { shortcode: 'alien', emoji: '👽', keywords: ['ufo', 'space'] },
+  { shortcode: 'robot', emoji: '🤖', keywords: ['bot', 'machine'] },
+  { shortcode: 'cat', emoji: '😺', keywords: ['kitty', 'meow'] },
+  { shortcode: 'heart_eyes_cat', emoji: '😻', keywords: ['love', 'cat'] },
+  { shortcode: 'joy_cat', emoji: '😹', keywords: ['laugh', 'cat'] },
+  { shortcode: 'crying_cat', emoji: '😿', keywords: ['sad', 'cat'] },
+  { shortcode: 'pouting_cat', emoji: '😾', keywords: ['angry', 'cat'] },
+  { shortcode: 'see_no_evil', emoji: '🙈', keywords: ['monkey', 'shy'] },
+  { shortcode: 'hear_no_evil', emoji: '🙉', keywords: ['monkey'] },
+  { shortcode: 'speak_no_evil', emoji: '🙊', keywords: ['monkey', 'secret'] },
+
+  // Gestures & Body
+  { shortcode: 'wave', emoji: '👋', keywords: ['hello', 'bye', 'hi'] },
+  { shortcode: 'raised_hand', emoji: '✋', keywords: ['stop', 'high five'] },
+  { shortcode: 'ok_hand', emoji: '👌', keywords: ['perfect', 'nice'] },
+  { shortcode: 'pinching_hand', emoji: '🤏', keywords: ['small', 'tiny'] },
+  { shortcode: 'v', emoji: '✌️', keywords: ['peace', 'victory'] },
+  { shortcode: 'crossed_fingers', emoji: '🤞', keywords: ['luck', 'hope'] },
+  { shortcode: 'love_you', emoji: '🤟', keywords: ['ily', 'sign'] },
+  { shortcode: 'metal', emoji: '🤘', keywords: ['rock', 'horns'] },
+  { shortcode: 'call_me', emoji: '🤙', keywords: ['phone', 'shaka'] },
+  { shortcode: 'point_left', emoji: '👈', keywords: ['direction'] },
+  { shortcode: 'point_right', emoji: '👉', keywords: ['direction'] },
+  { shortcode: 'point_up', emoji: '👆', keywords: ['direction'] },
+  { shortcode: 'point_down', emoji: '👇', keywords: ['direction'] },
+  { shortcode: 'middle_finger', emoji: '🖕', keywords: ['flip', 'rude'] },
+  { shortcode: 'thumbsup', emoji: '👍', keywords: ['yes', 'good', '+1'] },
+  { shortcode: 'thumbsdown', emoji: '👎', keywords: ['no', 'bad', '-1'] },
+  { shortcode: 'fist', emoji: '✊', keywords: ['power', 'punch'] },
+  { shortcode: 'punch', emoji: '👊', keywords: ['fist', 'bump'] },
+  { shortcode: 'clap', emoji: '👏', keywords: ['applause', 'bravo'] },
+  { shortcode: 'raised_hands', emoji: '🙌', keywords: ['celebration', 'yay'] },
+  { shortcode: 'open_hands', emoji: '👐', keywords: ['hug', 'open'] },
+  { shortcode: 'palms_up', emoji: '🤲', keywords: ['prayer', 'request'] },
+  { shortcode: 'handshake', emoji: '🤝', keywords: ['deal', 'agreement'] },
+  { shortcode: 'pray', emoji: '🙏', keywords: ['please', 'thanks', 'namaste'] },
+  { shortcode: 'writing', emoji: '✍️', keywords: ['write', 'pen'] },
+  { shortcode: 'nail_care', emoji: '💅', keywords: ['nails', 'fabulous'] },
+  { shortcode: 'selfie', emoji: '🤳', keywords: ['photo', 'camera'] },
+  { shortcode: 'muscle', emoji: '💪', keywords: ['strong', 'flex', 'bicep'] },
+  { shortcode: 'leg', emoji: '🦵', keywords: ['kick'] },
+  { shortcode: 'foot', emoji: '🦶', keywords: ['kick', 'step'] },
+  { shortcode: 'ear', emoji: '👂', keywords: ['listen', 'hear'] },
+  { shortcode: 'nose', emoji: '👃', keywords: ['smell', 'sniff'] },
+  { shortcode: 'brain', emoji: '🧠', keywords: ['think', 'smart'] },
+  { shortcode: 'eyes', emoji: '👀', keywords: ['look', 'see', 'watch'] },
+  { shortcode: 'eye', emoji: '👁️', keywords: ['look', 'see'] },
+  { shortcode: 'tongue', emoji: '👅', keywords: ['taste', 'lick'] },
+  { shortcode: 'lips', emoji: '👄', keywords: ['mouth', 'kiss'] },
+  { shortcode: 'baby', emoji: '👶', keywords: ['child', 'infant'] },
+  { shortcode: 'person', emoji: '🧑', keywords: ['human', 'adult'] },
+  { shortcode: 'man', emoji: '👨', keywords: ['male', 'guy'] },
+  { shortcode: 'woman', emoji: '👩', keywords: ['female', 'lady'] },
+  { shortcode: 'older_person', emoji: '🧓', keywords: ['senior', 'elderly'] },
+
+  // Hearts & Love
+  { shortcode: 'heart', emoji: '❤️', keywords: ['love', 'red'] },
+  { shortcode: 'orange_heart', emoji: '🧡', keywords: ['love'] },
+  { shortcode: 'yellow_heart', emoji: '💛', keywords: ['love'] },
+  { shortcode: 'green_heart', emoji: '💚', keywords: ['love'] },
+  { shortcode: 'blue_heart', emoji: '💙', keywords: ['love'] },
+  { shortcode: 'purple_heart', emoji: '💜', keywords: ['love'] },
+  { shortcode: 'black_heart', emoji: '🖤', keywords: ['love', 'dark'] },
+  { shortcode: 'white_heart', emoji: '🤍', keywords: ['love', 'pure'] },
+  { shortcode: 'brown_heart', emoji: '🤎', keywords: ['love'] },
+  { shortcode: 'broken_heart', emoji: '💔', keywords: ['sad', 'heartbreak'] },
+  { shortcode: 'heartbeat', emoji: '💓', keywords: ['love', 'pulse'] },
+  { shortcode: 'heartpulse', emoji: '💗', keywords: ['love', 'growing'] },
+  { shortcode: 'two_hearts', emoji: '💕', keywords: ['love', 'romance'] },
+  { shortcode: 'revolving_hearts', emoji: '💞', keywords: ['love'] },
+  { shortcode: 'cupid', emoji: '💘', keywords: ['love', 'arrow'] },
+  { shortcode: 'sparkling_heart', emoji: '💖', keywords: ['love', 'sparkle'] },
+  { shortcode: 'gift_heart', emoji: '💝', keywords: ['love', 'valentine'] },
+  { shortcode: 'heart_decoration', emoji: '💟', keywords: ['love'] },
+  { shortcode: 'kiss', emoji: '💋', keywords: ['love', 'lips'] },
+  { shortcode: 'love_letter', emoji: '💌', keywords: ['email', 'message'] },
+
+  // Symbols & Objects
+  { shortcode: 'fire', emoji: '🔥', keywords: ['hot', 'lit', 'flame'] },
+  { shortcode: 'star', emoji: '⭐', keywords: ['favorite', 'rating'] },
+  { shortcode: 'sparkles', emoji: '✨', keywords: ['shiny', 'new', 'magic'] },
+  { shortcode: 'zap', emoji: '⚡', keywords: ['lightning', 'power'] },
+  { shortcode: 'boom', emoji: '💥', keywords: ['explosion', 'collision'] },
+  { shortcode: 'dizzy', emoji: '💫', keywords: ['star', 'dazed'] },
+  { shortcode: 'speech_balloon', emoji: '💬', keywords: ['talk', 'chat'] },
+  { shortcode: 'thought_balloon', emoji: '💭', keywords: ['think', 'idea'] },
+  { shortcode: 'zzz', emoji: '💤', keywords: ['sleep', 'tired'] },
+  { shortcode: 'wave_emoji', emoji: '🌊', keywords: ['ocean', 'water'] },
+  { shortcode: 'droplet', emoji: '💧', keywords: ['water', 'sweat'] },
+  { shortcode: 'sweat_drops', emoji: '💦', keywords: ['water', 'splash'] },
+  { shortcode: 'dash', emoji: '💨', keywords: ['wind', 'running'] },
+  { shortcode: 'hole', emoji: '🕳️', keywords: ['empty', 'void'] },
+  { shortcode: 'bomb', emoji: '💣', keywords: ['explosive', 'danger'] },
+  { shortcode: 'money', emoji: '💰', keywords: ['bag', 'cash', 'dollar'] },
+  { shortcode: 'dollar', emoji: '💵', keywords: ['money', 'cash'] },
+  { shortcode: 'gem', emoji: '💎', keywords: ['diamond', 'jewel'] },
+  { shortcode: 'bulb', emoji: '💡', keywords: ['idea', 'light'] },
+  { shortcode: 'bell', emoji: '🔔', keywords: ['notification', 'alert'] },
+  { shortcode: 'loudspeaker', emoji: '📢', keywords: ['announce'] },
+  { shortcode: 'mega', emoji: '📣', keywords: ['megaphone', 'announce'] },
+  { shortcode: 'lock', emoji: '🔒', keywords: ['secure', 'closed'] },
+  { shortcode: 'unlock', emoji: '🔓', keywords: ['open', 'access'] },
+  { shortcode: 'key', emoji: '🔑', keywords: ['password', 'access'] },
+  { shortcode: 'magnifying_glass', emoji: '🔍', keywords: ['search', 'find'] },
+  { shortcode: 'link', emoji: '🔗', keywords: ['chain', 'url'] },
+  { shortcode: 'paperclip', emoji: '📎', keywords: ['attach'] },
+  { shortcode: 'scissors', emoji: '✂️', keywords: ['cut', 'snip'] },
+  { shortcode: 'hammer', emoji: '🔨', keywords: ['tool', 'build'] },
