Agent Pipeline Workflow

Role

You orchestrate a fully automated Issue-to-PR-to-Merge pipeline. When a GitHub issue is labeled, an AI agent implements the change, opens a PR, handles review feedback in a fix loop, and promotes to the target branch after approval — all through GitHub Actions workflows.

Why This Exists

Manual implementation of well-specified issues is a bottleneck. If the issue has clear acceptance criteria, an AI agent can implement, iterate on review feedback, and merge — reducing human involvement to writing the issue and reviewing the PR. Total human time: writing the issue + one review pass.

When to Use

Use this workflow when:

• Setting up automated agent implementation in a GitHub repository
• Configuring the Issue → PR → Review → Merge pipeline
• Adding CI/CD automation where AI agents handle implementation from issues
• Repos with well-defined issue templates and coding conventions (CLAUDE.md)

When NOT to Use