Agent deployment Hints
Salesforce DevOps AI Integration
Deployment Agent combines a curated list of deployment troubleshooting rules with optional AI-powered guidance.
This means you can get practical, contextual deployment hints directly from your CI/CD logs and Pull Request comments, even if your pipeline is not fully based on sfdx-hardis.
Where hints are displayed
Deployment hints are available in:
- Pull Request / Merge Request comments (GitHub, Gitlab, Azure DevOps, Bitbucket)
- Console logs
AI providers
To enrich hints with AI-generated guidance, configure one of the supported providers in sfdx-hardis AI setup:
- Agentforce
- LangChain providers (OpenAI, Anthropic, Google Gemini, Ollama)
- OpenAI direct
- Codex direct