+  { shortcode: 'wrench', emoji: '🔧', keywords: ['tool', 'fix'] },
+  { shortcode: 'gear', emoji: '⚙️', keywords: ['settings', 'cog'] },
+  { shortcode: 'shield', emoji: '🛡️', keywords: ['protect', 'security'] },
+  { shortcode: 'trophy', emoji: '🏆', keywords: ['win', 'first', 'award'] },
+  { shortcode: 'medal', emoji: '🏅', keywords: ['award', 'sports'] },
+  { shortcode: 'first_place', emoji: '🥇', keywords: ['gold', 'winner'] },
+  { shortcode: 'second_place', emoji: '🥈', keywords: ['silver'] },
+  { shortcode: 'third_place', emoji: '🥉', keywords: ['bronze'] },
+  { shortcode: 'soccer', emoji: '⚽', keywords: ['football', 'sports'] },
+  { shortcode: 'basketball', emoji: '🏀', keywords: ['sports', 'ball'] },
+  { shortcode: 'football', emoji: '🏈', keywords: ['sports', 'american'] },
+  { shortcode: 'baseball', emoji: '⚾', keywords: ['sports', 'ball'] },
+  { shortcode: 'tennis', emoji: '🎾', keywords: ['sports', 'ball'] },
+  { shortcode: 'dart', emoji: '🎯', keywords: ['target', 'bullseye'] },
+  { shortcode: 'video_game', emoji: '🎮', keywords: ['gaming', 'controller'] },
+  { shortcode: 'slot_machine', emoji: '🎰', keywords: ['gambling', 'casino'] },
+  { shortcode: 'game_die', emoji: '🎲', keywords: ['dice', 'random'] },
+  { shortcode: 'jigsaw', emoji: '🧩', keywords: ['puzzle', 'piece'] },
+  { shortcode: 'art', emoji: '🎨', keywords: ['palette', 'paint'] },
+  { shortcode: 'performing_arts', emoji: '🎭', keywords: ['theater', 'drama'] },
+  { shortcode: 'microphone', emoji: '🎤', keywords: ['sing', 'karaoke'] },
+  { shortcode: 'headphones', emoji: '🎧', keywords: ['music', 'audio'] },
+  { shortcode: 'musical_note', emoji: '🎵', keywords: ['music', 'song'] },
+  { shortcode: 'notes', emoji: '🎶', keywords: ['music', 'melody'] },
+  { shortcode: 'guitar', emoji: '🎸', keywords: ['music', 'rock'] },
+  { shortcode: 'piano', emoji: '🎹', keywords: ['music', 'keys'] },
+  { shortcode: 'drum', emoji: '🥁', keywords: ['music', 'beat'] },
+  { shortcode: 'trumpet', emoji: '🎺', keywords: ['music', 'brass'] },
+  { shortcode: 'violin', emoji: '🎻', keywords: ['music', 'string'] },
+  { shortcode: 'movie_camera', emoji: '🎥', keywords: ['film', 'video'] },
+  { shortcode: 'camera', emoji: '📷', keywords: ['photo', 'picture'] },
+  { shortcode: 'tv', emoji: '📺', keywords: ['television', 'watch'] },
+  { shortcode: 'computer', emoji: '💻', keywords: ['laptop', 'pc'] },
+  { shortcode: 'keyboard', emoji: '⌨️', keywords: ['type', 'computer'] },
+  { shortcode: 'phone', emoji: '📱', keywords: ['mobile', 'cell'] },
+  { shortcode: 'email', emoji: '📧', keywords: ['mail', 'message'] },
+  { shortcode: 'inbox', emoji: '📥', keywords: ['mail', 'receive'] },
+  { shortcode: 'outbox', emoji: '📤', keywords: ['mail', 'send'] },
+  { shortcode: 'package', emoji: '📦', keywords: ['box', 'delivery'] },
+  { shortcode: 'memo', emoji: '📝', keywords: ['note', 'write'] },
+  { shortcode: 'page', emoji: '📄', keywords: ['document', 'file'] },
+  { shortcode: 'bookmark', emoji: '🔖', keywords: ['save', 'tag'] },
+  { shortcode: 'book', emoji: '📖', keywords: ['read', 'open'] },
+  { shortcode: 'books', emoji: '📚', keywords: ['library', 'study'] },
+  { shortcode: 'newspaper', emoji: '📰', keywords: ['news', 'article'] },
+  { shortcode: 'calendar', emoji: '📅', keywords: ['date', 'schedule'] },
+  { shortcode: 'chart', emoji: '📈', keywords: ['graph', 'increase'] },
+  { shortcode: 'chart_down', emoji: '📉', keywords: ['graph', 'decrease'] },
+  { shortcode: 'bar_chart', emoji: '📊', keywords: ['graph', 'stats'] },
+  { shortcode: 'clipboard', emoji: '📋', keywords: ['list', 'todo'] },
+  { shortcode: 'pushpin', emoji: '📌', keywords: ['pin', 'location'] },
+  { shortcode: 'round_pushpin', emoji: '📍', keywords: ['pin', 'location'] },
+  { shortcode: 'triangular_ruler', emoji: '📐', keywords: ['math', 'measure'] },
+  { shortcode: 'straight_ruler', emoji: '📏', keywords: ['math', 'measure'] },
+  { shortcode: 'pencil', emoji: '✏️', keywords: ['write', 'draw'] },
+  { shortcode: 'pen', emoji: '🖊️', keywords: ['write', 'sign'] },
+  { shortcode: 'crayon', emoji: '🖍️', keywords: ['draw', 'color'] },
+  { shortcode: 'paintbrush', emoji: '🖌️', keywords: ['art', 'paint'] },
+  { shortcode: 'folder', emoji: '📁', keywords: ['file', 'directory'] },
+  { shortcode: 'open_folder', emoji: '📂', keywords: ['file', 'directory'] },
+
+  // Nature & Animals
+  { shortcode: 'dog', emoji: '🐶', keywords: ['puppy', 'pet', 'woof'] },
+  { shortcode: 'cat_face', emoji: '🐱', keywords: ['kitty', 'pet', 'meow'] },
+  { shortcode: 'mouse', emoji: '🐭', keywords: ['rodent'] },
+  { shortcode: 'hamster', emoji: '🐹', keywords: ['pet', 'rodent'] },
+  { shortcode: 'rabbit', emoji: '🐰', keywords: ['bunny', 'pet'] },
+  { shortcode: 'fox', emoji: '🦊', keywords: ['animal'] },
+  { shortcode: 'bear', emoji: '🐻', keywords: ['animal'] },
+  { shortcode: 'panda', emoji: '🐼', keywords: ['animal', 'cute'] },
+  { shortcode: 'koala', emoji: '🐨', keywords: ['animal', 'australia'] },
+  { shortcode: 'tiger', emoji: '🐯', keywords: ['animal', 'cat'] },
+  { shortcode: 'lion', emoji: '🦁', keywords: ['animal', 'king'] },
+  { shortcode: 'cow', emoji: '🐮', keywords: ['animal', 'farm'] },
+  { shortcode: 'pig', emoji: '🐷', keywords: ['animal', 'farm'] },
+  { shortcode: 'frog', emoji: '🐸', keywords: ['animal', 'toad'] },
+  { shortcode: 'monkey_face', emoji: '🐵', keywords: ['animal', 'ape'] },
+  { shortcode: 'chicken', emoji: '🐔', keywords: ['animal', 'farm', 'hen'] },
+  { shortcode: 'penguin', emoji: '🐧', keywords: ['animal', 'bird'] },
+  { shortcode: 'bird', emoji: '🐦', keywords: ['animal', 'fly'] },
+  { shortcode: 'eagle', emoji: '🦅', keywords: ['animal', 'bird'] },
+  { shortcode: 'duck', emoji: '🦆', keywords: ['animal', 'bird', 'quack'] },
+  { shortcode: 'owl', emoji: '🦉', keywords: ['animal', 'bird', 'night'] },
+  { shortcode: 'bat', emoji: '🦇', keywords: ['animal', 'night', 'vampire'] },
+  { shortcode: 'wolf', emoji: '🐺', keywords: ['animal'] },
+  { shortcode: 'horse', emoji: '🐴', keywords: ['animal'] },
+  { shortcode: 'unicorn', emoji: '🦄', keywords: ['animal', 'magic'] },
+  { shortcode: 'bee', emoji: '🐝', keywords: ['insect', 'honey'] },
+  { shortcode: 'bug', emoji: '🐛', keywords: ['insect', 'caterpillar'] },
+  { shortcode: 'butterfly', emoji: '🦋', keywords: ['insect', 'pretty'] },
+  { shortcode: 'snail', emoji: '🐌', keywords: ['slow'] },
+  { shortcode: 'lady_beetle', emoji: '🐞', keywords: ['insect', 'bug'] },
+  { shortcode: 'ant', emoji: '🐜', keywords: ['insect', 'bug'] },
+  { shortcode: 'spider', emoji: '🕷️', keywords: ['insect', 'scary'] },
+  { shortcode: 'turtle', emoji: '🐢', keywords: ['animal', 'slow'] },
+  { shortcode: 'snake', emoji: '🐍', keywords: ['animal', 'reptile'] },
+  { shortcode: 'dragon', emoji: '🐲', keywords: ['animal', 'mythical'] },
+  { shortcode: 'dinosaur', emoji: '🦕', keywords: ['animal', 'extinct'] },
+  { shortcode: 't_rex', emoji: '🦖', keywords: ['animal', 'dinosaur'] },
+  { shortcode: 'whale', emoji: '🐳', keywords: ['animal', 'ocean'] },
+  { shortcode: 'dolphin', emoji: '🐬', keywords: ['animal', 'ocean'] },
+  { shortcode: 'fish', emoji: '🐟', keywords: ['animal', 'ocean'] },
+  { shortcode: 'tropical_fish', emoji: '🐠', keywords: ['animal', 'ocean'] },
+  { shortcode: 'shark', emoji: '🦈', keywords: ['animal', 'ocean'] },
+  { shortcode: 'octopus', emoji: '🐙', keywords: ['animal', 'ocean'] },
