feat: Add GitHub infrastructure, CI/CD pipelines, and examples

- Add GitHub issue templates (bug, feature, docs) - Add pull request template with closed-source checklist - Add CODEOWNERS for code review assignment - Add CI/CD workflows (ci, lint, security, docs, release) - pytest + coverage with Python 3.10/3.11 matrix - Ruff + MyPy code quality checks - Bandit + safety security scanning - Sphinx docs + GitHub Pages deployment - Automated PyPI releases on tag push - Add 6 comprehensive examples + Jupyter quickstart - 01_factor_discovery.py (LLM factor generation) - 02_factor_evolution.py (factor optimization) - 03_strategy_generation.py (IC-weighted combination) - 04_backtest_simple.py (strategy backtesting) - 05_model_training.py (XGBoost/LSTM training) - 06_rl_trading_agent.py (PPO/DQN/A2C agents) - notebooks/quickstart.ipynb (interactive tutorial) - Restructure .gitignore with explicit closed-source sections - Add CI/coverage/license badges to README - Complete CLI docstrings for all 9 commands - Add data_config.yaml for quant loop configuration
2026-07-28 07:57:44 +00:00 · 2026-04-11 21:40:18 +02:00
parent b42627c335
commit 5738e47ffa
23 changed files with 3275 additions and 175 deletions
@@ -0,0 +1,42 @@
+# CODEOWNERS
+# Diese Datei definiert die Verantwortlichen für Code-Reviews
+# Siehe: https://docs.github.com/en/repositories/working-with-files/managing-files/about-code-owners
+
+# Core Maintainer (Standard-Reviewer für alle Änderungen)
+* @nico
+
+# RD-Agent Core-Module
+/rdagent/core/ @nico
+/rdagent/components/ @nico
+/rdagent/app/ @nico
+
+# Trading-Spezifika
+/rdagent/scenarios/ @nico
+/prompts/ @nico
+
+# Dokumentation
+/docs/ @nico
+/README.md @nico
+/examples/ @nico
+/CONTRIBUTING.md @nico
+/CODE_OF_CONDUCT.md @nico
+
+# Konfiguration & Build
+/pyproject.toml @nico
+/requirements.txt @nico
+/setup.py @nico
+/Makefile @nico
+
+# CI/CD & Security
+/.github/ @nico
+/.pre-commit-config.yaml @nico
+/.bandit.yml @nico
+/SECURITY.md @nico
+
+# Dashboard & Visualization
+/dashboard/ @nico
+/web/ @nico
+
+# Data Pipeline
+/data/ @nico
+/scripts/download*.py @nico
@@ -0,0 +1,58 @@
+---
+name: 🐛 Bug Report
+about: Create a report to help us improve PREDIX
+title: '[Bug] '
+labels: 'bug, needs-triage'
+assignees: ''
+
+---
+
+## Beschreibung
+<!-- Eine klare und prägnante Beschreibung des Bugs -->
+
+## Reproduktionsschritte
+<!-- Schritte zum Reproduzieren des Verhaltens -->
+
+1. Schritt 1: `...`
+2. Schritt 2: `...`
+3. Schritt 3: `...`
+4. Fehler tritt auf
+
+## Erwartetes Verhalten
+<!-- Eine klare Beschreibung dessen, was passieren sollte -->
+
+## Tatsächliches Verhalten
+<!-- Was passiert tatsächlich? -->
+
+## Environment
+
+<!-- Bitte fülle die folgenden Informationen aus -->
+
+- **OS:** [z.B. Linux, macOS, Windows]
+- **Python-Version:** [z.B. 3.10, 3.11]
+- **PREDIX-Version:** [z.B. v2.0.0, main-branch]
+- **Installation:** [z.B. pip, conda, from source]
+
+## Logs & Screenshots
+
+<!-- Füge relevante Logs oder Screenshots hinzu -->
+
+<details>
+<summary>Log Output (klicken zum Aufklappen)</summary>
+
+```
+Hier die Log-Ausgabe einfügen
