AI-powered CI/CD intelligence agent
Timeline
2 weeks
ROLE
Product Designer
SKILLS
Prototyping
Engineering
TOOLS
Figma
GitLab
Claude
Overview
Pipeline Risk Analyst is an AI-powered agent that monitors GitLab CI/CD pipelines and merge requests in real time, automatically performs a multi-dimensional analysis using Claude (Anthropic), and posts a structured, actionable report as an MR comment — all without requiring human intervention.
"A junior developer opens a PR at 11pm. By morning, they have a full code review, root cause analysis on the failed pipeline, and a concrete suggested fix without waking up a senior engineer."
Problem
Modern engineering teams merge dozens of branches per day. When a pipeline fails or a PR is opened at off-hours, developers face three compounding problems:
Delayed feedback
Developers wait for a senior engineer's availability to diagnose a failure that Claude can solve in seconds. The cognitive cost of context-switching compounds on both sides.
Context switching
Triage expertise is concentrated in a few people. Every 11pm Slack message is a context switch that costs them 20 minutes of deep work the next morning. The team doesn't scale — it just gets louder.
Incomplete reviews
Security vulnerabilities, broken tests, and linting debt rarely get caught in the same review pass. Things slip through — not because reviewers are careless, but because reviewing five dimensions at once is hard.
Solution
Forge is a stateless microservice that listens for GitLab webhook events, fetches the code diff and CI logs, sends a single structured prompt to Claude, and posts a rich Markdown comment directly on the MR — covering five analysis categories in one pass.
Gitlab
webhook event
Cloud Run
FastAPI + async
GitLab API
diff + CI logs
Anthropic API
Claude analysis
MR Comment
structure report