Use cases
Before
Secrets, malware cradles, and reverse shells slip into PRs. Reviewers miss BAT/PowerShell download-execute patterns.
After
Agent reviews GitHub, GitLab, Bitbucket, or Azure DevOps PRs/MRs. Flags open secrets and backdoors, requests changes on critical findings, and Slack-alerts — dry-run until you enable posting. Never merges.
Before
A failed GitHub Actions deploy blocks release. On-call digs through logs manually.
After
Webhook queues the incident. Agent pulls workflow logs, identifies the failing step, and retries or opens a PR/MR with the fix.
Before
Bamboo pipeline fails. Specs live in Bitbucket; someone hand-edits YAML and hopes the next build passes.
After
With BAMBOO_SCM_PROVIDER=bitbucket, the agent opens a Bitbucket PR for Specs remediations — same safety model as other CI fixes.
Before
Pods restart endlessly. Engineer SSHs in, checks events, guesses at config drift.
After
Agent runs kubectl diagnostics, compares with last known good, executes a safe rollback, and verifies stability for 5 minutes.
Before
Pager fires on high CPU. Team triages duplicate alerts with no clear owner.
After
Alertmanager webhook enqueues one incident. Agent diagnoses root cause, posts Slack summary, and waits for approval before remediation.
Before
GitLab MR merges risky code; GKE or Compute VMs get bad config with no pre-merge security scan.
After
GitLab webhook (native Secret token) triggers review. Critical findings request changes; infra collectors still diagnose GKE/VM incidents post-deploy.
Before
Bamboo fails on Bitbucket-backed Specs; EC2/EKS/S3 issues pile up while on-call jumps between tools.
After
One agent: Bitbucket PR review, Bamboo Specs fix PRs, and AWS remediations for EC2, EKS, and S3 — clear fix vs diagnose-only boundaries.