+  { shortcode: 'crab', emoji: '🦀', keywords: ['animal', 'ocean'] },
+  { shortcode: 'lobster', emoji: '🦞', keywords: ['animal', 'ocean'] },
+  { shortcode: 'shrimp', emoji: '🦐', keywords: ['animal', 'ocean'] },
+
+  // Plants & Nature
+  { shortcode: 'bouquet', emoji: '💐', keywords: ['flowers', 'gift'] },
+  { shortcode: 'cherry_blossom', emoji: '🌸', keywords: ['flower', 'spring'] },
+  { shortcode: 'rose', emoji: '🌹', keywords: ['flower', 'love'] },
+  { shortcode: 'tulip', emoji: '🌷', keywords: ['flower', 'spring'] },
+  { shortcode: 'sunflower', emoji: '🌻', keywords: ['flower', 'summer'] },
+  { shortcode: 'hibiscus', emoji: '🌺', keywords: ['flower', 'tropical'] },
+  { shortcode: 'seedling', emoji: '🌱', keywords: ['plant', 'grow'] },
+  { shortcode: 'evergreen_tree', emoji: '🌲', keywords: ['tree', 'pine'] },
+  { shortcode: 'deciduous_tree', emoji: '🌳', keywords: ['tree'] },
+  { shortcode: 'palm_tree', emoji: '🌴', keywords: ['tree', 'tropical'] },
+  { shortcode: 'cactus', emoji: '🌵', keywords: ['plant', 'desert'] },
+  { shortcode: 'herb', emoji: '🌿', keywords: ['plant', 'leaf'] },
+  { shortcode: 'shamrock', emoji: '☘️', keywords: ['clover', 'irish'] },
+  { shortcode: 'four_leaf_clover', emoji: '🍀', keywords: ['luck', 'irish'] },
+  { shortcode: 'maple_leaf', emoji: '🍁', keywords: ['fall', 'autumn'] },
+  { shortcode: 'fallen_leaf', emoji: '🍂', keywords: ['fall', 'autumn'] },
+  { shortcode: 'leaves', emoji: '🍃', keywords: ['leaf', 'wind'] },
+  { shortcode: 'mushroom', emoji: '🍄', keywords: ['fungus'] },
+
+  // Food & Drink
+  { shortcode: 'apple', emoji: '🍎', keywords: ['fruit', 'red'] },
+  { shortcode: 'green_apple', emoji: '🍏', keywords: ['fruit'] },
+  { shortcode: 'pear', emoji: '🍐', keywords: ['fruit'] },
+  { shortcode: 'orange', emoji: '🍊', keywords: ['fruit', 'citrus'] },
+  { shortcode: 'lemon', emoji: '🍋', keywords: ['fruit', 'citrus'] },
+  { shortcode: 'banana', emoji: '🍌', keywords: ['fruit'] },
+  { shortcode: 'watermelon', emoji: '🍉', keywords: ['fruit', 'summer'] },
+  { shortcode: 'grapes', emoji: '🍇', keywords: ['fruit', 'wine'] },
+  { shortcode: 'strawberry', emoji: '🍓', keywords: ['fruit', 'berry'] },
+  { shortcode: 'cherries', emoji: '🍒', keywords: ['fruit'] },
+  { shortcode: 'peach', emoji: '🍑', keywords: ['fruit'] },
+  { shortcode: 'mango', emoji: '🥭', keywords: ['fruit', 'tropical'] },
+  { shortcode: 'pineapple', emoji: '🍍', keywords: ['fruit', 'tropical'] },
+  { shortcode: 'coconut', emoji: '🥥', keywords: ['fruit', 'tropical'] },
+  { shortcode: 'avocado', emoji: '🥑', keywords: ['fruit', 'guacamole'] },
+  { shortcode: 'tomato', emoji: '🍅', keywords: ['vegetable', 'red'] },
+  { shortcode: 'eggplant', emoji: '🍆', keywords: ['vegetable', 'purple'] },
+  { shortcode: 'potato', emoji: '🥔', keywords: ['vegetable', 'spud'] },
+  { shortcode: 'carrot', emoji: '🥕', keywords: ['vegetable', 'orange'] },
+  { shortcode: 'corn', emoji: '🌽', keywords: ['vegetable', 'maize'] },
+  { shortcode: 'hot_pepper', emoji: '🌶️', keywords: ['spicy', 'chili'] },
+  { shortcode: 'broccoli', emoji: '🥦', keywords: ['vegetable', 'green'] },
+  { shortcode: 'bread', emoji: '🍞', keywords: ['food', 'toast'] },
+  { shortcode: 'croissant', emoji: '🥐', keywords: ['food', 'french'] },
+  { shortcode: 'pretzel', emoji: '🥨', keywords: ['food', 'snack'] },
+  { shortcode: 'bagel', emoji: '🥯', keywords: ['food', 'breakfast'] },
+  { shortcode: 'cheese', emoji: '🧀', keywords: ['food', 'dairy'] },
+  { shortcode: 'egg', emoji: '🥚', keywords: ['food', 'breakfast'] },
+  { shortcode: 'bacon', emoji: '🥓', keywords: ['food', 'breakfast'] },
+  { shortcode: 'pancakes', emoji: '🥞', keywords: ['food', 'breakfast'] },
+  { shortcode: 'waffle', emoji: '🧇', keywords: ['food', 'breakfast'] },
+  { shortcode: 'steak', emoji: '🥩', keywords: ['food', 'meat'] },
+  { shortcode: 'poultry_leg', emoji: '🍗', keywords: ['food', 'chicken'] },
+  { shortcode: 'hamburger', emoji: '🍔', keywords: ['food', 'burger'] },
+  { shortcode: 'fries', emoji: '🍟', keywords: ['food', 'fast'] },
+  { shortcode: 'pizza', emoji: '🍕', keywords: ['food', 'italian'] },
+  { shortcode: 'hot_dog', emoji: '🌭', keywords: ['food', 'fast'] },
+  { shortcode: 'sandwich', emoji: '🥪', keywords: ['food', 'lunch'] },
+  { shortcode: 'taco', emoji: '🌮', keywords: ['food', 'mexican'] },
+  { shortcode: 'burrito', emoji: '🌯', keywords: ['food', 'mexican'] },
+  { shortcode: 'sushi', emoji: '🍣', keywords: ['food', 'japanese'] },
+  { shortcode: 'ramen', emoji: '🍜', keywords: ['food', 'noodles'] },
+  { shortcode: 'spaghetti', emoji: '🍝', keywords: ['food', 'pasta'] },
+  { shortcode: 'curry', emoji: '🍛', keywords: ['food', 'rice'] },
+  { shortcode: 'rice', emoji: '🍚', keywords: ['food', 'white'] },
+  { shortcode: 'salad', emoji: '🥗', keywords: ['food', 'healthy'] },
+  { shortcode: 'popcorn', emoji: '🍿', keywords: ['food', 'movie'] },
+  { shortcode: 'cake', emoji: '🎂', keywords: ['food', 'birthday'] },
+  { shortcode: 'cupcake', emoji: '🧁', keywords: ['food', 'sweet'] },
+  { shortcode: 'pie', emoji: '🥧', keywords: ['food', 'dessert'] },
+  { shortcode: 'cookie', emoji: '🍪', keywords: ['food', 'sweet'] },
+  { shortcode: 'chocolate', emoji: '🍫', keywords: ['food', 'sweet'] },
+  { shortcode: 'candy', emoji: '🍬', keywords: ['food', 'sweet'] },
+  { shortcode: 'lollipop', emoji: '🍭', keywords: ['food', 'sweet'] },
+  { shortcode: 'donut', emoji: '🍩', keywords: ['food', 'sweet'] },
+  { shortcode: 'ice_cream', emoji: '🍨', keywords: ['food', 'dessert'] },
+  { shortcode: 'icecream', emoji: '🍦', keywords: ['food', 'dessert', 'cone'] },
+  { shortcode: 'coffee', emoji: '☕', keywords: ['drink', 'caffeine'] },
+  { shortcode: 'tea', emoji: '🍵', keywords: ['drink', 'green'] },
+  { shortcode: 'beer', emoji: '🍺', keywords: ['drink', 'alcohol'] },
+  { shortcode: 'beers', emoji: '🍻', keywords: ['drink', 'cheers'] },
+  { shortcode: 'wine_glass', emoji: '🍷', keywords: ['drink', 'alcohol'] },
+  { shortcode: 'cocktail', emoji: '🍸', keywords: ['drink', 'alcohol'] },
+  { shortcode: 'tropical_drink', emoji: '🍹', keywords: ['drink', 'vacation'] },
+  { shortcode: 'champagne', emoji: '🍾', keywords: ['drink', 'celebrate'] },
+  { shortcode: 'milk', emoji: '🥛', keywords: ['drink', 'dairy'] },
+  { shortcode: 'baby_bottle', emoji: '🍼', keywords: ['drink', 'infant'] },
+  { shortcode: 'juice', emoji: '🧃', keywords: ['drink', 'box'] },
+  { shortcode: 'cup_with_straw', emoji: '🥤', keywords: ['drink', 'soda'] },
+
+  // Weather & Nature
+  { shortcode: 'sun', emoji: '☀️', keywords: ['weather', 'sunny', 'bright'] },
+  { shortcode: 'moon', emoji: '🌙', keywords: ['night', 'sleep'] },
+  { shortcode: 'full_moon', emoji: '🌕', keywords: ['night', 'lunar'] },
+  { shortcode: 'new_moon', emoji: '🌑', keywords: ['night', 'dark'] },
+  { shortcode: 'star2', emoji: '🌟', keywords: ['glow', 'sparkle'] },
+  { shortcode: 'milky_way', emoji: '🌌', keywords: ['galaxy', 'space'] },
+  { shortcode: 'cloud', emoji: '☁️', keywords: ['weather', 'sky'] },
+  { shortcode: 'sun_behind_cloud', emoji: '⛅', keywords: ['weather'] },
+  { shortcode: 'cloud_with_rain', emoji: '🌧️', keywords: ['weather', 'rainy'] },
+  { shortcode: 'thunder', emoji: '⛈️', keywords: ['weather', 'storm'] },
+  { shortcode: 'snowflake', emoji: '❄️', keywords: ['weather', 'cold'] },