+```
+
+</details>
+
+## Zusätzliche Kontext
+
+<!-- Weitere Informationen zum Problem -->
+
+### Data Configuration
+- [ ] Ich habe sichergestellt, dass die Daten korrekt geladen sind
+- [ ] `qlib init` wurde erfolgreich ausgeführt
+
+### Workaround
+<!-- Falls vorhanden: Gibt es einen Workaround? -->
@@ -0,0 +1,47 @@
+---
+name: 💡 Feature Request
+about: Suggest an idea for PREDIX
+title: '[Feature] '
+labels: 'enhancement, needs-triage'
+assignees: ''
+
+---
+
+## Problem-Beschreibung
+<!-- Bezieht sich dein Feature auf ein Problem? Bitte beschreibe es -->
+<!-- Beispiel: "Ich bin immer frustriert, wenn ich..." -->
+
+## Lösungsvorschlag
+<!-- Eine klare und prägnante Beschreibung dessen, was du gerne hättest -->
+
+## Alternativen
+<!-- Hast du alternative Lösungen in Betracht gezogen? -->
+
+## Zusätzliche Kontext
+<!-- Weitere Informationen, Screenshots oder Mockups -->
+
+## Use Case
+<!-- Wie würde dieses Feature deinen Workflow verbessern? -->
+
+### Checkliste
+<!-- Bitte bestätige die folgenden Punkte mit [x] -->
+
+- [ ] Ich habe die [Dokumentation](https://github.com/nico/Predix/tree/main/docs) gelesen
+- [ ] Ich habe geprüft, ob dieses Feature bereits als [bestehendes Issue](https://github.com/nico/Predix/issues) existiert
+- [ ] Dieses Feature ist relevant für **Open-Source** (keine closed-source Komponenten)
+
+## Impact
+
+<!-- Wer würde von diesem Feature profitieren? -->
+
+- [ ] Alle PREDIX-Nutzer
+- [ ] Spezifische Nutzer (z.B. FX-Trader, Qlib-Nutzer)
+- [ ] Entwickler/Contributors
+
+## Priorität
+
+<!-- Wie dringend ist dieses Feature? -->
+
+- [ ] Niedrig (Nice-to-have)
+- [ ] Mittel (Würde den Workflow verbessern)
+- [ ] Hoch (Blockiert meine Arbeit)
@@ -0,0 +1,58 @@
+---
+name: 📚 Documentation Improvement
+about: Suggest improvements to PREDIX documentation
+title: '[Docs] '
+labels: 'documentation'
+assignees: ''
+
+---
+
+## Aktueller Zustand
+<!-- Welche Seite/Welcher Teil der Dokumentation ist betroffen? -->
+
+**URL/Datei:** `z.B. README.md, docs/quickstart.rst`
+
+**Aktueller Inhalt:**
+<!-- Zitat oder Beschreibung des aktuellen Zustands -->
+
+## Verbesserungsvorschlag
+<!-- Was sollte geändert/hinzugefügt werden? -->
+
+## Beispiel/Begründung
+<!-- Warum ist diese Verbesserung notwendig? -->
+
+### Art der Verbesserung
+
+- [ ] Tippfehler/Grammatik
+- [ ] Fehlende Erklärung
+- [ ] Veraltetes Beispiel
+- [ ] Neues Beispiel hinzufügen
+- [ ] Struktur/Navigation verbessern
+- [ ] API-Dokumentation erweitern
+- [ ] Troubleshooting-Sektion
+
+## Betroffene Nutzergruppe
+
+<!-- Wer profitiert von dieser Verbesserung? -->
+
+- [ ] Neueinsteiger
+- [ ] Fortgeschrittene Nutzer
+- [ ] Developers/Contributors
+- [ ] Alle
+
+## Vorschlag (Optional)
+
+<!-- Hast du bereits einen konkreten Formulierungsvorschlag? -->
+
+<details>
+<summary>Vorgeschlagener Text (klicken zum Aufklappen)</summary>
+
+```markdown
+Hier den verbesserten Text einfügen
+```
+
+</details>
+
+## Zusätzliche Kontext
+
+<!-- Weitere Informationen -->
@@ -0,0 +1,91 @@
+# Pull Request
+
+## Beschreibung
+
+<!-- 
+Eine klare und prägnante Beschreibung der Änderungen.
