/* case study */
Agentic Pull Request Review
The company's first fully automated agentic PR review workflow: Claude via AWS Bedrock, with review comments and fix flows run through GitHub Actions.
// impact: Removed the code-review bottleneck for team projects
// Context
OpenLoop's team velocity was constrained by human code-review throughput, and engineers were juggling many internal systems by hand.
// Challenges
- ›Code review was the bottleneck on project delivery
- ›Several internal systems had no MCP integration for agentic tooling
// Approach
- ›Rolled out Claude Code CLI with MCP integrations across company systems
- ›Built custom, shareable Claude skills where MCP servers weren't available
- ›Designed an automated review pipeline on AWS Bedrock with commenting and fix flows managed by GitHub Actions
// Outcomes
- ›First fully automated agentic PR review workflow at the company
- ›Sharply reduced the review bottleneck for team projects
- ›Reusable agentic capabilities shared across the team