+  { shortcode: 'snowman', emoji: '☃️', keywords: ['winter', 'snow'] },
+  { shortcode: 'wind_blowing', emoji: '🌬️', keywords: ['weather', 'air'] },
+  { shortcode: 'tornado', emoji: '🌪️', keywords: ['weather', 'storm'] },
+  { shortcode: 'fog', emoji: '🌫️', keywords: ['weather', 'mist'] },
+  { shortcode: 'umbrella', emoji: '☂️', keywords: ['rain', 'weather'] },
+  { shortcode: 'rainbow', emoji: '🌈', keywords: ['weather', 'pride'] },
+  { shortcode: 'earth', emoji: '🌍', keywords: ['world', 'planet'] },
+  { shortcode: 'earth_americas', emoji: '🌎', keywords: ['world', 'planet'] },
+  { shortcode: 'earth_asia', emoji: '🌏', keywords: ['world', 'planet'] },
+  { shortcode: 'rocket', emoji: '🚀', keywords: ['space', 'launch'] },
+  { shortcode: 'satellite', emoji: '🛰️', keywords: ['space', 'orbit'] },
+  { shortcode: 'ufo', emoji: '🛸', keywords: ['alien', 'space'] },
+
+  // Checkmarks & Common Symbols
+  { shortcode: 'white_check_mark', emoji: '✅', keywords: ['done', 'yes', 'ok'] },
+  { shortcode: 'check', emoji: '✔️', keywords: ['done', 'yes'] },
+  { shortcode: 'x', emoji: '❌', keywords: ['no', 'wrong', 'cancel'] },
+  { shortcode: 'cross_mark', emoji: '❎', keywords: ['no', 'wrong'] },
+  { shortcode: 'plus', emoji: '➕', keywords: ['add', 'math'] },
+  { shortcode: 'minus', emoji: '➖', keywords: ['subtract', 'math'] },
+  { shortcode: 'divide', emoji: '➗', keywords: ['math', 'division'] },
+  { shortcode: 'multiply', emoji: '✖️', keywords: ['math', 'times'] },
+  { shortcode: 'infinity', emoji: '♾️', keywords: ['forever', 'endless'] },
+  { shortcode: 'question', emoji: '❓', keywords: ['ask', 'what'] },
+  { shortcode: 'grey_question', emoji: '❔', keywords: ['ask', 'what'] },
+  { shortcode: 'exclamation', emoji: '❗', keywords: ['alert', 'important'] },
+  { shortcode: 'grey_exclamation', emoji: '❕', keywords: ['alert'] },
+  { shortcode: 'warning', emoji: '⚠️', keywords: ['alert', 'caution'] },
+  { shortcode: 'no_entry', emoji: '⛔', keywords: ['stop', 'forbidden'] },
+  { shortcode: 'prohibited', emoji: '🚫', keywords: ['stop', 'banned'] },
+  { shortcode: 'recycle', emoji: '♻️', keywords: ['environment', 'green'] },
+  { shortcode: 'arrow_up', emoji: '⬆️', keywords: ['direction', 'north'] },
+  { shortcode: 'arrow_down', emoji: '⬇️', keywords: ['direction', 'south'] },
+  { shortcode: 'arrow_left', emoji: '⬅️', keywords: ['direction', 'west'] },
+  { shortcode: 'arrow_right', emoji: '➡️', keywords: ['direction', 'east'] },
+  {
+    shortcode: 'arrow_upper_right',
+    emoji: '↗️',
+    keywords: ['direction', 'northeast'],
+  },
+  {
+    shortcode: 'arrow_lower_right',
+    emoji: '↘️',
+    keywords: ['direction', 'southeast'],
+  },
+  {
+    shortcode: 'arrow_lower_left',
+    emoji: '↙️',
+    keywords: ['direction', 'southwest'],
+  },
+  {
+    shortcode: 'arrow_upper_left',
+    emoji: '↖️',
+    keywords: ['direction', 'northwest'],
+  },
+  {
+    shortcode: 'left_right_arrow',
+    emoji: '↔️',
+    keywords: ['direction', 'horizontal'],
+  },
+  {
+    shortcode: 'up_down_arrow',
+    emoji: '↕️',
+    keywords: ['direction', 'vertical'],
+  },
+  { shortcode: 'arrows_clockwise', emoji: '🔃', keywords: ['refresh', 'sync'] },
+  {
+    shortcode: 'arrows_counterclockwise',
+    emoji: '🔄',
+    keywords: ['refresh', 'sync'],
+  },
+  { shortcode: 'back', emoji: '🔙', keywords: ['return', 'previous'] },
+  { shortcode: 'end', emoji: '🔚', keywords: ['finish', 'last'] },
+  { shortcode: 'on', emoji: '🔛', keywords: ['active'] },
+  { shortcode: 'soon', emoji: '🔜', keywords: ['coming', 'future'] },
+  { shortcode: 'top', emoji: '🔝', keywords: ['best', 'first'] },
+  { shortcode: 'new', emoji: '🆕', keywords: ['fresh', 'latest'] },
+  { shortcode: 'free', emoji: '🆓', keywords: ['gratis', 'cost'] },
+  { shortcode: 'up', emoji: '🆙', keywords: ['increase', 'level'] },
+  { shortcode: 'cool', emoji: '🆒', keywords: ['nice', 'awesome'] },
+  { shortcode: 'ok', emoji: '🆗', keywords: ['yes', 'approve'] },
+  { shortcode: 'sos', emoji: '🆘', keywords: ['help', 'emergency'] },
+  { shortcode: 'stop_sign', emoji: '🛑', keywords: ['halt', 'cease'] },
+  { shortcode: 'a', emoji: '🅰️', keywords: ['letter', 'blood'] },
+  { shortcode: 'b', emoji: '🅱️', keywords: ['letter', 'blood'] },
+  { shortcode: 'o', emoji: '🅾️', keywords: ['letter', 'blood'] },
+  { shortcode: 'information', emoji: 'ℹ️', keywords: ['info', 'help'] },
+  { shortcode: 'copyright', emoji: '©️', keywords: ['legal', 'ip'] },
+  { shortcode: 'registered', emoji: '®️', keywords: ['legal', 'brand'] },
+  { shortcode: 'tm', emoji: '™️', keywords: ['legal', 'trademark'] },
+  { shortcode: 'one', emoji: '1️⃣', keywords: ['number', 'first'] },
+  { shortcode: 'two', emoji: '2️⃣', keywords: ['number', 'second'] },
+  { shortcode: 'three', emoji: '3️⃣', keywords: ['number', 'third'] },
+  { shortcode: 'four', emoji: '4️⃣', keywords: ['number'] },
+  { shortcode: 'five', emoji: '5️⃣', keywords: ['number'] },
+  { shortcode: 'six', emoji: '6️⃣', keywords: ['number'] },
+  { shortcode: 'seven', emoji: '7️⃣', keywords: ['number'] },
+  { shortcode: 'eight', emoji: '8️⃣', keywords: ['number'] },
+  { shortcode: 'nine', emoji: '9️⃣', keywords: ['number'] },
+  { shortcode: 'zero', emoji: '0️⃣', keywords: ['number'] },
+  { shortcode: 'keycap_ten', emoji: '🔟', keywords: ['number', 'ten'] },
+  { shortcode: 'hash', emoji: '#️⃣', keywords: ['number', 'pound', 'hashtag'] },
+  { shortcode: 'asterisk', emoji: '*️⃣', keywords: ['star', 'symbol'] },
+  { shortcode: 'eject', emoji: '⏏️', keywords: ['media', 'remove'] },
+  { shortcode: 'play', emoji: '▶️', keywords: ['media', 'start'] },
+  { shortcode: 'pause', emoji: '⏸️', keywords: ['media', 'wait'] },
+  { shortcode: 'stop', emoji: '⏹️', keywords: ['media', 'end'] },
+  { shortcode: 'record', emoji: '⏺️', keywords: ['media', 'red'] },
+  { shortcode: 'fast_forward', emoji: '⏩', keywords: ['media', 'skip'] },
+  { shortcode: 'rewind', emoji: '⏪', keywords: ['media', 'back'] },
+  { shortcode: 'next_track', emoji: '⏭️', keywords: ['media', 'skip'] },
+  { shortcode: 'previous_track', emoji: '⏮️', keywords: ['media', 'back'] },
+  { shortcode: 'cinema', emoji: '🎦', keywords: ['movie', 'film'] },
+  { shortcode: 'low_brightness', emoji: '🔅', keywords: ['dim', 'light'] },
+  { shortcode: 'high_brightness', emoji: '🔆', keywords: ['bright', 'light'] },
+  { shortcode: 'signal_strength', emoji: '📶', keywords: ['wifi', 'bars'] },
+  { shortcode: 'vibration', emoji: '📳', keywords: ['phone', 'mode'] },
+  { shortcode: 'mobile_off', emoji: '📴', keywords: ['phone', 'silent'] },
+  { shortcode: 'female', emoji: '♀️', keywords: ['woman', 'gender'] },
+  { shortcode: 'male', emoji: '♂️', keywords: ['man', 'gender'] },
+  { shortcode: 'medical', emoji: '⚕️', keywords: ['health', 'doctor'] },
+  { shortcode: 'atom', emoji: '⚛️', keywords: ['science', 'physics'] },
+];
+
+/**
+ * Filter emojis by search text (checks shortcode and keywords)
+ */
+export function filterEmojis(
+  searchText: string,
+  limit: number = 10,
+): EmojiItem[] {
+  if (!searchText) return [];
+
+  const lowerSearch = searchText.toLowerCase();
+  return EMOJI_DATA.filter(
+    item =>
+      item.shortcode.toLowerCase().includes(lowerSearch) ||
+      item.keywords?.some(keyword =>
+        keyword.toLowerCase().includes(lowerSearch),
+      ),
+  ).slice(0, limit);
+}

