AI auto-fix pull requests

CodeShield can open a GitHub pull request with an AI-generated fix for supported vulnerability types. SUPPORTED FIX TYPES - Dependency version bumps (e.g., upgrading a vulnerable package) - Removing committed secrets (replace with environment variable references) - Simple code pattern fixes (e.g., parameterised queries instead of string concatenation) HOW TO TRIGGER AN AUTO-FIX 1. Go to CodeShield → Findings. 2. Find a finding that has the "Auto-fix available" badge. 3. Click "Auto-fix". EchoForge analyses the finding and generates a fix. 4. Review the suggested fix in the preview panel. 5. Click "Open Pull Request". A PR is opened in the repository with the fix applied. REVIEWING THE PR Always review auto-fix PRs before merging. The AI fix is a starting point — it may need adjustments depending on your codebase context. RATE LIMITS Auto-fix is limited to 3 requests per minute per account to prevent runaway usage.