+Beziehe dich auf das zugehörige Issue (falls vorhanden).
+-->
+
+**Fixes:** #<!-- Issue-Nummer -->
+
+## Typ
+
+<!-- Bitte zutreffendes ankreuzen [x] -->
+
+- [ ] 🐛 Bug Fix
+- [ ] ✨ Neue Funktion
+- [ ] 📚 Dokumentation
+- [ ] 🧹 Code Cleanup/Refactoring
+- [ ] ⚡ Performance-Verbesserung
+- [ ] 🔧 Konfiguration/Build
+- [ ] 🧪 Tests
+
+## Changes
+
+<!-- Welche Dateien wurden geändert und warum? -->
+
+- `Datei1.py`: Beschreibung der Änderung
+- `Datei2.py`: Beschreibung der Änderung
+
+## Testing
+
+<!-- Wie wurden die Änderungen getestet? -->
+
+### Tests hinzugefügt/aktualisiert
+
+- [ ] Ja, Unit Tests
+- [ ] Ja, Integration Tests
+- [ ] Nein, aber manuell getestet
+- [ ] Nicht zutreffend
+
+### Testing Notes
+
+<!-- Beschreibe deine Testing-Schritte -->
+
+```bash
+# Beispiel: Tests ausführen
+pytest test/ -v --cov=rdagent
+
+# Beispiel: CLI Command testen
+rdagent COMMAND --help
+```
+
+## Checklist
+
+<!-- Bitte alle zutreffenden Punkte ankreuzen [x] -->
+
+- [ ] Meine Änderungen folgen dem [Coding Style](CONTRIBUTING.md)
+- [ ] Ich habe [CONTRIBUTING.md](CONTRIBUTING.md) gelesen und befolgt
+- [ ] Tests wurden hinzugefügt oder aktualisiert
+- [ ] Dokumentation wurde aktualisiert (`docs/` oder README.md)
+- [ ] CHANGELOG.md wurde aktualisiert (falls zutreffend)
+- [ ] Pre-commit Hooks bestanden (`pre-commit run --all-files`)
+- [ ] Keine closed-source Assets committen (siehe unten)
+
+## ⚠️ Closed-Source Check
+
+<!-- 
+KRITISCH: Bitte bestätige, dass KEINE der folgenden Dateien committen wurden:
+-->
+
+- [ ] `git_ignore_folder/` – Trading-Skripte, OHLCV-Daten, Credentials
+- [ ] `results/` – Backtest-Ergebnisse, Strategien, Logs
+- [ ] `.env` – API-Keys, Credentials
+- [ ] `models/local/` – Eigene verbesserte Modelle
+- [ ] `prompts/local/` – Eigene verbesserte Prompts
+- [ ] `rdagent/scenarios/qlib/local/` – Closed-Source Komponenten
+- [ ] `*.db` – SQLite-Datenbanken
+- [ ] `*.log` – Log-Files
+
+## Screenshots (falls relevant)
+
+<!-- Vorher/Nachher-Vergleiche, UI-Änderungen etc. -->
+
+| Vorher | Nachher |
+|--------|---------|
+| <!-- Screenshot --> | <!-- Screenshot --> |
+
+## Zusätzliche Kontext
+
+<!-- Weitere Informationen zu den Änderungen -->
@@ -0,0 +1,84 @@
+name: CI
+
+on:
+  push:
+    branches: [ main, develop ]
+    paths-ignore:
+      - '**.md'
+      - 'docs/**'
+      - 'LICENSE'
+  pull_request:
+    branches: [ main ]
+    paths-ignore:
+      - '**.md'
+      - 'docs/**'
+      - 'LICENSE'
+
+env:
+  PYTHONUNBUFFERED: "1"
+
+jobs:
+  test:
+    name: Test (Python ${{ matrix.python-version }}, ${{ matrix.os }})
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.10", "3.11"]
+        os: [ubuntu-latest]
+
+    steps:
+    - name: Checkout repository
+      uses: actions/checkout@v4
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v5
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Cache pip dependencies
+      uses: actions/cache@v4
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-py${{ matrix.python-version }}-pip-${{ hashFiles('**/requirements.txt', '**/pyproject.toml') }}
+        restore-keys: |
+          ${{ runner.os }}-py${{ matrix.python-version }}-pip-
+
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install -e ".[test]"
+        pip install -r requirements.txt
+
+    - name: List installed packages
+      run: pip list
+
+    - name: Run tests with coverage
+      run: |
+        pytest test/ \
+          -v \
+          --cov=rdagent \
+          --cov-report=xml \
+          --cov-report=html \
+          --cov-report=term-missing \