superset-frontend/packages/superset-ui-core/src/components/EmojiTextArea/index.tsx

@@ -0,0 +1,247 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+import { forwardRef, useCallback, useMemo, useState, useRef } from 'react';
+import { Mentions } from 'antd';
+import type { MentionsRef, MentionsProps } from 'antd/es/mentions';
+import { filterEmojis, type EmojiItem } from './emojiData';
+
+const MIN_CHARS_BEFORE_POPUP = 2;
+
+// Regex to match emoji characters (simplified, covers most common emojis)
+const EMOJI_REGEX =
+  /[\u{1F300}-\u{1F9FF}]|[\u{2600}-\u{26FF}]|[\u{2700}-\u{27BF}]|[\u{1F600}-\u{1F64F}]|[\u{1F680}-\u{1F6FF}]|[\u{1F1E0}-\u{1F1FF}]/u;
+
+export interface EmojiTextAreaProps
+  extends Omit<MentionsProps, 'prefix' | 'options' | 'onSelect'> {
+  /**
+   * Minimum characters after colon before showing popup.
+   * @default 2 (Slack-like behavior)
+   */
+  minCharsBeforePopup?: number;
+  /**
+   * Maximum number of emoji suggestions to show.
+   * @default 10
+   */
+  maxSuggestions?: number;
+  /**
+   * Called when an emoji is selected from the popup.
+   */
+  onEmojiSelect?: (emoji: EmojiItem) => void;
+}
+
+/**
+ * A TextArea component with Slack-like emoji autocomplete.
+ *
+ * Features:
+ * - Triggers on `:` prefix (like Slack)
+ * - Only shows popup after 2+ characters are typed (configurable)
+ * - Colon must be preceded by a space, start of line, or another emoji
+ * - Prevents accidental Enter key selection when typing quickly
+ *
+ * @example
+ * ```tsx
+ * <EmojiTextArea
+ *   placeholder="Type :sm to see emoji suggestions..."
+ *   onChange={(text) => console.log(text)}
+ * />
+ * ```
+ */
+export const EmojiTextArea = forwardRef<MentionsRef, EmojiTextAreaProps>(
+  (
+    {
+      minCharsBeforePopup = MIN_CHARS_BEFORE_POPUP,
+      maxSuggestions = 10,
+      onEmojiSelect,
+      onChange,
+      onKeyDown,
+      ...restProps
+    },
+    ref,
+  ) => {
+    const [options, setOptions] = useState<
+      Array<{ value: string; label: React.ReactNode }>
+    >([]);
+    const [isPopupVisible, setIsPopupVisible] = useState(false);
+    const lastSearchRef = useRef<string>('');
+    const lastKeyPressTimeRef = useRef<number>(0);
+
+    /**
+     * Validates whether the colon trigger should activate the popup.
+     * Implements Slack-like behavior:
+     * - Colon must be preceded by whitespace, start of text, or emoji
+     * - At least minCharsBeforePopup characters must be typed after colon
+     */
+    const validateSearch = useCallback(
+      (text: string, props: MentionsProps): boolean => {
+        // Get the full value to check what precedes the colon
+        const fullValue = (props.value as string) || '';
+
+        // Find where this search text starts in the full value
+        // The search text is what comes after the `:` prefix
+        const colonIndex = fullValue.lastIndexOf(`:${text}`);
+
+        if (colonIndex === -1) {
+          setIsPopupVisible(false);
+          return false;
+        }
+
+        // Check what precedes the colon
+        if (colonIndex > 0) {
+          const charBefore = fullValue[colonIndex - 1];
+
+          // Must be preceded by whitespace, newline, or emoji
+          const isWhitespace = /\s/.test(charBefore);
+          const isEmoji = EMOJI_REGEX.test(charBefore);
+
+          if (!isWhitespace && !isEmoji) {
+            setIsPopupVisible(false);
+            return false;
+          }
+        }
+
+        // Check minimum character requirement
+        if (text.length < minCharsBeforePopup) {
+          setIsPopupVisible(false);
+          return false;
+        }
+
+        setIsPopupVisible(true);
+        return true;
+      },
+      [minCharsBeforePopup],
+    );
+
+    /**
+     * Handles search and filters emoji suggestions.
+     */
+    const handleSearch = useCallback(
+      (searchText: string) => {
+        lastSearchRef.current = searchText;
+
+        if (searchText.length < minCharsBeforePopup) {
+          setOptions([]);
+          return;
+        }
+
+        const filteredEmojis = filterEmojis(searchText, maxSuggestions);
+
+        const newOptions = filteredEmojis.map(item => ({
+          value: item.emoji,
+          label: (
+            <span>
+              <span style={{ marginRight: 8 }}>{item.emoji}</span>
+              <span style={{ color: 'var(--ant-color-text-secondary)' }}>
+                :{item.shortcode}:
+              </span>
+            </span>
+          ),
+          // Store the full item for onSelect callback
+          data: item,
+        }));
+
+        setOptions(newOptions);
+      },
+      [minCharsBeforePopup, maxSuggestions],
+    );
+
+    /**
+     * Handles emoji selection from the popup.
+     */
+    const handleSelect = useCallback(
+      (option: { value: string; data?: EmojiItem }) => {
+        if (option.data && onEmojiSelect) {
+          onEmojiSelect(option.data);
+        }
+        setIsPopupVisible(false);
+      },
+      [onEmojiSelect],
+    );
+
+    /**
+     * Handles key down events to prevent accidental selection on Enter.
+     * If the user presses Enter very quickly after typing (< 100ms),
+     * we treat it as a newline intent rather than selection.
+     */
+    const handleKeyDown = useCallback(
+      (e: React.KeyboardEvent<HTMLTextAreaElement>) => {
+        const now = Date.now();
+        const timeSinceLastKey = now - lastKeyPressTimeRef.current;
+
+        // If Enter is pressed and popup is visible
+        if (e.key === 'Enter' && isPopupVisible) {
+          // If typed very quickly (< 100ms since last keypress) and
+          // there's meaningful search text, allow the Enter to create newline
+          // This prevents accidental selection when typing something like:
+          // "let me show you an example:[Enter]"
+          if (timeSinceLastKey < 100 && lastSearchRef.current.length === 0) {
+            // Let the default behavior (newline) happen
+            setIsPopupVisible(false);
+            return;
+          }
+        }
+
+        lastKeyPressTimeRef.current = now;
+
+        // Call original onKeyDown if provided
+        onKeyDown?.(e);
+      },
+      [isPopupVisible, onKeyDown],
+    );
+
+    const handleChange = useCallback(
+      (text: string) => {
+        lastKeyPressTimeRef.current = Date.now();
+        onChange?.(text);
+      },
+      [onChange],
+    );
+
+    // Memoize the Mentions component props
+    const mentionsProps = useMemo(
+      () => ({
+        prefix: ':',
+        split: '',
+        options,
+        validateSearch,
+        onSearch: handleSearch,
+        onSelect: handleSelect,
+        onKeyDown: handleKeyDown,
+        onChange: handleChange,
+        notFoundContent: null, // Don't show "Not Found" message
+        ...restProps,
+      }),
+      [
+        options,
+        validateSearch,
+        handleSearch,
+        handleSelect,
+        handleKeyDown,
+        handleChange,
+        restProps,
+      ],
+    );
+
+    return <Mentions ref={ref} {...mentionsProps} />;
+  },
+);
+
+EmojiTextArea.displayName = 'EmojiTextArea';
+
+export type { EmojiItem };
+export { filterEmojis, EMOJI_DATA } from './emojiData';

