Claude Code GitHub Actions and Cursor can bring agents into GitHub workflows. The common pattern is simple: an event or comment gives an agent a bounded task, and the agent reports back through a pull request or comment.
Claude Code GitHub Actions
Claude Code GitHub Actions are built on the Claude Agent SDK. The
current workflow uses @anthropics/claude-code-action@v1,
a prompt, and optional claude_args. Older beta mode patterns should not be
copied into new lessons.
Use /install-github-app for guided setup when possible. For manual setup, keep
the Anthropic API key in GitHub Secrets and scope repository permissions tightly.
Cursor Review and Automation
Cursor can participate in GitHub through Cloud Agents, automations, Bugbot, and Security Agents. GitHub triggers can include issue comments, pull request review comments, submitted reviews, review thread updates, and workflow run completion.
Use these integrations for bounded work:
When CI fails, inspect the failing job. Open a pull request only if the fix is
confined to test configuration. Otherwise, comment with the diagnosis and the
failing command.Security Boundaries
Agent workflows in GitHub need special care:
- Do not expose broad secrets to pull request workflows from forks.
- Keep write permissions narrow.
- Require human review for generated pull requests.
- Treat MCP servers and external tools as part of the workflow’s trusted computing base.
- Pin action versions according to the repository’s security policy.
Completion Criteria
An agent-assisted pull request is not done when the bot posts a comment. It is done when the diff is reviewed, comments are resolved, continuous integration is green, and the branch still merges cleanly with the base branch.