+          --durations=10 \
+          -x
+
+    - name: Upload coverage to Codecov
+      if: matrix.python-version == '3.10' && github.ref == 'refs/heads/main'
+      uses: codecov/codecov-action@v4
+      with:
+        file: ./coverage.xml
+        flags: unittests
+        name: codecov-umbrella
+        fail_ci_if_error: false
+      env:
+        CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+
+    - name: Upload coverage HTML report
+      if: always()
+      uses: actions/upload-artifact@v4
+      with:
+        name: coverage-html-report-py${{ matrix.python-version }}
+        path: htmlcov/
+        retention-days: 7
@@ -0,0 +1,83 @@
+name: Documentation
+
+on:
+  push:
+    branches: [ main ]
+    paths:
+      - 'docs/**'
+      - 'README.md'
+      - '**/*.rst'
+      - '.github/workflows/docs.yml'
+  pull_request:
+    branches: [ main ]
+    paths:
+      - 'docs/**'
+      - 'README.md'
+      - '**/*.rst'
+
+jobs:
+  docs:
+    name: Build Documentation
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout repository
+      uses: actions/checkout@v4
+
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: "3.10"
+
+    - name: Cache pip dependencies
+      uses: actions/cache@v4
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-pip-docs-${{ hashFiles('**/pyproject.toml') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-docs-
+
+    - name: Install docs dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install -e ".[docs]"
+
+    - name: Build Sphinx documentation
+      run: |
+        cd docs
+        make clean
+        make html SPHINXOPTS="-W --keep-going" || {
+          echo "::error::Sphinx build failed with warnings"
+          exit 1
+        }
+
+    - name: Check for broken links
+      run: |
+        cd docs
+        make linkcheck || {
+          echo "::warning::Some links are broken (non-blocking)"
+          exit 0
+        }
+
+    - name: Upload docs artifact
+      if: github.ref == 'refs/heads/main'
+      uses: actions/upload-pages-artifact@v3
+      with:
+        path: docs/_build/html
+
+  deploy:
+    name: Deploy to GitHub Pages
+    needs: docs
+    if: github.ref == 'refs/heads/main'
+    runs-on: ubuntu-latest
+    permissions:
+      pages: write
+      id-token: write
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+
+    steps:
+    - name: Deploy to GitHub Pages
+      id: deployment
+      uses: actions/deploy-pages@v4
@@ -0,0 +1,81 @@
+name: Code Quality
+
+on:
+  push:
+    branches: [ main, develop ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  lint:
+    name: Lint & Format
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout repository
+      uses: actions/checkout@v4
+
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: "3.10"
+
+    - name: Cache pip dependencies
+      uses: actions/cache@v4
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-pip-lint-${{ hashFiles('**/pyproject.toml') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-lint-
+
+    - name: Install lint dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install ruff mypy
+
+    - name: Run Ruff (linter)
+      run: |
+        echo "=== Running Ruff Linter ==="
+        ruff check . --statistics || {
+          echo "::error::Ruff linter found issues. Run: ruff check . --fix"
+          exit 1
+        }
+
+    - name: Run Ruff (formatter)
+      run: |
+        echo "=== Running Ruff Formatter ==="
+        ruff format --check . || {
+          echo "::error::Ruff formatter found issues. Run: ruff format ."