superset-frontend/packages/superset-ui-core/src/components/index.ts

@@ -102,6 +102,13 @@ export {
   type DynamicEditableTitleProps,
 } from './DynamicEditableTitle';
 export { EditableTitle, type EditableTitleProps } from './EditableTitle';
+export {
+  EmojiTextArea,
+  type EmojiTextAreaProps,
+  type EmojiItem,
+  filterEmojis,
+  EMOJI_DATA,
+} from './EmojiTextArea';
 export { EmptyState, type EmptyStateProps } from './EmptyState';
 export { Empty, type EmptyProps } from './EmptyState/Empty';
 export { FaveStar, type FaveStarProps } from './FaveStar';

superset-frontend/packages/superset-ui-core/src/query/DatasourceKey.ts

@@ -19,27 +19,16 @@
 
 import { DatasourceType } from './types/Datasource';
 
-const DATASOURCE_TYPE_MAP: Record<string, DatasourceType> = {
-  table: DatasourceType.Table,
-  query: DatasourceType.Query,
-  dataset: DatasourceType.Dataset,
-  sl_table: DatasourceType.SlTable,
-  saved_query: DatasourceType.SavedQuery,
-  semantic_view: DatasourceType.SemanticView,
-};
-
 export default class DatasourceKey {
-  readonly id: number | string;
+  readonly id: number;
 
   readonly type: DatasourceType;
 
   constructor(key: string) {
     const [idStr, typeStr] = key.split('__');
-    // Only parse as integer if the entire string is numeric
-    // (parseInt would incorrectly parse "85d3139f..." as 85)
-    const isNumeric = /^\d+$/.test(idStr);
-    this.id = isNumeric ? parseInt(idStr, 10) : idStr;
-    this.type = DATASOURCE_TYPE_MAP[typeStr] ?? DatasourceType.Table;
+    this.id = parseInt(idStr, 10);
+    this.type = DatasourceType.Table; // default to SqlaTable model
+    this.type = typeStr === 'query' ? DatasourceType.Query : this.type;
   }
 
   public toString() {

superset-frontend/packages/superset-ui-core/src/query/types/Datasource.ts

@@ -26,7 +26,6 @@ export enum DatasourceType {
   Dataset = 'dataset',
   SlTable = 'sl_table',
   SavedQuery = 'saved_query',
-  SemanticView = 'semantic_view',
 }
 
 export interface Currency {
@@ -38,7 +37,7 @@ export interface Currency {
  * Datasource metadata.
  */
 export interface Datasource {
-  id: number | string;
+  id: number;
   name: string;
   type: DatasourceType;
   columns: Column[];

superset-frontend/packages/superset-ui-core/src/query/types/Query.ts

@@ -74,6 +74,9 @@ export type QueryObjectExtras = Partial<{
   instant_time_comparison_range?: string;
 
   time_compare?: string;
+
+  /** If true, WHERE/HAVING clauses need transpilation to target dialect */
+  transpile_to_dialect?: boolean;
 }>;
 
 export type ResidualQueryObjectData = {
@@ -156,7 +159,7 @@ export interface QueryObject
 
 export interface QueryContext {
   datasource: {
-    id: number | string;
+    id: number;
     type: DatasourceType;
   };
   /** Force refresh of all queries */

superset-frontend/plugins/legacy-preset-chart-deckgl/src/layers/Polygon/buildQuery.test.ts