+          exit 1
+        }
+
+    - name: Run MyPy (type checker)
+      run: |
+        echo "=== Running MyPy Type Checker ==="
+        mypy rdagent/ \
+          --ignore-missing-imports \
+          --no-strict-optional \
+          --follow-imports=skip \
+          --warn-return-any || {
+          echo "::warning::MyPy found type issues (non-blocking)"
+          # Non-blocking: MyPy warnings don't fail the build
+          exit 0
+        }
+
+    - name: Check for trailing whitespace
+      run: |
+        echo "=== Checking for trailing whitespace ==="
+        if grep -rIn '[[:space:]]$' --include='*.py' --include='*.md' --include='*.rst' . | grep -v '.git'; then
+          echo "::error::Found trailing whitespace. Please remove it."
+          exit 1
+        fi
+        echo "✓ No trailing whitespace found"
+
+    - name: Check for merge conflicts
+      run: |
+        echo "=== Checking for merge conflict markers ==="
+        if grep -rn '<<<<<<< HEAD\|=======\|>>>>>>>' --include='*.py' --include='*.md' . | grep -v '.git'; then
+          echo "::error::Found merge conflict markers. Please resolve them."
+          exit 1
+        fi
+        echo "✓ No merge conflict markers found"
@@ -0,0 +1,97 @@
+name: Release
+
+on:
+  push:
+    tags:
+      - 'v*'
+      - 'V*'
+
+permissions:
+  contents: write
+  packages: write
+
+jobs:
+  release:
+    name: Create Release
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout repository
+      uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
+
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: "3.10"
+
+    - name: Install build tools
+      run: |
+        python -m pip install --upgrade pip
+        pip install build twine
+
+    - name: Build package
+      run: python -m build
+
+    - name: Check package
+      run: twine check dist/*
+
+    - name: Verify no closed-source assets
+      run: |
+        echo "=== Verifying Release Package ==="
+
+        # Extract and check contents
+        python -c "
+        import tarfile
+        import sys
+
+        with tarfile.open('dist/' + [f for f in __import__('os').listdir('dist') if f.endswith('.tar.gz')][0], 'r:gz') as tar:
+            names = tar.getnames()
+            closed_patterns = ['git_ignore_folder', 'results/', '.env', 'models/local', 'prompts/local']
+
+            found = False
+            for name in names:
+                for pattern in closed_patterns:
+                    if pattern in name:
+                        print(f'ERROR: Found closed-source asset: {name}')
+                        found = True
+
+            if found:
+                sys.exit(1)
+            print('✓ No closed-source assets in package')
+        "
+
+    - name: Generate release notes
+      id: release_notes
+      run: |
+        # Try to find changelog for this version
+        VERSION=${GITHUB_REF#refs/tags/}
+        CHANGELOG_FILE="changelog/${VERSION}.md"
+
+        if [ -f "$CHANGELOG_FILE" ]; then
+          echo "body_path=$CHANGELOG_FILE" >> $GITHUB_OUTPUT
+        elif [ -f "CHANGELOG.md" ]; then
+          # Extract section for this version from main changelog
+          echo "body_path=CHANGELOG.md" >> $GITHUB_OUTPUT
+        else
+          echo "body_path=" >> $GITHUB_OUTPUT
+        fi
+
+    - name: Create GitHub Release
+      uses: softprops/action-gh-release@v2
+      with:
+        body_path: ${{ steps.release_notes.outputs.body_path || '' }}
+        files: dist/*
+        draft: false
+        prerelease: false
+        generate_release_notes: true
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+    - name: Publish to PyPI
+      if: startsWith(github.ref, 'refs/tags/v')
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.PYPI_API_TOKEN }}
+      run: twine upload dist/*
@@ -0,0 +1,135 @@