@@ -0,0 +1,456 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+import buildQuery, { DeckPolygonFormData } from './buildQuery';
+
+describe('Polygon buildQuery', () => {
+  const baseFormData: DeckPolygonFormData = {
+    datasource: '1__table',
+    viz_type: 'deck_polygon',
+    line_column: 'polygon_geom',
+  };
+
+  test('should require line_column', () => {
+    const formDataWithoutLineColumn = {
+      ...baseFormData,
+      line_column: undefined,
+    };
+
+    expect(() => buildQuery(formDataWithoutLineColumn)).toThrow(
+      'Polygon column is required for Polygon charts',
+    );
+  });
+
+  test('should build basic query with minimal data', () => {
+    const queryContext = buildQuery(baseFormData);
+    const [query] = queryContext.queries;
+
+    expect(query.columns).toEqual(['polygon_geom']);
+    expect(query.metrics).toEqual([]);
+    expect(query.is_timeseries).toBe(false);
+    expect(query.filters).toEqual([
+      {
+        col: 'polygon_geom',
+        op: 'IS NOT NULL',
+      },
+    ]);
+  });
+
+  test('should include metric in query when provided', () => {
+    const formDataWithMetric = {
+      ...baseFormData,
+      metric: 'population',
+    };
+
+    const queryContext = buildQuery(formDataWithMetric);
+    const [query] = queryContext.queries;
+
+    expect(query.metrics).toEqual(['population']);
+    expect(query.filters).toContainEqual({
+      col: 'population',
+      op: 'IS NOT NULL',
+    });
+  });
+
+  describe('point_radius_fixed legacy structure', () => {
+    test('should not add metrics to query when value is simple string', () => {
+      const formDataWithFixValue = {
+        ...baseFormData,
+        point_radius_fixed: {
+          value: '1000',
+        },
+      };
+
+      const queryContext = buildQuery(formDataWithFixValue);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+
+    test('should not add metrics to query when point_radius_fixed.value is undefined', () => {
+      const formDataWithEmptyValue = {
+        ...baseFormData,
+        point_radius_fixed: {
+          value: undefined,
+        },
+      };
+
+      const queryContext = buildQuery(formDataWithEmptyValue);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+
+    test('should not add metrics to query when point_radius_fixed is undefined', () => {
+      const formDataWithoutFixedRadius = {
+        ...baseFormData,
+        point_radius_fixed: undefined,
+      };
+
+      const queryContext = buildQuery(formDataWithoutFixedRadius);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+  });
+
+  describe('point_radius_fixed "fix" type', () => {
+    test('should not add metrics to query when point_radius_fixed type is "fix"', () => {
+      const formDataWithFixType = {
+        ...baseFormData,
+        point_radius_fixed: {
+          type: 'fix',
+          value: '1000',
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithFixType);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+
+    test('should not add metrics to query when point_radius_fixed type is "fix" with zero value', () => {
+      const formDataWithZeroFix = {
+        ...baseFormData,
+        point_radius_fixed: {
+          type: 'fix',
+          value: '0',
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithZeroFix);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+
+    test('should not add metrics to query when point_radius_fixed type is "fix" with decimal value', () => {
+      const formDataWithDecimalFix = {
+        ...baseFormData,
+        point_radius_fixed: {
+          type: 'fix',
+          value: '500.5',
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithDecimalFix);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+  });
+
+  describe('point_radius_fixed "metric" type', () => {
+    test('should add metric object to query when point_radius_fixed type is "metric"', () => {
+      const metricObject = {
+        expressionType: 'SQL',
+        sqlExpression: 'SUM(population)/SUM(area)',
+        column: null,
+        aggregate: null,
+        datasourceWarning: false,
+        hasCustomLabel: false,
+        label: 'SUM(population)/SUM(area)',
+        optionName: 'metric_c5rvwrzoo86_293h6yrv2ic',
+      };
+
+      const formDataWithMetricType = {
+        ...baseFormData,
+        point_radius_fixed: {
+          type: 'metric',
+          value: metricObject,
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithMetricType);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([metricObject]);
+    });
+
+    test('should add simple column metric to query when point_radius_fixed type is "metric"', () => {
+      const simpleMetricObject = {
+        expressionType: 'simple',
+        column: {
+          column_name: 'avg_elevation',
+          type: 'NUMERIC',
+        },
+        aggregate: 'avg',
+        label: 'AVG(avg_elevation)',
+      };
+
+      const formDataWithSimpleMetric = {
+        ...baseFormData,
+        point_radius_fixed: {
+          type: 'metric',
+          value: simpleMetricObject,
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithSimpleMetric);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([simpleMetricObject]);
+    });
+
+    test('should include both regular metric and point_radius_fixed metric in query when both are specified', () => {
+      const metricObject = {
+        expressionType: 'simple',
+        column: { column_name: 'elevation' },
+        aggregate: 'sum',
+        label: 'SUM(elevation)',
+      };
+
+      const formDataWithBothMetrics = {
+        ...baseFormData,
+        metric: 'population',
+        point_radius_fixed: {
+          type: 'metric',
+          value: metricObject,
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithBothMetrics);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual(['population', metricObject]);
+    });
+  });
+
+  describe('Edge cases and error handling', () => {
+    test('should not add metrics to query when point_radius_fixed is null', () => {
+      const formDataWithNull = {
+        ...baseFormData,
+        point_radius_fixed: null,
+      } as any;
+
+      const queryContext = buildQuery(formDataWithNull);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+
+    test('should handle null metric values gracefully', () => {
+      const formDataWithNullMetric = {
+        ...baseFormData,
+        point_radius_fixed: {
+          type: 'metric',
+          value: null,
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithNullMetric);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+
+    test('should handle undefined metric values gracefully', () => {
+      const formDataWithUndefinedMetric = {
+        ...baseFormData,
+        point_radius_fixed: {
+          type: 'metric',
+          value: undefined,
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithUndefinedMetric);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+
+    test('should not add metrics to query when point_radius_fixed is empty object', () => {
+      const formDataWithEmptyObject = {
+        ...baseFormData,
+        point_radius_fixed: {},
+      };
+
+      const queryContext = buildQuery(formDataWithEmptyObject);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+
+    test('should not add metrics to query when point_radius_fixed has unsupported type', () => {
+      const formDataWithUnsupportedType = {
+        ...baseFormData,
+        point_radius_fixed: {
+          type: 'unsupported_type',
+          value: 'some_value',
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithUnsupportedType);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+
+    test('should not add metrics to query when point_radius_fixed has missing type field', () => {
+      const formDataWithMissingType = {
+        ...baseFormData,
+        point_radius_fixed: {
+          value: 'some_value',
+        },
+      };
+
+      const queryContext = buildQuery(formDataWithMissingType);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+  });
+
+  describe('Integration with other form data fields', () => {
+    test('should include js_columns in query columns', () => {
+      const formDataWithJsColumns = {
+        ...baseFormData,
+        js_columns: ['custom_col1', 'custom_col2'],
+      };
+
+      const queryContext = buildQuery(formDataWithJsColumns);
+      const [query] = queryContext.queries;
+
+      expect(query.columns).toEqual([
+        'polygon_geom',
+        'custom_col1',
+        'custom_col2',
+      ]);
+    });
+
+    test('should include tooltip_contents columns in query', () => {
+      const formDataWithTooltips = {
+        ...baseFormData,
+        tooltip_contents: [
+          { item_type: 'column', column_name: 'tooltip_col' },
+          'another_tooltip_col',
+        ],
+      };
+
+      const queryContext = buildQuery(formDataWithTooltips);
+      const [query] = queryContext.queries;
+
+      expect(query.columns).toContain('tooltip_col');
+      expect(query.columns).toContain('another_tooltip_col');
+    });
+
+    test('should not add null filters when filter_nulls is false', () => {
+      const formDataWithoutNullFilters = {
+        ...baseFormData,
+        filter_nulls: false,
+        metric: 'population',
+      };
+
+      const queryContext = buildQuery(formDataWithoutNullFilters);
+      const [query] = queryContext.queries;
+
+      expect(query.filters).toEqual([]);
+    });
+
+    test('should build comprehensive query when multiple form data fields are specified', () => {
+      const complexFormData = {
+        ...baseFormData,
+        metric: 'population',
+        point_radius_fixed: {
+          type: 'metric',
+          value: {
+            expressionType: 'simple',
+            column: { column_name: 'elevation' },
+            aggregate: 'avg',
+            label: 'AVG(elevation)',
+          },
+        },
+        js_columns: ['custom_prop'],
+        tooltip_contents: [
+          { item_type: 'column', column_name: 'tooltip_info' },
+        ],
+        filter_nulls: true,
+      } as any;
+
+      const queryContext = buildQuery(complexFormData);
+      const [query] = queryContext.queries;
+
+      expect(query.columns).toContain('polygon_geom');
+      expect(query.columns).toContain('custom_prop');
+      expect(query.columns).toContain('tooltip_info');
+      expect(query.metrics).toContain('population');
+      expect(query.metrics).toContain(complexFormData.point_radius_fixed.value);
+      expect(query.filters).toContainEqual({
+        col: 'polygon_geom',
+        op: 'IS NOT NULL',
+      });
+      expect(query.filters).toContainEqual({
+        col: 'population',
+        op: 'IS NOT NULL',
+      });
+    });
+  });
+
+  describe('Current implementation behavior', () => {
+    test('should not add fixed values to metrics for legacy point_radius_fixed structure', () => {
+      const formDataWithFix = {
+        ...baseFormData,
+        point_radius_fixed: {
+          value: '1000',
+        },
+      };
+
+      const queryContext = buildQuery(formDataWithFix);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+
+    test('should add metric objects to query when point_radius_fixed type is "metric"', () => {
+      const metricObject = {
+        expressionType: 'SQL',
+        sqlExpression: 'AVG(elevation)',
+        label: 'AVG(elevation)',
+      };
+
+      const formDataWithMetricObject = {
+        ...baseFormData,
+        point_radius_fixed: {
+          type: 'metric',
+          value: metricObject,
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithMetricObject);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toContain(metricObject);
+    });
+
+    test('should respect type information when processing point_radius_fixed', () => {
+      const formDataWithTypeInfo = {
+        ...baseFormData,
+        point_radius_fixed: {
+          type: 'fix',
+          value: '500',
+        },
+      } as any;
+
+      const queryContext = buildQuery(formDataWithTypeInfo);
+      const [query] = queryContext.queries;
+
+      expect(query.metrics).toEqual([]);
+    });
+  });
+});

superset-frontend/plugins/legacy-preset-chart-deckgl/src/layers/Polygon/buildQuery.ts

@@ -24,6 +24,7 @@ import {
   QueryObjectFilterClause,
   QueryObject,
   QueryFormColumn,
+  QueryFormMetric,
 } from '@superset-ui/core';
 import { addTooltipColumnsToQuery } from '../buildQueryUtils';
 
@@ -31,9 +32,18 @@ export interface DeckPolygonFormData extends SqlaFormData {
   line_column?: string;
   line_type?: string;
   metric?: string;
-  point_radius_fixed?: {
-    value?: string;
-  };
+  point_radius_fixed?:
+    | {
+        value?: string;
+      }
+    | {
+        type: 'fix';
+        value: string;
+      }
+    | {
+        type: 'metric';
+        value: QueryFormMetric;
+      };
   reverse_long_lat?: boolean;
   filter_nulls?: boolean;
   js_columns?: string[];
@@ -74,8 +84,16 @@ export default function buildQuery(formData: DeckPolygonFormData) {
     if (metric) {
       metrics.push(metric);
     }
-    if (point_radius_fixed?.value) {
-      metrics.push(point_radius_fixed.value);
+
+    if (point_radius_fixed) {
+      if ('type' in point_radius_fixed) {
+        if (
+          point_radius_fixed.type === 'metric' &&
+          point_radius_fixed.value != null
+        ) {
+          metrics.push(point_radius_fixed.value);
+        }
+      }
     }
 
     const filters = ensureIsArray(baseQueryObject.filters || []);

superset-frontend/plugins/legacy-preset-chart-deckgl/src/layers/Polygon/transformProps.test.ts

@@ -0,0 +1,260 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+import { ChartProps, DatasourceType } from '@superset-ui/core';
+import transformProps from './transformProps';
+
+interface PolygonFeature {
+  polygon?: number[][];
+  elevation?: number;
+  extraProps?: Record<string, unknown>;
+  metrics?: Record<string, number | string>;
+}
+
+jest.mock('../spatialUtils', () => ({
+  ...jest.requireActual('../spatialUtils'),
+  getMapboxApiKey: jest.fn(() => 'mock-mapbox-key'),
+}));
+
+describe('Polygon transformProps', () => {
+  const mockChartProps: Partial<ChartProps> = {
+    rawFormData: {
+      line_column: 'geom',
+      line_type: 'json',
+      viewport: {},
+    },
+    queriesData: [
+      {
+        data: [
+          {
+            geom: JSON.stringify([
+              [-122.4, 37.8],
+              [-122.3, 37.8],
+              [-122.3, 37.9],
+              [-122.4, 37.9],
+            ]),
+            'AVG(elevation)': 150.5,
+            population: 50000,
+          },
+        ],
+      },
+    ],
+    datasource: {
+      type: DatasourceType.Table,
+      id: 1,
+      name: 'test_datasource',
+      columns: [],
+      metrics: [],
+    },
+    height: 400,
+    width: 600,
+    hooks: {},
+    filterState: {},
+    emitCrossFilters: false,
+  };
+
+  test('should use constant elevation value when point_radius_fixed type is "fix"', () => {
+    const fixProps = {
+      ...mockChartProps,
+      rawFormData: {
+        ...mockChartProps.rawFormData,
+        point_radius_fixed: {
+          type: 'fix',
+          value: '1000',
+        },
+      },
+    };
+
+    const result = transformProps(fixProps as ChartProps);
+
+    const features = result.payload.data.features as PolygonFeature[];
+    expect(features).toHaveLength(1);
+    expect(features[0]?.elevation).toBe(1000);
+  });
+
+  test('should use database metric value for elevation when point_radius_fixed type is "metric"', () => {
+    const metricProps = {
+      ...mockChartProps,
+      rawFormData: {
+        ...mockChartProps.rawFormData,
+        point_radius_fixed: {
+          type: 'metric',
+          value: {
+            expressionType: 'SQL',
+            sqlExpression: 'AVG(elevation)',
+            label: 'AVG(elevation)',
+          },
+        },
+      },
+    };
+
+    const result = transformProps(metricProps as ChartProps);
+
+    const features = result.payload.data.features as PolygonFeature[];
+    expect(features).toHaveLength(1);
+    expect(features[0]?.elevation).toBe(150.5);
+  });
+
+  test('should use constant elevation value when point_radius_fixed has legacy structure', () => {
+    const legacyProps = {
+      ...mockChartProps,
+      rawFormData: {
+        ...mockChartProps.rawFormData,
+        point_radius_fixed: {
+          value: '750',
+        },
+      },
+    };
+
+    const result = transformProps(legacyProps as ChartProps);
+
+    const features = result.payload.data.features as PolygonFeature[];
+    expect(features).toHaveLength(1);
+    expect(features[0]?.elevation).toBe(750);
+  });
+
+  test('should not set elevation when point_radius_fixed is not specified', () => {
+    const noElevationProps = {
+      ...mockChartProps,
+      rawFormData: {
+        ...mockChartProps.rawFormData,
+      },
+    };
+
+    const result = transformProps(noElevationProps as ChartProps);
+
+    const features = result.payload.data.features as PolygonFeature[];
+    expect(features).toHaveLength(1);
+    expect(features[0]?.elevation).toBeUndefined();
+  });
+
+  test('should use decimal constant elevation value when point_radius_fixed type is "fix"', () => {
+    const decimalFixProps = {
+      ...mockChartProps,
+      rawFormData: {
+        ...mockChartProps.rawFormData,
+        point_radius_fixed: {
+          type: 'fix',
+          value: '500.75',
+        },
+      },
+    };
+
+    const result = transformProps(decimalFixProps as ChartProps);
+
+    const features = result.payload.data.features as PolygonFeature[];
+    expect(features).toHaveLength(1);
+    expect(features[0]?.elevation).toBe(500.75);
+  });
+
+  test('should handle invalid numeric strings gracefully', () => {
+    const invalidNumericProps = {
+      ...mockChartProps,
+      rawFormData: {
+        ...mockChartProps.rawFormData,
+        point_radius_fixed: {
+          type: 'fix',
+          value: 'not-a-number',
+        },
+      },
+    };
+
+    const result = transformProps(invalidNumericProps as ChartProps);
+
+    const features = result.payload.data.features as PolygonFeature[];
+    expect(features).toHaveLength(1);
+    expect(features[0]?.elevation).toBeUndefined();
+  });
+
+  test('should handle empty string elevation values gracefully', () => {
+    const emptyStringProps = {
+      ...mockChartProps,
+      rawFormData: {
+        ...mockChartProps.rawFormData,
+        point_radius_fixed: {
+          type: 'fix',
+          value: '',
+        },
+      },
+    };
+
+    const result = transformProps(emptyStringProps as ChartProps);
+
+    const features = result.payload.data.features as PolygonFeature[];
+    expect(features).toHaveLength(1);
+    expect(features[0]?.elevation).toBeUndefined();
+  });
+
+  test('should handle null metric elevation values gracefully', () => {
+    const nullMetricProps = {
+      ...mockChartProps,
+      rawFormData: {
+        ...mockChartProps.rawFormData,
+        point_radius_fixed: {
+          type: 'metric',
+          value: null,
+        },
+      },
+    };
+
+    const result = transformProps(nullMetricProps as ChartProps);
+
+    const features = result.payload.data.features as PolygonFeature[];
+    expect(features).toHaveLength(1);
+    expect(features[0]?.elevation).toBeUndefined();
+  });
+
+  test('should handle invalid JSON in polygon data gracefully', () => {
+    const invalidJsonProps = {
+      ...mockChartProps,
+      queriesData: [
+        {
+          data: [
+            {
+              geom: 'invalid-json-string',
+            },
+          ],
+        },
+      ],
+    };
+
+    const result = transformProps(invalidJsonProps as ChartProps);
+
+    const features = result.payload.data.features as PolygonFeature[];
+    expect(features).toHaveLength(0);
+  });
+
+  test('should handle legacy point_radius_fixed with invalid value gracefully', () => {
+    const legacyInvalidProps = {
+      ...mockChartProps,
+      rawFormData: {
+        ...mockChartProps.rawFormData,
+        point_radius_fixed: {
+          value: 'invalid-number',
+        },
+      },
+    };
+
+    const result = transformProps(legacyInvalidProps as ChartProps);
+
+    const features = result.payload.data.features as PolygonFeature[];
+    expect(features).toHaveLength(1);
+    expect(features[0]?.elevation).toBeUndefined();
+  });
+});

superset-frontend/plugins/legacy-preset-chart-deckgl/src/layers/Polygon/transformProps.ts

@@ -16,7 +16,7 @@
  * specific language governing permissions and limitations
  * under the License.
  */
-import { ChartProps } from '@superset-ui/core';
+import { ChartProps, getMetricLabel } from '@superset-ui/core';
 import { addJsColumnsToExtraProps, DataRecord } from '../spatialUtils';
 import {
   createBaseTransformResult,
@@ -27,6 +27,11 @@ import {
 } from '../transformUtils';
 import { DeckPolygonFormData } from './buildQuery';
 
+function parseElevationValue(value: string): number | undefined {
+  const parsed = parseFloat(value);
+  return Number.isNaN(parsed) ? undefined : parsed;
+}
+
 interface PolygonFeature {
   polygon?: number[][];
   name?: string;
@@ -53,7 +58,28 @@ function processPolygonData(
   }
 
   const metricLabel = getMetricLabelFromFormData(metric);
-  const elevationLabel = getMetricLabelFromFormData(point_radius_fixed);
+
+  let elevationLabel: string | undefined;
+  let fixedElevationValue: number | undefined;
+
+  if (point_radius_fixed) {
+    if ('type' in point_radius_fixed) {
+      if (
+        point_radius_fixed.type === 'metric' &&
+        point_radius_fixed.value != null
+      ) {
+        elevationLabel = getMetricLabel(point_radius_fixed.value);
+      } else if (
+        point_radius_fixed.type === 'fix' &&
+        point_radius_fixed.value
+      ) {
+        fixedElevationValue = parseElevationValue(point_radius_fixed.value);
+      }
+    } else if (point_radius_fixed.value) {
+      fixedElevationValue = parseElevationValue(point_radius_fixed.value);
+    }
+  }
+
   const excludeKeys = new Set([line_column, ...(js_columns || [])]);
 
   return records
@@ -109,7 +135,9 @@ function processPolygonData(
 
         feature.polygon = polygonCoords;
 
-        if (elevationLabel && record[elevationLabel] != null) {
+        if (fixedElevationValue !== undefined) {
+          feature.elevation = fixedElevationValue;
+        } else if (elevationLabel && record[elevationLabel] != null) {
           const elevationValue = parseMetricValue(record[elevationLabel]);
           if (elevationValue !== undefined) {
             feature.elevation = elevationValue;