+name: Security Scan
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+  schedule:
+    # Weekly on Monday at 6:00 UTC
+    - cron: '0 6 * * 1'
+
+jobs:
+  security:
+    name: Security Analysis
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout repository
+      uses: actions/checkout@v4
+
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: "3.10"
+
+    - name: Cache pip dependencies
+      uses: actions/cache@v4
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-pip-security-${{ hashFiles('**/requirements.txt') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-security-
+
+    - name: Install security tools
+      run: |
+        python -m pip install --upgrade pip
+        pip install bandit safety
+
+    - name: Run Bandit (code security)
+      run: |
+        echo "=== Running Bandit Security Scan ==="
+        bandit \
+          -c .bandit.yml \
+          -r rdagent/ \
+          -f json \
+          -o bandit-report.json \
+          --exit-zero || true
+
+        # Show summary
+        bandit -c .bandit.yml -r rdagent/ -ll || true
+
+    - name: Upload Bandit report
+      uses: actions/upload-artifact@v4
+      if: always()
+      with:
+        name: bandit-security-report
+        path: bandit-report.json
+        retention-days: 30
+
+    - name: Check dependencies for vulnerabilities
+      run: |
+        echo "=== Checking Dependencies for Vulnerabilities ==="
+        safety check --json || {
+          echo "::warning::Some dependencies have known vulnerabilities"
+          echo "Please review and update dependencies."
+          exit 0  # Non-blocking
+        }
+
+    - name: Check for exposed secrets
+      run: |
+        echo "=== Scanning for Exposed Secrets ==="
+
+        # Check for common secret patterns
+        PATTERNS=(
+          "api_key\s*=\s*['\"][^'\"]+['\"]"
+          "secret\s*=\s*['\"][^'\"]+['\"]"
+          "password\s*=\s*['\"][^'\"]+['\"]"
+          "token\s*=\s*['\"][^'\"]+['\"]"
+          "PRIVATE.KEY"
+          "BEGIN RSA PRIVATE KEY"
+        )
+
+        FOUND_SECRETS=0
+        for pattern in "${PATTERNS[@]}"; do
+          if grep -rInE "$pattern" --include='*.py' --include='*.yml' --include='*.yaml' --include='*.json' . | \
+             grep -v '.git' | \
+             grep -v 'test/' | \
+             grep -v 'example' | \
+             grep -v '# ' | \
+             grep -v 'os.environ' | \
+             grep -v 'getenv' | \
+             grep -v 'argparse'; then
+            FOUND_SECRETS=1
+          fi
+        done
+
+        if [ $FOUND_SECRETS -eq 1 ]; then
+          echo "::error::Potential secrets exposure detected!"
+          echo "Please review the output above and remove any hardcoded credentials."
+          echo "Use environment variables or .env files instead."
+          exit 1
+        fi
+
+        echo "✓ No exposed secrets found"
+
+    - name: Verify closed-source files not committed
+      run: |
+        echo "=== Verifying No Closed-Source Assets Committed ==="
+
+        CLOSED_PATTERNS=(
+          "git_ignore_folder/"
+          "results/"
+          ".env"
+          "models/local/"
+          "prompts/local/"
+          "rdagent/scenarios/qlib/local/"
+          "*.db"
+          "*.log"
+        )
+
+        FOUND_CLOSED=0
+        for pattern in "${CLOSED_PATTERNS[@]}"; do
+          if git ls-files | grep -q "$pattern"; then
+            echo "::error::Found closed-source asset: $pattern"
+            FOUND_CLOSED=1
+          fi
+        done
+
+        if [ $FOUND_CLOSED -eq 1 ]; then
+          echo "CRITICAL: Closed-source assets must not be committed to the repository!"
+          echo "Please remove them and add to .gitignore if needed."
+          exit 1
+        fi
+
+        echo "✓ No closed-source assets found"